modelId stringlengths 4 81 | tags list | pipeline_tag stringclasses 17 values | config dict | downloads int64 0 59.7M | first_commit timestamp[ns, tz=UTC] | card stringlengths 51 438k | embedding list |
|---|---|---|---|---|---|---|---|
Declan/Independent__model | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2020-04-29T13:23:54Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-mt-sv
* source languages: mt
* target languages: sv
* OPUS readme: [mt-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/mt-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/mt-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/mt-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/mt-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.mt.sv | 30.4 | 0.514 |
| [
-0.015406040474772453,
-0.027176963165402412,
-0.0025865084026008844,
0.03915533050894737,
0.029139559715986252,
0.020494289696216583,
-0.0005059564136900008,
-0.0027681696228682995,
-0.04716123640537262,
0.05701708421111107,
0.010473106056451797,
-0.01414462924003601,
0.015011418610811234,
0.05056673288345337,
-0.034269168972969055,
-0.031261689960956573,
-0.011808282695710659,
0.010541774332523346,
-0.04216815531253815,
-0.005725696682929993,
-0.0038951283786445856,
0.005360813811421394,
-0.035612866282463074,
0.03430989012122154,
-0.021265024319291115,
0.004766922444105148,
-0.016057752072811127,
0.015548303723335266,
0.020233847200870514,
-0.07271020114421844,
-0.009188419207930565,
-0.020976092666387558,
-0.03069327585399151,
-0.017190804705023766,
-0.02720392495393753,
0.03169487044215202,
0.011721920222043991,
0.02239188738167286,
0.07202165573835373,
0.062172118574380875,
-0.007748354692012072,
0.0009639795171096921,
-0.007813125848770142,
-0.024498211219906807,
0.0408485047519207,
0.008951441384851933,
-0.030053962022066116,
-0.03186006098985672,
0.023605583235621452,
-0.02770622819662094,
-0.04878194257616997,
-0.05077604949474335,
-0.017609363421797752,
0.0325823538005352,
-0.010272521525621414,
-0.0032961845863610506,
-0.09759324043989182,
-0.009383758530020714,
0.06380640715360641,
-0.057714760303497314,
-0.02675687149167061,
0.014910410158336163,
-0.047302279621362686,
0.011277605779469013,
0.04561673849821091,
-0.03674814850091934,
-0.010889587923884392,
-0.051729947328567505,
0.042831748723983765,
-0.03191496431827545,
0.036620158702135086,
-0.029642749577760696,
0.01972692832350731,
-0.07562603801488876,
-0.04695004224777222,
-0.008080985397100449,
0.02609802596271038,
0.05507750064134598,
-0.04204734042286873,
0.049087200313806534,
0.04556483402848244,
-0.012931385077536106,
0.025282233953475952,
-0.010409356094896793,
-0.012740474194288254,
0.04033844172954559,
-0.027872975915670395,
-0.00149295455776155,
0.004498213063925505,
0.05094582587480545,
-0.04338300600647926,
-0.03088252991437912,
-0.013996466062963009,
-0.031308408826589584,
-0.010763714089989662,
0.02847137302160263,
0.058125149458646774,
-0.033679984509944916,
0.0009482964524067938,
0.04464681074023247,
0.023922564461827278,
0.04757467284798622,
-0.0009719987283460796,
0.06748311221599579,
-0.026001930236816406,
-0.0030508432537317276,
-0.02233138680458069,
-0.027582209557294846,
-0.0636078417301178,
0.006445581559091806,
0.029670532792806625,
-0.04287039116024971,
-0.0023734956048429012,
0.043616894632577896,
0.036362554877996445,
-0.0368516705930233,
0.06924386322498322,
-0.03217821195721626,
-0.0424635075032711,
-0.05504900962114334,
0.0562368780374527,
0.015179136767983437,
0.012211107648909092,
0.018283532932400703,
-0.05091727524995804,
0.022964002564549446,
-0.03638891875743866,
-0.03925313428044319,
0.013662200421094894,
0.024931538850069046,
-0.020245835185050964,
0.03518105670809746,
0.03155819699168205,
-0.05846976861357689,
0.021566174924373627,
-0.011862403713166714,
-0.036428600549697876,
0.05698966979980469,
0.04396827518939972,
0.09549444913864136,
-0.04659830033779144,
-0.03359305113554001,
0.01236257515847683,
0.006411021575331688,
-0.0332343764603138,
0.014885718934237957,
-0.006201597861945629,
-0.022737961262464523,
-0.0210628192871809,
-0.01833612658083439,
0.05079476535320282,
-0.045895740389823914,
-0.01837090030312538,
0.0556192621588707,
-0.015568018890917301,
0.027711888775229454,
-0.022507859393954277,
-0.0033043203875422478,
0.012421052902936935,
-0.02424687147140503,
-0.029594941064715385,
0.031431104987859726,
0.004750760737806559,
0.006977475248277187,
-0.02893477864563465,
-0.05338473618030548,
0.02181401476264,
0.08329160511493683,
-0.02628861367702484,
-0.02653536945581436,
-0.024309879168868065,
0.0032189663033932447,
0.03954017907381058,
0.016174783930182457,
-0.025239935144782066,
0.035058025270700455,
0.05606298893690109,
0.013781372457742691,
0.006738515105098486,
0.07351051270961761,
0.01815411075949669,
-0.017084019258618355,
-0.007786927744746208,
0.018589768558740616,
0.026871943846344948,
-0.015847697854042053,
-0.0008933004573918879,
0.04307405650615692,
0.017306581139564514,
-0.016138378530740738,
-0.020517174154520035,
0.061635758727788925,
0.001152884098701179,
0.0058899736031889915,
0.01367172971367836,
-0.022828713059425354,
-0.015994258224964142,
0.04775906354188919,
-0.00854969210922718,
-0.02064237743616104,
-0.03853616118431091,
-0.02390543930232525,
0.014292295090854168,
0.036513227969408035,
0.025707131251692772,
0.052609797567129135,
-0.016106104478240013,
0.10584511607885361,
-0.02764986641705036,
0.008428001776337624,
-0.01660843938589096,
-0.03643365204334259,
0.014021864160895348,
0.06548520922660828,
0.019258782267570496,
0.03564493730664253,
-0.0031885504722595215,
-0.05181979387998581,
0.0317172072827816,
0.06519142538309097,
0.05056130886077881,
0.010003279894590378,
-0.04241827502846718,
-0.012534196488559246,
0.011258884333074093,
0.041126564145088196,
-0.037041936069726944,
-0.06546465307474136,
0.020925642922520638,
0.07197963446378708,
-0.043492481112480164,
0.030145348981022835,
-0.0336061492562294,
0.02343890257179737,
-0.03709987550973892,
-0.042923517525196075,
0.04551900923252106,
0.025001877918839455,
-0.013090035878121853,
0.020561814308166504,
0.011678761802613735,
-0.008265752345323563,
0.026919705793261528,
0.007069559767842293,
0.0019101285142824054,
-0.027727779000997543,
0.009648662060499191,
0.021739643067121506,
0.05961686372756958,
-0.02945644222199917,
0.038466181606054306,
-0.02367508038878441,
0.000584095309022814,
0.031755879521369934,
-0.07153945416212082,
0.01384798064827919,
0.04397257789969444,
0.012848466634750366,
-0.022001739591360092,
0.007118655368685722,
0.007712565828114748,
0.022438444197177887,
0.07222332805395126,
0.004145159851759672,
0.05567789450287819,
0.013017304241657257,
0.06553888320922852,
0.09580300748348236,
0.017896104604005814,
0.03237299248576164,
0.03758535534143448,
0.0906972661614418,
-0.010380376130342484,
-0.010088274255394936,
0.045703232288360596,
-0.04802057147026062,
0.019857853651046753,
-0.0434793084859848,
0.0353541225194931,
0.01961144246160984,
-0.003249021479859948,
0.027362583205103874,
0.004076207056641579,
-0.018189866095781326,
0.009112861007452011,
-0.01403035782277584,
-0.023158011958003044,
0.047158133238554,
0.014696190133690834,
0.008964105509221554,
0.009305655024945736,
-0.00023703767510596663,
0.021636515855789185,
-0.07205956429243088,
-0.07189003378152847,
0.017917901277542114,
-0.034039467573165894,
0.00283167720772326,
-0.06028223782777786,
-0.017949525266885757,
-0.06494937092065811,
-0.023555813357234,
0.03940452262759209,
0.0030459801200777292,
-0.009316370822489262,
-0.02509937807917595,
0.00528912665322423,
-0.03209231421351433,
-0.0254399124532938,
-0.03514064848423004,
-0.035987403243780136,
-0.03525635600090027,
-0.08006030321121216,
0.04587027058005333,
0.010700500570237637,
0.021522194147109985,
-0.021244026720523834,
0.015582339838147163,
-0.012291021645069122,
-0.0162697471678257,
0.07917224615812302,
0.05364307388663292,
-0.025023899972438812,
-0.02699775993824005,
0.0538431741297245,
-0.03617941215634346,
-0.0006376472301781178,
-0.027594612911343575,
-0.020871473476290703,
0.07169239968061447,
0.050527285784482956,
0.020072046667337418,
0.0055623543448746204,
-0.022728951647877693,
-0.057085584849119186,
-0.060921017080545425,
-0.03961862251162529,
-0.04562586545944214,
-0.012075860053300858,
-0.026222186163067818,
-0.05628424882888794,
-0.03418314456939697,
-0.029161963611841202,
-0.006866523064672947,
-0.03096289560198784,
0.0226758923381567,
0.029730897396802902,
0.039280932396650314,
0.040323685854673386,
0.032020408660173416,
-0.054339081048965454,
-0.03223489969968796,
0.07449831068515778,
0.008920042775571346,
0.008416184224188328,
-0.04622749239206314,
-0.013646983541548252,
0.050806675106287,
0.015061265788972378,
0.007608325220644474,
0.016487106680870056,
0.07838182896375656,
-0.002243337919935584,
0.004218132700771093,
0.013654342852532864,
-0.007322996389120817,
-0.005433209240436554,
-0.008164666593074799,
-0.01181092206388712,
-0.04158121719956398,
-0.0204771738499403,
-0.015603558160364628,
0.015286990441381931,
0.04536767676472664,
-0.06475608795881271,
-0.029009224846959114,
-0.0020341866184026003,
0.03161752596497536,
0.007216145750135183,
0.02101619727909565,
-0.009697400964796543,
0.018248170614242554,
-0.04144357144832611,
-0.02462240308523178,
0.005567603278905153,
0.00989453960210085,
0.004027984105050564,
0.0539972186088562,
0.02898458205163479,
-0.03345474228262901,
0.05057598650455475,
0.026312539353966713,
0.06286273896694183,
0.013263273052871227,
-0.042434461414813995,
0.020147008821368217,
-0.031087208539247513,
0.01879732310771942,
-0.001724038738757372,
-0.02502680942416191,
-0.04758390784263611,
-0.07892600446939468,
0.005321906879544258,
0.02717498131096363,
-0.03254630044102669,
0.015910807996988297,
0.0296163447201252,
-0.05072086676955223,
0.00859814789146185,
-0.0014436162309721112,
0.019876686856150627,
0.04948387295007706,
-0.053799841552972794,
0.063278429210186,
-0.008605564013123512,
0.021064497530460358,
-0.06154812127351761,
0.011571845039725304,
-0.009454666636884212,
-0.037345193326473236,
0.03605305403470993,
0.060624681413173676,
0.01300449762493372,
0.050753381103277206,
0.0872654840350151,
0.05023183301091194,
-0.02611866034567356,
0.030331721529364586,
0.031271230429410934,
0.010888195596635342,
-0.06520428508520126,
-0.006382298655807972,
-0.007967251352965832,
-0.050585463643074036,
-0.0003134594298899174,
-0.019983911886811256,
0.014939392916858196,
0.017722610384225845,
-0.006434855982661247,
-0.022002598270773888,
-0.012753097340464592,
-0.03213122487068176,
-0.032693468034267426,
-0.0680462196469307,
-0.03421304002404213,
-0.011824843473732471,
-0.002410406246781349,
0.04464546591043472,
0.0487203486263752,
-0.0004925227840431035,
0.04325057938694954,
0.04810980334877968,
-0.021203530952334404,
-0.023245224729180336,
0.012389044277369976,
0.024149954319000244,
-0.019729670137166977,
-0.053441841155290604,
-0.04425555095076561,
0.047761231660842896,
0.040267471224069595,
-0.031247878447175026,
-0.08160074800252914,
0.0061541055329144,
0.06840246915817261,
-0.029403366148471832,
0.0525086373090744,
-0.003641239833086729,
0.05530036240816116,
0.05676490068435669,
-0.02039569616317749,
0.015451143495738506,
-0.03088131733238697,
0.01916133612394333,
0.0044792527332901955,
0.034444358199834824,
-0.04081730172038078,
-0.03580017015337944,
-0.08742402493953705,
0.010349898599088192,
0.026625802740454674,
0.08365841954946518,
0.04548239707946777,
-0.03566574677824974,
-0.056815553456544876,
-0.01556212268769741,
0.0442463718354702,
-0.058651477098464966,
-0.012221695855259895,
0.02094816230237484,
0.04935887083411217,
-0.04512492194771767,
-0.04558867588639259,
-0.028942851349711418,
0.002266985597088933,
0.03523087874054909,
-0.00048019716632552445,
-0.020153731107711792,
-0.05427536740899086,
0.03848390281200409,
-0.005714651197195053,
-0.04344195872545242,
-0.11783970892429352,
0.0069391485303640366,
-0.03621990233659744,
-0.001973262056708336,
0.04960097745060921,
0.023051878437399864,
0.03283238783478737,
0.061383023858070374,
0.00789660681039095,
0.027090569958090782,
-0.038043927401304245,
0.02594599686563015,
-0.03358713537454605,
0.007608541753143072,
0.01805277355015278,
-0.027841977775096893,
-0.030621452257037163,
-0.03708001971244812,
-0.04240645468235016,
-0.02479325793683529,
-0.021882012486457825,
0.022882657125592232,
-0.02977071888744831,
0.005950138438493013,
-0.014065234921872616,
0.03349258378148079,
-0.01614890806376934,
-0.018472401425242424,
-0.011060665361583233,
-0.05307433754205704,
-0.08197512477636337,
-0.04340314492583275,
0.021205255761742592,
0.025863362476229668,
0.01412778440862894,
0.03353050351142883,
0.00904117152094841,
0.019814366474747658,
0.011148948222398758,
-0.027268799021840096,
0.045455675572156906,
0.014419090934097767,
-0.0456116646528244,
-0.03286626562476158,
0.006924571935087442,
0.03480444848537445,
0.02073807455599308,
-0.048938073217868805,
0.02541002444922924,
0.003672985127195716,
-0.034502819180488586,
-0.01599416323006153,
-0.0018378967652097344,
0.036437567323446274,
-0.07790149003267288,
-0.05209628492593765,
0.006452305242419243,
-0.053409066051244736,
0.029700683429837227,
-0.02208518423140049,
0.004640835803002119,
0.017859606072306633,
0.024108897894620895,
0.027930647134780884,
0.0022145486436784267,
-0.04432130604982376,
0.0014388968702405691,
-0.0018727764254435897,
0.0012763383565470576,
-0.06918679177761078,
0.046887755393981934,
-0.04349604994058609,
0.02689960040152073,
-0.00626381766051054,
-0.004441100172698498,
-0.031187623739242554,
0.03614029288291931,
-0.008768748492002487,
-0.008520688861608505,
-0.015894778072834015,
0.0009051805827766657,
-0.04276115074753761,
0.05229353904724121,
0.0054441411048173904,
0.01944275014102459,
-0.02575765922665596,
0.06876322627067566,
-0.04139229655265808,
-0.012374114245176315,
-0.027242230251431465,
0.01512783020734787,
-0.03212694451212883,
-0.005188035778701305,
-0.019340844824910164,
-0.03656535595655441,
0.0016488984692841768,
0.040416061878204346,
0.03757597878575325,
0.016293710097670555,
-0.027357691898941994,
0.012687877751886845,
0.013971306383609772,
-0.04689690098166466,
-0.0021234266459941864,
-0.017537277191877365,
-0.026409737765789032,
-0.00272906431928277,
0.04915519803762436,
0.03384595364332199,
-0.03752300143241882,
-0.07266902178525925,
0.02122603729367256,
0.026639003306627274,
-0.00796154048293829,
0.005597216077148914,
0.014594626612961292,
0.03760403394699097,
0.05410916358232498,
-0.024178016930818558,
0.0020077647641301155,
-0.022424910217523575,
-0.01925383135676384,
0.026506289839744568,
-0.014594729989767075,
0.03152816370129585,
0.003609004197642207,
-0.04351040720939636,
-0.016466032713651657,
0.0668710395693779,
0.022022224962711334,
0.019591931253671646,
0.0002481620467733592,
-0.012834987603127956,
0.018227139487862587,
0.02318274974822998,
-0.06766768544912338,
0.005861310753971338,
0.04805827885866165,
-0.034310612827539444,
0.07114367932081223,
-0.023827942088246346,
0.0448700413107872,
0.0539143905043602,
-0.00021443958394229412,
-0.025297492742538452,
0.051021263003349304,
-0.023218495771288872,
-0.025313924998044968,
0.05695122852921486,
-0.05541646480560303,
-0.01875992678105831,
-0.013155554421246052,
0.06499924510717392,
-0.07402079552412033,
0.053349029272794724,
0.055341750383377075,
0.03638610243797302,
0.0008954251534305513,
-0.04353798180818558,
-0.034764405339956284,
0.03761738911271095,
-0.03360144793987274,
0.07497262954711914,
0.021498341113328934,
-0.04833155497908592,
0.07446585595607758,
0.005310588516294956,
-0.0768311396241188,
0.04308965429663658,
0.037529513239860535,
0.015793435275554657,
0.025156697258353233,
0.05588705092668533,
-0.047472886741161346,
0.024690071120858192,
-0.060041557997465134,
0.012955740094184875,
-0.07493597269058228,
0.0012909532524645329,
0.016906434670090675,
-0.020106345415115356,
-0.01678195782005787,
0.02940213307738304,
-0.023730192333459854,
0.023762021213769913,
0.01871081255376339,
-0.04859894514083862,
-0.023358047008514404,
0.01791607402265072,
0.03815428167581558,
-0.01641339808702469,
0.01601901464164257,
-0.02053954266011715,
0.019778655841946602,
0.03163361921906471,
0.018491951748728752,
-0.06530638039112091,
-0.0008170647197403014,
0.029298286885023117,
-0.05809665098786354,
-0.03161027655005455,
0.005475135054439306,
0.010502642951905727,
-0.03632328659296036,
0.03120657242834568,
0.013431872241199017,
0.002766797784715891,
0.03510018438100815,
-0.020891347900032997,
0.03920385614037514,
-0.054214201867580414,
-0.00567261315882206,
0.008074305020272732,
0.004107909742742777,
0.020946495234966278,
-0.01679457537829876,
0.02087322250008583,
0.020125549286603928,
0.05723242834210396,
0.015070179477334023,
-0.045020606368780136,
-0.010289926081895828,
0.02579689957201481,
-0.03635939955711365,
0.014256460592150688,
-0.021209506317973137,
-0.06775998324155807,
-0.03322364389896393,
-0.017833584919571877,
-0.007025417871773243,
0.01644948311150074,
-0.017200766131281853,
0.004750414751470089,
0.05142569914460182,
-0.03042992576956749,
-0.03751572221517563,
-0.07416225969791412,
-0.012994990684092045,
-0.022675076499581337,
0.009628131054341793,
0.020550349727272987,
-0.025075441226363182,
0.026077840477228165,
-0.05234575644135475,
-0.06662794947624207,
0.06322837620973587,
0.012172709219157696,
-0.028298893943428993,
0.058976925909519196,
0.026545686647295952,
-0.027737144380807877,
0.010707248002290726,
0.058886781334877014,
-0.05191195383667946,
0.020374109968543053,
-0.0027045190799981356,
0.0234074629843235,
0.014282151125371456,
0.023505909368395805,
-0.018720362335443497,
-0.03330297768115997,
-0.05626460164785385,
-0.05559160187840462,
-0.037507347762584686,
-0.010004518553614616,
0.06743089109659195
] |
Declan/NPR_model_v1 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | 2020-08-19T00:30:48Z | ---
language:
- ca
- es
- os
- eo
- ro
- fy
- cy
- is
- lb
- su
- an
- sq
- fr
- ht
- rm
- cv
- ig
- am
- eu
- tr
- ps
- af
- ny
- ch
- uk
- sl
- lt
- tk
- sg
- ar
- lg
- bg
- be
- ka
- gd
- ja
- si
- br
- mh
- km
- th
- ty
- rw
- te
- mk
- or
- wo
- kl
- mr
- ru
- yo
- hu
- fo
- zh
- ti
- co
- ee
- oc
- sn
- mt
- ts
- pl
- gl
- nb
- bn
- tt
- bo
- lo
- id
- gn
- nv
- hy
- kn
- to
- io
- so
- vi
- da
- fj
- gv
- sm
- nl
- mi
- pt
- hi
- se
- as
- ta
- et
- kw
- ga
- sv
- ln
- na
- mn
- gu
- wa
- lv
- jv
- el
- my
- ba
- it
- hr
- ur
- ce
- nn
- fi
- mg
- rn
- xh
- ab
- de
- cs
- he
- zu
- yi
- ml
- mul
- en
tags:
- translation
license: apache-2.0
---
### mul-eng
* source group: Multiple languages
* target group: English
* OPUS readme: [mul-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/mul-eng/README.md)
* model: transformer
* source language(s): abk acm ady afb afh_Latn afr akl_Latn aln amh ang_Latn apc ara arg arq ary arz asm ast avk_Latn awa aze_Latn bak bam_Latn bel bel_Latn ben bho bod bos_Latn bre brx brx_Latn bul bul_Latn cat ceb ces cha che chr chv cjy_Hans cjy_Hant cmn cmn_Hans cmn_Hant cor cos crh crh_Latn csb_Latn cym dan deu dsb dtp dws_Latn egl ell enm_Latn epo est eus ewe ext fao fij fin fkv_Latn fra frm_Latn frr fry fuc fuv gan gcf_Latn gil gla gle glg glv gom gos got_Goth grc_Grek grn gsw guj hat hau_Latn haw heb hif_Latn hil hin hnj_Latn hoc hoc_Latn hrv hsb hun hye iba ibo ido ido_Latn ike_Latn ile_Latn ilo ina_Latn ind isl ita izh jav jav_Java jbo jbo_Cyrl jbo_Latn jdt_Cyrl jpn kab kal kan kat kaz_Cyrl kaz_Latn kek_Latn kha khm khm_Latn kin kir_Cyrl kjh kpv krl ksh kum kur_Arab kur_Latn lad lad_Latn lao lat_Latn lav ldn_Latn lfn_Cyrl lfn_Latn lij lin lit liv_Latn lkt lld_Latn lmo ltg ltz lug lzh lzh_Hans mad mah mai mal mar max_Latn mdf mfe mhr mic min mkd mlg mlt mnw moh mon mri mwl mww mya myv nan nau nav nds niu nld nno nob nob_Hebr nog non_Latn nov_Latn npi nya oci ori orv_Cyrl oss ota_Arab ota_Latn pag pan_Guru pap pau pdc pes pes_Latn pes_Thaa pms pnb pol por ppl_Latn prg_Latn pus quc qya qya_Latn rap rif_Latn roh rom ron rue run rus sag sah san_Deva scn sco sgs shs_Latn shy_Latn sin sjn_Latn slv sma sme smo sna snd_Arab som spa sqi srp_Cyrl srp_Latn stq sun swe swg swh tah tam tat tat_Arab tat_Latn tel tet tgk_Cyrl tha tir tlh_Latn tly_Latn tmw_Latn toi_Latn ton tpw_Latn tso tuk tuk_Latn tur tvl tyv tzl tzl_Latn udm uig_Arab uig_Cyrl ukr umb urd uzb_Cyrl uzb_Latn vec vie vie_Hani vol_Latn vro war wln wol wuu xal xho yid yor yue yue_Hans yue_Hant zho zho_Hans zho_Hant zlm_Latn zsm_Latn zul zza
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-eng/opus2m-2020-08-01.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| newsdev2014-hineng.hin.eng | 8.5 | 0.341 |
| newsdev2015-enfi-fineng.fin.eng | 16.8 | 0.441 |
| newsdev2016-enro-roneng.ron.eng | 31.3 | 0.580 |
| newsdev2016-entr-tureng.tur.eng | 16.4 | 0.422 |
| newsdev2017-enlv-laveng.lav.eng | 21.3 | 0.502 |
| newsdev2017-enzh-zhoeng.zho.eng | 12.7 | 0.409 |
| newsdev2018-enet-esteng.est.eng | 19.8 | 0.467 |
| newsdev2019-engu-gujeng.guj.eng | 13.3 | 0.385 |
| newsdev2019-enlt-liteng.lit.eng | 19.9 | 0.482 |
| newsdiscussdev2015-enfr-fraeng.fra.eng | 26.7 | 0.520 |
| newsdiscusstest2015-enfr-fraeng.fra.eng | 29.8 | 0.541 |
| newssyscomb2009-ceseng.ces.eng | 21.1 | 0.487 |
| newssyscomb2009-deueng.deu.eng | 22.6 | 0.499 |
| newssyscomb2009-fraeng.fra.eng | 25.8 | 0.530 |
| newssyscomb2009-huneng.hun.eng | 15.1 | 0.430 |
| newssyscomb2009-itaeng.ita.eng | 29.4 | 0.555 |
| newssyscomb2009-spaeng.spa.eng | 26.1 | 0.534 |
| news-test2008-deueng.deu.eng | 21.6 | 0.491 |
| news-test2008-fraeng.fra.eng | 22.3 | 0.502 |
| news-test2008-spaeng.spa.eng | 23.6 | 0.514 |
| newstest2009-ceseng.ces.eng | 19.8 | 0.480 |
| newstest2009-deueng.deu.eng | 20.9 | 0.487 |
| newstest2009-fraeng.fra.eng | 25.0 | 0.523 |
| newstest2009-huneng.hun.eng | 14.7 | 0.425 |
| newstest2009-itaeng.ita.eng | 27.6 | 0.542 |
| newstest2009-spaeng.spa.eng | 25.7 | 0.530 |
| newstest2010-ceseng.ces.eng | 20.6 | 0.491 |
| newstest2010-deueng.deu.eng | 23.4 | 0.517 |
| newstest2010-fraeng.fra.eng | 26.1 | 0.537 |
| newstest2010-spaeng.spa.eng | 29.1 | 0.561 |
| newstest2011-ceseng.ces.eng | 21.0 | 0.489 |
| newstest2011-deueng.deu.eng | 21.3 | 0.494 |
| newstest2011-fraeng.fra.eng | 26.8 | 0.546 |
| newstest2011-spaeng.spa.eng | 28.2 | 0.549 |
| newstest2012-ceseng.ces.eng | 20.5 | 0.485 |
| newstest2012-deueng.deu.eng | 22.3 | 0.503 |
| newstest2012-fraeng.fra.eng | 27.5 | 0.545 |
| newstest2012-ruseng.rus.eng | 26.6 | 0.532 |
| newstest2012-spaeng.spa.eng | 30.3 | 0.567 |
| newstest2013-ceseng.ces.eng | 22.5 | 0.498 |
| newstest2013-deueng.deu.eng | 25.0 | 0.518 |
| newstest2013-fraeng.fra.eng | 27.4 | 0.537 |
| newstest2013-ruseng.rus.eng | 21.6 | 0.484 |
| newstest2013-spaeng.spa.eng | 28.4 | 0.555 |
| newstest2014-csen-ceseng.ces.eng | 24.0 | 0.517 |
| newstest2014-deen-deueng.deu.eng | 24.1 | 0.511 |
| newstest2014-fren-fraeng.fra.eng | 29.1 | 0.563 |
| newstest2014-hien-hineng.hin.eng | 14.0 | 0.414 |
| newstest2014-ruen-ruseng.rus.eng | 24.0 | 0.521 |
| newstest2015-encs-ceseng.ces.eng | 21.9 | 0.481 |
| newstest2015-ende-deueng.deu.eng | 25.5 | 0.519 |
| newstest2015-enfi-fineng.fin.eng | 17.4 | 0.441 |
| newstest2015-enru-ruseng.rus.eng | 22.4 | 0.494 |
| newstest2016-encs-ceseng.ces.eng | 23.0 | 0.500 |
| newstest2016-ende-deueng.deu.eng | 30.1 | 0.560 |
| newstest2016-enfi-fineng.fin.eng | 18.5 | 0.461 |
| newstest2016-enro-roneng.ron.eng | 29.6 | 0.562 |
| newstest2016-enru-ruseng.rus.eng | 22.0 | 0.495 |
| newstest2016-entr-tureng.tur.eng | 14.8 | 0.415 |
| newstest2017-encs-ceseng.ces.eng | 20.2 | 0.475 |
| newstest2017-ende-deueng.deu.eng | 26.0 | 0.523 |
| newstest2017-enfi-fineng.fin.eng | 19.6 | 0.465 |
| newstest2017-enlv-laveng.lav.eng | 16.2 | 0.454 |
| newstest2017-enru-ruseng.rus.eng | 24.2 | 0.510 |
| newstest2017-entr-tureng.tur.eng | 15.0 | 0.412 |
| newstest2017-enzh-zhoeng.zho.eng | 13.7 | 0.412 |
| newstest2018-encs-ceseng.ces.eng | 21.2 | 0.486 |
| newstest2018-ende-deueng.deu.eng | 31.5 | 0.564 |
| newstest2018-enet-esteng.est.eng | 19.7 | 0.473 |
| newstest2018-enfi-fineng.fin.eng | 15.1 | 0.418 |
| newstest2018-enru-ruseng.rus.eng | 21.3 | 0.490 |
| newstest2018-entr-tureng.tur.eng | 15.4 | 0.421 |
| newstest2018-enzh-zhoeng.zho.eng | 12.9 | 0.408 |
| newstest2019-deen-deueng.deu.eng | 27.0 | 0.529 |
| newstest2019-fien-fineng.fin.eng | 17.2 | 0.438 |
| newstest2019-guen-gujeng.guj.eng | 9.0 | 0.342 |
| newstest2019-lten-liteng.lit.eng | 22.6 | 0.512 |
| newstest2019-ruen-ruseng.rus.eng | 24.1 | 0.503 |
| newstest2019-zhen-zhoeng.zho.eng | 13.9 | 0.427 |
| newstestB2016-enfi-fineng.fin.eng | 15.2 | 0.428 |
| newstestB2017-enfi-fineng.fin.eng | 16.8 | 0.442 |
| newstestB2017-fien-fineng.fin.eng | 16.8 | 0.442 |
| Tatoeba-test.abk-eng.abk.eng | 2.4 | 0.190 |
| Tatoeba-test.ady-eng.ady.eng | 1.1 | 0.111 |
| Tatoeba-test.afh-eng.afh.eng | 1.7 | 0.108 |
| Tatoeba-test.afr-eng.afr.eng | 53.0 | 0.672 |
| Tatoeba-test.akl-eng.akl.eng | 5.9 | 0.239 |
| Tatoeba-test.amh-eng.amh.eng | 25.6 | 0.464 |
| Tatoeba-test.ang-eng.ang.eng | 11.7 | 0.289 |
| Tatoeba-test.ara-eng.ara.eng | 26.4 | 0.443 |
| Tatoeba-test.arg-eng.arg.eng | 35.9 | 0.473 |
| Tatoeba-test.asm-eng.asm.eng | 19.8 | 0.365 |
| Tatoeba-test.ast-eng.ast.eng | 31.8 | 0.467 |
| Tatoeba-test.avk-eng.avk.eng | 0.4 | 0.119 |
| Tatoeba-test.awa-eng.awa.eng | 9.7 | 0.271 |
| Tatoeba-test.aze-eng.aze.eng | 37.0 | 0.542 |
| Tatoeba-test.bak-eng.bak.eng | 13.9 | 0.395 |
| Tatoeba-test.bam-eng.bam.eng | 2.2 | 0.094 |
| Tatoeba-test.bel-eng.bel.eng | 36.8 | 0.549 |
| Tatoeba-test.ben-eng.ben.eng | 39.7 | 0.546 |
| Tatoeba-test.bho-eng.bho.eng | 33.6 | 0.540 |
| Tatoeba-test.bod-eng.bod.eng | 1.1 | 0.147 |
| Tatoeba-test.bre-eng.bre.eng | 14.2 | 0.303 |
| Tatoeba-test.brx-eng.brx.eng | 1.7 | 0.130 |
| Tatoeba-test.bul-eng.bul.eng | 46.0 | 0.621 |
| Tatoeba-test.cat-eng.cat.eng | 46.6 | 0.636 |
| Tatoeba-test.ceb-eng.ceb.eng | 17.4 | 0.347 |
| Tatoeba-test.ces-eng.ces.eng | 41.3 | 0.586 |
| Tatoeba-test.cha-eng.cha.eng | 7.9 | 0.232 |
| Tatoeba-test.che-eng.che.eng | 0.7 | 0.104 |
| Tatoeba-test.chm-eng.chm.eng | 7.3 | 0.261 |
| Tatoeba-test.chr-eng.chr.eng | 8.8 | 0.244 |
| Tatoeba-test.chv-eng.chv.eng | 11.0 | 0.319 |
| Tatoeba-test.cor-eng.cor.eng | 5.4 | 0.204 |
| Tatoeba-test.cos-eng.cos.eng | 58.2 | 0.643 |
| Tatoeba-test.crh-eng.crh.eng | 26.3 | 0.399 |
| Tatoeba-test.csb-eng.csb.eng | 18.8 | 0.389 |
| Tatoeba-test.cym-eng.cym.eng | 23.4 | 0.407 |
| Tatoeba-test.dan-eng.dan.eng | 50.5 | 0.659 |
| Tatoeba-test.deu-eng.deu.eng | 39.6 | 0.579 |
| Tatoeba-test.dsb-eng.dsb.eng | 24.3 | 0.449 |
| Tatoeba-test.dtp-eng.dtp.eng | 1.0 | 0.149 |
| Tatoeba-test.dws-eng.dws.eng | 1.6 | 0.061 |
| Tatoeba-test.egl-eng.egl.eng | 7.6 | 0.236 |
| Tatoeba-test.ell-eng.ell.eng | 55.4 | 0.682 |
| Tatoeba-test.enm-eng.enm.eng | 28.0 | 0.489 |
| Tatoeba-test.epo-eng.epo.eng | 41.8 | 0.591 |
| Tatoeba-test.est-eng.est.eng | 41.5 | 0.581 |
| Tatoeba-test.eus-eng.eus.eng | 37.8 | 0.557 |
| Tatoeba-test.ewe-eng.ewe.eng | 10.7 | 0.262 |
| Tatoeba-test.ext-eng.ext.eng | 25.5 | 0.405 |
| Tatoeba-test.fao-eng.fao.eng | 28.7 | 0.469 |
| Tatoeba-test.fas-eng.fas.eng | 7.5 | 0.281 |
| Tatoeba-test.fij-eng.fij.eng | 24.2 | 0.320 |
| Tatoeba-test.fin-eng.fin.eng | 35.8 | 0.534 |
| Tatoeba-test.fkv-eng.fkv.eng | 15.5 | 0.434 |
| Tatoeba-test.fra-eng.fra.eng | 45.1 | 0.618 |
| Tatoeba-test.frm-eng.frm.eng | 29.6 | 0.427 |
| Tatoeba-test.frr-eng.frr.eng | 5.5 | 0.138 |
| Tatoeba-test.fry-eng.fry.eng | 25.3 | 0.455 |
| Tatoeba-test.ful-eng.ful.eng | 1.1 | 0.127 |
| Tatoeba-test.gcf-eng.gcf.eng | 16.0 | 0.315 |
| Tatoeba-test.gil-eng.gil.eng | 46.7 | 0.587 |
| Tatoeba-test.gla-eng.gla.eng | 20.2 | 0.358 |
| Tatoeba-test.gle-eng.gle.eng | 43.9 | 0.592 |
| Tatoeba-test.glg-eng.glg.eng | 45.1 | 0.623 |
| Tatoeba-test.glv-eng.glv.eng | 3.3 | 0.119 |
| Tatoeba-test.gos-eng.gos.eng | 20.1 | 0.364 |
| Tatoeba-test.got-eng.got.eng | 0.1 | 0.041 |
| Tatoeba-test.grc-eng.grc.eng | 2.1 | 0.137 |
| Tatoeba-test.grn-eng.grn.eng | 1.7 | 0.152 |
| Tatoeba-test.gsw-eng.gsw.eng | 18.2 | 0.334 |
| Tatoeba-test.guj-eng.guj.eng | 21.7 | 0.373 |
| Tatoeba-test.hat-eng.hat.eng | 34.5 | 0.502 |
| Tatoeba-test.hau-eng.hau.eng | 10.5 | 0.295 |
| Tatoeba-test.haw-eng.haw.eng | 2.8 | 0.160 |
| Tatoeba-test.hbs-eng.hbs.eng | 46.7 | 0.623 |
| Tatoeba-test.heb-eng.heb.eng | 33.0 | 0.492 |
| Tatoeba-test.hif-eng.hif.eng | 17.0 | 0.391 |
| Tatoeba-test.hil-eng.hil.eng | 16.0 | 0.339 |
| Tatoeba-test.hin-eng.hin.eng | 36.4 | 0.533 |
| Tatoeba-test.hmn-eng.hmn.eng | 0.4 | 0.131 |
| Tatoeba-test.hoc-eng.hoc.eng | 0.7 | 0.132 |
| Tatoeba-test.hsb-eng.hsb.eng | 41.9 | 0.551 |
| Tatoeba-test.hun-eng.hun.eng | 33.2 | 0.510 |
| Tatoeba-test.hye-eng.hye.eng | 32.2 | 0.487 |
| Tatoeba-test.iba-eng.iba.eng | 9.4 | 0.278 |
| Tatoeba-test.ibo-eng.ibo.eng | 5.8 | 0.200 |
| Tatoeba-test.ido-eng.ido.eng | 31.7 | 0.503 |
| Tatoeba-test.iku-eng.iku.eng | 9.1 | 0.164 |
| Tatoeba-test.ile-eng.ile.eng | 42.2 | 0.595 |
| Tatoeba-test.ilo-eng.ilo.eng | 29.7 | 0.485 |
| Tatoeba-test.ina-eng.ina.eng | 42.1 | 0.607 |
| Tatoeba-test.isl-eng.isl.eng | 35.7 | 0.527 |
| Tatoeba-test.ita-eng.ita.eng | 54.8 | 0.686 |
| Tatoeba-test.izh-eng.izh.eng | 28.3 | 0.526 |
| Tatoeba-test.jav-eng.jav.eng | 10.0 | 0.282 |
| Tatoeba-test.jbo-eng.jbo.eng | 0.3 | 0.115 |
| Tatoeba-test.jdt-eng.jdt.eng | 5.3 | 0.140 |
| Tatoeba-test.jpn-eng.jpn.eng | 18.8 | 0.387 |
| Tatoeba-test.kab-eng.kab.eng | 3.9 | 0.205 |
| Tatoeba-test.kal-eng.kal.eng | 16.9 | 0.329 |
| Tatoeba-test.kan-eng.kan.eng | 16.2 | 0.374 |
| Tatoeba-test.kat-eng.kat.eng | 31.1 | 0.493 |
| Tatoeba-test.kaz-eng.kaz.eng | 24.5 | 0.437 |
| Tatoeba-test.kek-eng.kek.eng | 7.4 | 0.192 |
| Tatoeba-test.kha-eng.kha.eng | 1.0 | 0.154 |
| Tatoeba-test.khm-eng.khm.eng | 12.2 | 0.290 |
| Tatoeba-test.kin-eng.kin.eng | 22.5 | 0.355 |
| Tatoeba-test.kir-eng.kir.eng | 27.2 | 0.470 |
| Tatoeba-test.kjh-eng.kjh.eng | 2.1 | 0.129 |
| Tatoeba-test.kok-eng.kok.eng | 4.5 | 0.259 |
| Tatoeba-test.kom-eng.kom.eng | 1.4 | 0.099 |
| Tatoeba-test.krl-eng.krl.eng | 26.1 | 0.387 |
| Tatoeba-test.ksh-eng.ksh.eng | 5.5 | 0.256 |
| Tatoeba-test.kum-eng.kum.eng | 9.3 | 0.288 |
| Tatoeba-test.kur-eng.kur.eng | 9.6 | 0.208 |
| Tatoeba-test.lad-eng.lad.eng | 30.1 | 0.475 |
| Tatoeba-test.lah-eng.lah.eng | 11.6 | 0.284 |
| Tatoeba-test.lao-eng.lao.eng | 4.5 | 0.214 |
| Tatoeba-test.lat-eng.lat.eng | 21.5 | 0.402 |
| Tatoeba-test.lav-eng.lav.eng | 40.2 | 0.577 |
| Tatoeba-test.ldn-eng.ldn.eng | 0.8 | 0.115 |
| Tatoeba-test.lfn-eng.lfn.eng | 23.0 | 0.433 |
| Tatoeba-test.lij-eng.lij.eng | 9.3 | 0.287 |
| Tatoeba-test.lin-eng.lin.eng | 2.4 | 0.196 |
| Tatoeba-test.lit-eng.lit.eng | 44.0 | 0.597 |
| Tatoeba-test.liv-eng.liv.eng | 1.6 | 0.115 |
| Tatoeba-test.lkt-eng.lkt.eng | 2.0 | 0.113 |
| Tatoeba-test.lld-eng.lld.eng | 18.3 | 0.312 |
| Tatoeba-test.lmo-eng.lmo.eng | 25.4 | 0.395 |
| Tatoeba-test.ltz-eng.ltz.eng | 35.9 | 0.509 |
| Tatoeba-test.lug-eng.lug.eng | 5.1 | 0.357 |
| Tatoeba-test.mad-eng.mad.eng | 2.8 | 0.123 |
| Tatoeba-test.mah-eng.mah.eng | 5.7 | 0.175 |
| Tatoeba-test.mai-eng.mai.eng | 56.3 | 0.703 |
| Tatoeba-test.mal-eng.mal.eng | 37.5 | 0.534 |
| Tatoeba-test.mar-eng.mar.eng | 22.8 | 0.470 |
| Tatoeba-test.mdf-eng.mdf.eng | 2.0 | 0.110 |
| Tatoeba-test.mfe-eng.mfe.eng | 59.2 | 0.764 |
| Tatoeba-test.mic-eng.mic.eng | 9.0 | 0.199 |
| Tatoeba-test.mkd-eng.mkd.eng | 44.3 | 0.593 |
| Tatoeba-test.mlg-eng.mlg.eng | 31.9 | 0.424 |
| Tatoeba-test.mlt-eng.mlt.eng | 38.6 | 0.540 |
| Tatoeba-test.mnw-eng.mnw.eng | 2.5 | 0.101 |
| Tatoeba-test.moh-eng.moh.eng | 0.3 | 0.110 |
| Tatoeba-test.mon-eng.mon.eng | 13.5 | 0.334 |
| Tatoeba-test.mri-eng.mri.eng | 8.5 | 0.260 |
| Tatoeba-test.msa-eng.msa.eng | 33.9 | 0.520 |
| Tatoeba-test.multi.eng | 34.7 | 0.518 |
| Tatoeba-test.mwl-eng.mwl.eng | 37.4 | 0.630 |
| Tatoeba-test.mya-eng.mya.eng | 15.5 | 0.335 |
| Tatoeba-test.myv-eng.myv.eng | 0.8 | 0.118 |
| Tatoeba-test.nau-eng.nau.eng | 9.0 | 0.186 |
| Tatoeba-test.nav-eng.nav.eng | 1.3 | 0.144 |
| Tatoeba-test.nds-eng.nds.eng | 30.7 | 0.495 |
| Tatoeba-test.nep-eng.nep.eng | 3.5 | 0.168 |
| Tatoeba-test.niu-eng.niu.eng | 42.7 | 0.492 |
| Tatoeba-test.nld-eng.nld.eng | 47.9 | 0.640 |
| Tatoeba-test.nog-eng.nog.eng | 12.7 | 0.284 |
| Tatoeba-test.non-eng.non.eng | 43.8 | 0.586 |
| Tatoeba-test.nor-eng.nor.eng | 45.5 | 0.619 |
| Tatoeba-test.nov-eng.nov.eng | 26.9 | 0.472 |
| Tatoeba-test.nya-eng.nya.eng | 33.2 | 0.456 |
| Tatoeba-test.oci-eng.oci.eng | 17.9 | 0.370 |
| Tatoeba-test.ori-eng.ori.eng | 14.6 | 0.305 |
| Tatoeba-test.orv-eng.orv.eng | 11.0 | 0.283 |
| Tatoeba-test.oss-eng.oss.eng | 4.1 | 0.211 |
| Tatoeba-test.ota-eng.ota.eng | 4.1 | 0.216 |
| Tatoeba-test.pag-eng.pag.eng | 24.3 | 0.468 |
| Tatoeba-test.pan-eng.pan.eng | 16.4 | 0.358 |
| Tatoeba-test.pap-eng.pap.eng | 53.2 | 0.628 |
| Tatoeba-test.pau-eng.pau.eng | 3.7 | 0.173 |
| Tatoeba-test.pdc-eng.pdc.eng | 45.3 | 0.569 |
| Tatoeba-test.pms-eng.pms.eng | 14.0 | 0.345 |
| Tatoeba-test.pol-eng.pol.eng | 41.7 | 0.588 |
| Tatoeba-test.por-eng.por.eng | 51.4 | 0.669 |
| Tatoeba-test.ppl-eng.ppl.eng | 0.4 | 0.134 |
| Tatoeba-test.prg-eng.prg.eng | 4.1 | 0.198 |
| Tatoeba-test.pus-eng.pus.eng | 6.7 | 0.233 |
| Tatoeba-test.quc-eng.quc.eng | 3.5 | 0.091 |
| Tatoeba-test.qya-eng.qya.eng | 0.2 | 0.090 |
| Tatoeba-test.rap-eng.rap.eng | 17.5 | 0.230 |
| Tatoeba-test.rif-eng.rif.eng | 4.2 | 0.164 |
| Tatoeba-test.roh-eng.roh.eng | 24.6 | 0.464 |
| Tatoeba-test.rom-eng.rom.eng | 3.4 | 0.212 |
| Tatoeba-test.ron-eng.ron.eng | 45.2 | 0.620 |
| Tatoeba-test.rue-eng.rue.eng | 21.4 | 0.390 |
| Tatoeba-test.run-eng.run.eng | 24.5 | 0.392 |
| Tatoeba-test.rus-eng.rus.eng | 42.7 | 0.591 |
| Tatoeba-test.sag-eng.sag.eng | 3.4 | 0.187 |
| Tatoeba-test.sah-eng.sah.eng | 5.0 | 0.177 |
| Tatoeba-test.san-eng.san.eng | 2.0 | 0.172 |
| Tatoeba-test.scn-eng.scn.eng | 35.8 | 0.410 |
| Tatoeba-test.sco-eng.sco.eng | 34.6 | 0.520 |
| Tatoeba-test.sgs-eng.sgs.eng | 21.8 | 0.299 |
| Tatoeba-test.shs-eng.shs.eng | 1.8 | 0.122 |
| Tatoeba-test.shy-eng.shy.eng | 1.4 | 0.104 |
| Tatoeba-test.sin-eng.sin.eng | 20.6 | 0.429 |
| Tatoeba-test.sjn-eng.sjn.eng | 1.2 | 0.095 |
| Tatoeba-test.slv-eng.slv.eng | 37.0 | 0.545 |
| Tatoeba-test.sma-eng.sma.eng | 4.4 | 0.147 |
| Tatoeba-test.sme-eng.sme.eng | 8.9 | 0.229 |
| Tatoeba-test.smo-eng.smo.eng | 37.7 | 0.483 |
| Tatoeba-test.sna-eng.sna.eng | 18.0 | 0.359 |
| Tatoeba-test.snd-eng.snd.eng | 28.1 | 0.444 |
| Tatoeba-test.som-eng.som.eng | 23.6 | 0.472 |
| Tatoeba-test.spa-eng.spa.eng | 47.9 | 0.645 |
| Tatoeba-test.sqi-eng.sqi.eng | 46.9 | 0.634 |
| Tatoeba-test.stq-eng.stq.eng | 8.1 | 0.379 |
| Tatoeba-test.sun-eng.sun.eng | 23.8 | 0.369 |
| Tatoeba-test.swa-eng.swa.eng | 6.5 | 0.193 |
| Tatoeba-test.swe-eng.swe.eng | 51.4 | 0.655 |
| Tatoeba-test.swg-eng.swg.eng | 18.5 | 0.342 |
| Tatoeba-test.tah-eng.tah.eng | 25.6 | 0.249 |
| Tatoeba-test.tam-eng.tam.eng | 29.1 | 0.437 |
| Tatoeba-test.tat-eng.tat.eng | 12.9 | 0.327 |
| Tatoeba-test.tel-eng.tel.eng | 21.2 | 0.386 |
| Tatoeba-test.tet-eng.tet.eng | 9.2 | 0.215 |
| Tatoeba-test.tgk-eng.tgk.eng | 12.7 | 0.374 |
| Tatoeba-test.tha-eng.tha.eng | 36.3 | 0.531 |
| Tatoeba-test.tir-eng.tir.eng | 9.1 | 0.267 |
| Tatoeba-test.tlh-eng.tlh.eng | 0.2 | 0.084 |
| Tatoeba-test.tly-eng.tly.eng | 2.1 | 0.128 |
| Tatoeba-test.toi-eng.toi.eng | 5.3 | 0.150 |
| Tatoeba-test.ton-eng.ton.eng | 39.5 | 0.473 |
| Tatoeba-test.tpw-eng.tpw.eng | 1.5 | 0.160 |
| Tatoeba-test.tso-eng.tso.eng | 44.7 | 0.526 |
| Tatoeba-test.tuk-eng.tuk.eng | 18.6 | 0.401 |
| Tatoeba-test.tur-eng.tur.eng | 40.5 | 0.573 |
| Tatoeba-test.tvl-eng.tvl.eng | 55.0 | 0.593 |
| Tatoeba-test.tyv-eng.tyv.eng | 19.1 | 0.477 |
| Tatoeba-test.tzl-eng.tzl.eng | 17.7 | 0.333 |
| Tatoeba-test.udm-eng.udm.eng | 3.4 | 0.217 |
| Tatoeba-test.uig-eng.uig.eng | 11.4 | 0.289 |
| Tatoeba-test.ukr-eng.ukr.eng | 43.1 | 0.595 |
| Tatoeba-test.umb-eng.umb.eng | 9.2 | 0.260 |
| Tatoeba-test.urd-eng.urd.eng | 23.2 | 0.426 |
| Tatoeba-test.uzb-eng.uzb.eng | 19.0 | 0.342 |
| Tatoeba-test.vec-eng.vec.eng | 41.1 | 0.409 |
| Tatoeba-test.vie-eng.vie.eng | 30.6 | 0.481 |
| Tatoeba-test.vol-eng.vol.eng | 1.8 | 0.143 |
| Tatoeba-test.war-eng.war.eng | 15.9 | 0.352 |
| Tatoeba-test.wln-eng.wln.eng | 12.6 | 0.291 |
| Tatoeba-test.wol-eng.wol.eng | 4.4 | 0.138 |
| Tatoeba-test.xal-eng.xal.eng | 0.9 | 0.153 |
| Tatoeba-test.xho-eng.xho.eng | 35.4 | 0.513 |
| Tatoeba-test.yid-eng.yid.eng | 19.4 | 0.387 |
| Tatoeba-test.yor-eng.yor.eng | 19.3 | 0.327 |
| Tatoeba-test.zho-eng.zho.eng | 25.8 | 0.448 |
| Tatoeba-test.zul-eng.zul.eng | 40.9 | 0.567 |
| Tatoeba-test.zza-eng.zza.eng | 1.6 | 0.125 |
### System Info:
- hf_name: mul-eng
- source_languages: mul
- target_languages: eng
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/mul-eng/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['ca', 'es', 'os', 'eo', 'ro', 'fy', 'cy', 'is', 'lb', 'su', 'an', 'sq', 'fr', 'ht', 'rm', 'cv', 'ig', 'am', 'eu', 'tr', 'ps', 'af', 'ny', 'ch', 'uk', 'sl', 'lt', 'tk', 'sg', 'ar', 'lg', 'bg', 'be', 'ka', 'gd', 'ja', 'si', 'br', 'mh', 'km', 'th', 'ty', 'rw', 'te', 'mk', 'or', 'wo', 'kl', 'mr', 'ru', 'yo', 'hu', 'fo', 'zh', 'ti', 'co', 'ee', 'oc', 'sn', 'mt', 'ts', 'pl', 'gl', 'nb', 'bn', 'tt', 'bo', 'lo', 'id', 'gn', 'nv', 'hy', 'kn', 'to', 'io', 'so', 'vi', 'da', 'fj', 'gv', 'sm', 'nl', 'mi', 'pt', 'hi', 'se', 'as', 'ta', 'et', 'kw', 'ga', 'sv', 'ln', 'na', 'mn', 'gu', 'wa', 'lv', 'jv', 'el', 'my', 'ba', 'it', 'hr', 'ur', 'ce', 'nn', 'fi', 'mg', 'rn', 'xh', 'ab', 'de', 'cs', 'he', 'zu', 'yi', 'ml', 'mul', 'en']
- src_constituents: {'sjn_Latn', 'cat', 'nan', 'spa', 'ile_Latn', 'pap', 'mwl', 'uzb_Latn', 'mww', 'hil', 'lij', 'avk_Latn', 'lad_Latn', 'lat_Latn', 'bos_Latn', 'oss', 'epo', 'ron', 'fry', 'cym', 'toi_Latn', 'awa', 'swg', 'zsm_Latn', 'zho_Hant', 'gcf_Latn', 'uzb_Cyrl', 'isl', 'lfn_Latn', 'shs_Latn', 'nov_Latn', 'bho', 'ltz', 'lzh', 'kur_Latn', 'sun', 'arg', 'pes_Thaa', 'sqi', 'uig_Arab', 'csb_Latn', 'fra', 'hat', 'liv_Latn', 'non_Latn', 'sco', 'cmn_Hans', 'pnb', 'roh', 'chv', 'ibo', 'bul_Latn', 'amh', 'lfn_Cyrl', 'eus', 'fkv_Latn', 'tur', 'pus', 'afr', 'brx_Latn', 'nya', 'acm', 'ota_Latn', 'cha', 'ukr', 'xal', 'slv', 'lit', 'zho_Hans', 'tmw_Latn', 'kjh', 'ota_Arab', 'war', 'tuk', 'sag', 'myv', 'hsb', 'lzh_Hans', 'ara', 'tly_Latn', 'lug', 'brx', 'bul', 'bel', 'vol_Latn', 'kat', 'gan', 'got_Goth', 'vro', 'ext', 'afh_Latn', 'gla', 'jpn', 'udm', 'mai', 'ary', 'sin', 'tvl', 'hif_Latn', 'cjy_Hant', 'bre', 'ceb', 'mah', 'nob_Hebr', 'crh_Latn', 'prg_Latn', 'khm', 'ang_Latn', 'tha', 'tah', 'tzl', 'aln', 'kin', 'tel', 'ady', 'mkd', 'ori', 'wol', 'aze_Latn', 'jbo', 'niu', 'kal', 'mar', 'vie_Hani', 'arz', 'yue', 'kha', 'san_Deva', 'jbo_Latn', 'gos', 'hau_Latn', 'rus', 'quc', 'cmn', 'yor', 'hun', 'uig_Cyrl', 'fao', 'mnw', 'zho', 'orv_Cyrl', 'iba', 'bel_Latn', 'tir', 'afb', 'crh', 'mic', 'cos', 'swh', 'sah', 'krl', 'ewe', 'apc', 'zza', 'chr', 'grc_Grek', 'tpw_Latn', 'oci', 'mfe', 'sna', 'kir_Cyrl', 'tat_Latn', 'gom', 'ido_Latn', 'sgs', 'pau', 'tgk_Cyrl', 'nog', 'mlt', 'pdc', 'tso', 'srp_Cyrl', 'pol', 'ast', 'glg', 'pms', 'fuc', 'nob', 'qya', 'ben', 'tat', 'kab', 'min', 'srp_Latn', 'wuu', 'dtp', 'jbo_Cyrl', 'tet', 'bod', 'yue_Hans', 'zlm_Latn', 'lao', 'ind', 'grn', 'nav', 'kaz_Cyrl', 'rom', 'hye', 'kan', 'ton', 'ido', 'mhr', 'scn', 'som', 'rif_Latn', 'vie', 'enm_Latn', 'lmo', 'npi', 'pes', 'dan', 'fij', 'ina_Latn', 'cjy_Hans', 'jdt_Cyrl', 'gsw', 'glv', 'khm_Latn', 'smo', 'umb', 'sma', 'gil', 'nld', 'snd_Arab', 'arq', 'mri', 'kur_Arab', 'por', 'hin', 'shy_Latn', 'sme', 'rap', 'tyv', 'dsb', 'moh', 'asm', 'lad', 'yue_Hant', 'kpv', 'tam', 'est', 'frm_Latn', 'hoc_Latn', 'bam_Latn', 'kek_Latn', 'ksh', 'tlh_Latn', 'ltg', 'pan_Guru', 'hnj_Latn', 'cor', 'gle', 'swe', 'lin', 'qya_Latn', 'kum', 'mad', 'cmn_Hant', 'fuv', 'nau', 'mon', 'akl_Latn', 'guj', 'kaz_Latn', 'wln', 'tuk_Latn', 'jav_Java', 'lav', 'jav', 'ell', 'frr', 'mya', 'bak', 'rue', 'ita', 'hrv', 'izh', 'ilo', 'dws_Latn', 'urd', 'stq', 'tat_Arab', 'haw', 'che', 'pag', 'nno', 'fin', 'mlg', 'ppl_Latn', 'run', 'xho', 'abk', 'deu', 'hoc', 'lkt', 'lld_Latn', 'tzl_Latn', 'mdf', 'ike_Latn', 'ces', 'ldn_Latn', 'egl', 'heb', 'vec', 'zul', 'max_Latn', 'pes_Latn', 'yid', 'mal', 'nds'}
- tgt_constituents: {'eng'}
- src_multilingual: True
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/mul-eng/opus2m-2020-08-01.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/mul-eng/opus2m-2020-08-01.test.txt
- src_alpha3: mul
- tgt_alpha3: eng
- short_pair: mul-en
- chrF2_score: 0.518
- bleu: 34.7
- brevity_penalty: 1.0
- ref_len: 72346.0
- src_name: Multiple languages
- tgt_name: English
- train_date: 2020-08-01
- src_alpha2: mul
- tgt_alpha2: en
- prefer_old: False
- long_pair: mul-eng
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.017688052728772163,
-0.009157471358776093,
-0.002984133781865239,
0.06427746266126633,
0.023443957790732384,
0.025435322895646095,
0.005475827492773533,
-0.011381593532860279,
-0.056347042322158813,
0.030250361189246178,
-0.005236182361841202,
-0.04793330654501915,
0.008051380515098572,
0.013756738044321537,
-0.01047730352729559,
0.007079943083226681,
-0.013254084624350071,
-0.01754012331366539,
-0.09204079955816269,
-0.023224273696541786,
0.033389341086149216,
-0.0019820178858935833,
-0.012629063799977303,
0.05012748762965202,
0.020822742953896523,
0.012544534169137478,
-0.003078728448599577,
0.0088737141340971,
0.03664354234933853,
-0.054892417043447495,
-0.013069755397737026,
-0.04048427194356918,
-0.06903417408466339,
-0.03106989711523056,
-0.023521581664681435,
-0.029932908713817596,
-0.014782572165131569,
0.002778879599645734,
0.022330807521939278,
0.07273874431848526,
0.010457206517457962,
0.02793840318918228,
-0.01733693666756153,
-0.03731686994433403,
0.026725566014647484,
-0.02869287133216858,
-0.008637664839625359,
-0.025819595903158188,
0.0053467657417058945,
-0.02232167311012745,
-0.0494171641767025,
-0.07340294867753983,
-0.03300243988633156,
-0.0033188092056661844,
-0.0036733848974108696,
-0.0022780620492994785,
-0.05766038969159126,
0.0216414462774992,
0.06739247590303421,
-0.06780850887298584,
-0.03158809617161751,
0.018692627549171448,
-0.0809054896235466,
0.019976530224084854,
0.0275469608604908,
-0.025050146505236626,
0.0005976988468319178,
-0.033297136425971985,
0.02796613611280918,
-0.005874665454030037,
0.029505327343940735,
-0.03474733233451843,
0.012333638966083527,
-0.09255892783403397,
0.01284159254282713,
-0.020474450662732124,
0.06481973826885223,
0.010056591592729092,
-0.05251285806298256,
0.07295503467321396,
0.025261539965867996,
-0.02891850471496582,
0.03155083581805229,
-0.002492496743798256,
-0.04152582958340645,
0.027009842917323112,
-0.04142472892999649,
-0.005202517844736576,
0.009511673822999,
0.056530218571424484,
-0.044042352586984634,
-0.02142445184290409,
-0.0042138900607824326,
-0.02419767901301384,
-0.011874804273247719,
-0.006008532363921404,
0.031453926116228104,
0.006135828793048859,
0.04238727316260338,
0.041801292449235916,
-0.0005090228514745831,
0.05875740200281143,
-0.022411847487092018,
0.04815324768424034,
0.012968357652425766,
0.00970449112355709,
-0.02546265348792076,
-0.029003648087382317,
-0.010607630014419556,
0.008351163007318974,
0.0255429707467556,
-0.03928807005286217,
-0.013901886530220509,
0.057121120393276215,
0.0035170591436326504,
-0.05174983665347099,
0.045401431620121,
-0.004295008722692728,
-0.04666768014431,
-0.0358893945813179,
0.06255759298801422,
0.025063786655664444,
0.01201897207647562,
0.04668622091412544,
-0.05905795469880104,
0.036275316029787064,
-0.06344756484031677,
-0.03480815142393112,
0.005462876986712217,
0.027649743482470512,
-0.03920678421854973,
0.045564375817775726,
0.041433170437812805,
-0.07511299848556519,
0.02091764099895954,
-0.022820666432380676,
-0.06996188312768936,
0.01618650183081627,
-0.0010754577815532684,
0.09668561816215515,
-0.04333416372537613,
-0.04510445520281792,
0.004919149912893772,
-0.0005234241834841669,
-0.05232173204421997,
0.017865842208266258,
-0.005843827035278082,
-0.007641158998012543,
-0.012154946103692055,
-0.010734443552792072,
0.029574614018201828,
-0.05720042437314987,
0.013958368450403214,
0.05826947093009949,
-0.011529858224093914,
0.02343125082552433,
-0.03398549556732178,
-0.002345194574445486,
0.013173508457839489,
-0.014762034639716148,
-0.009234488010406494,
0.03676631301641464,
-0.004020246677100658,
-0.013057422824203968,
-0.0646919533610344,
-0.06930089741945267,
-0.006396017502993345,
0.04990507662296295,
-0.004031001590192318,
-0.018290961161255836,
-0.04650060832500458,
0.002685058396309614,
0.029076311737298965,
0.029868269339203835,
-0.02300317957997322,
0.027473120018839836,
0.029131701216101646,
0.035541076213121414,
-0.005394252482801676,
0.06052717939019203,
0.019943013787269592,
-0.048066552728414536,
-0.03732086718082428,
0.020783841609954834,
0.04202594235539436,
-0.03209735080599785,
-0.004183787852525711,
0.04155687987804413,
0.02434159442782402,
-0.02433650940656662,
-0.0035528638400137424,
0.08134542405605316,
-0.011441764421761036,
-0.020316744223237038,
-0.0021337298676371574,
-0.02571517415344715,
-0.04845275729894638,
0.050085633993148804,
-0.025900598615407944,
0.004358198028057814,
-0.021582167595624924,
-0.014673975296318531,
0.000426330603659153,
0.038797710090875626,
0.04559142887592316,
0.04785267263650894,
-0.021956179291009903,
0.08956021815538406,
-0.013880714774131775,
-0.01656627282500267,
-0.05938805267214775,
-0.0556177943944931,
-0.038650572299957275,
0.06185172125697136,
0.028018413111567497,
0.055381301790475845,
-0.003128372598439455,
-0.003652132349088788,
0.013018042780458927,
0.07699533551931381,
0.046265847980976105,
0.021565867587924004,
-0.012707807123661041,
-0.005472427699714899,
0.06983467936515808,
0.07104112207889557,
-0.0736490935087204,
-0.041526082903146744,
0.0589616559445858,
0.017591366544365883,
-0.04532703384757042,
0.023049497976899147,
-0.006960818078368902,
0.03669120371341705,
-0.02925167977809906,
-0.0741661936044693,
0.04511883109807968,
0.016353707760572433,
0.008352561853826046,
-0.0003945846401620656,
-0.015082172118127346,
0.030343100428581238,
0.04903852939605713,
0.04660367965698242,
0.01440395787358284,
-0.04246482625603676,
-0.02101181261241436,
-0.0024563358165323734,
0.03575844690203667,
-0.03434011712670326,
0.016056856140494347,
0.00025133852614089847,
0.03244464844465256,
0.04583358392119408,
-0.05310283973813057,
0.02618172951042652,
0.0194786936044693,
-0.029819216579198837,
-0.055590301752090454,
0.026766590774059296,
-0.0020799061749130487,
0.01574953831732273,
0.06483173370361328,
-0.02197367325425148,
0.062070369720458984,
0.0073837051168084145,
0.03073078766465187,
0.061634816229343414,
-0.0022137791384011507,
0.009590773843228817,
0.02812155708670616,
0.08074817806482315,
-0.027691125869750977,
-0.010809248313307762,
0.049328193068504333,
-0.04935060441493988,
0.0005829795263707638,
-0.015631116926670074,
0.017493771389126778,
0.02307266555726528,
0.0008377382764592767,
-0.0008161356672644615,
0.005682368762791157,
-0.02892468497157097,
0.009712637402117252,
-0.02361367829144001,
-0.0019602524116635323,
0.015152428299188614,
-0.022760892286896706,
0.005598737392574549,
0.009661782532930374,
-0.013512073084712029,
0.039702899754047394,
-0.06375934928655624,
-0.05019310861825943,
-0.012990741990506649,
-0.01457546092569828,
0.008528866805136204,
-0.07908023148775101,
-0.02092519961297512,
-0.04503358528017998,
0.01342384796589613,
0.032209157943725586,
0.013169437646865845,
-0.0018254858441650867,
-0.03368157148361206,
0.03135911747813225,
-0.06863822788000107,
-0.023333292454481125,
-0.06298800557851791,
-0.03285852074623108,
-0.04327814280986786,
-0.06812401115894318,
0.02742352895438671,
0.029291953891515732,
0.033326052129268646,
0.02073661796748638,
0.013019862584769726,
-0.0473649837076664,
-0.02078886702656746,
0.05603601410984993,
0.05037776753306389,
-0.03985811024904251,
-0.028595266863703728,
0.044700875878334045,
-0.0021495481487363577,
0.014259034767746925,
-0.004368588328361511,
-0.01144353672862053,
0.06360233575105667,
0.09840544313192368,
0.026233648881316185,
0.007275231648236513,
0.005730223376303911,
-0.059946585446596146,
-0.04121609404683113,
-0.02410035952925682,
-0.02154126949608326,
-0.02078559249639511,
-0.0512208417057991,
-0.014177154749631882,
-0.029893292114138603,
-0.042145006358623505,
0.00008713886927580461,
-0.0289023295044899,
-0.0010613559279590845,
0.025292357429862022,
0.029980570077896118,
0.0171968974173069,
0.04137435555458069,
-0.052919790148735046,
-0.021000782027840614,
0.050358425825834274,
-0.00575516140088439,
0.010178607888519764,
-0.06243414804339409,
-0.023498518392443657,
0.0270326416939497,
0.0022467863745987415,
-0.026683952659368515,
-0.02949199266731739,
0.06471128016710281,
0.014310050755739212,
-0.014434866607189178,
-0.026010654866695404,
0.004934199154376984,
0.0001932768791448325,
0.031659889966249466,
0.008698130957782269,
-0.021221240982413292,
-0.06355004757642746,
0.007641137111932039,
0.007421530317515135,
0.0603058747947216,
-0.053998913615942,
-0.06965859234333038,
-0.007004238199442625,
0.02292889542877674,
0.006248533260077238,
0.007189765572547913,
-0.042023781687021255,
0.02500494010746479,
-0.04378613829612732,
-0.0044141048565506935,
-0.026875443756580353,
0.01784675382077694,
-0.0017062746919691563,
0.056308310478925705,
0.03576686978340149,
-0.022221295163035393,
0.03281042352318764,
0.03315229341387749,
0.0423925407230854,
0.021882113069295883,
-0.051335565745830536,
0.01780015416443348,
-0.030698729678988457,
0.00163006572984159,
-0.0024594836868345737,
-0.02182888239622116,
-0.030042311176657677,
-0.07972206175327301,
-0.012638007290661335,
0.02893921732902527,
-0.04702475666999817,
-0.011355745606124401,
0.036533158272504807,
-0.03111911565065384,
-0.019633378833532333,
-0.00976431556046009,
0.026290444657206535,
0.024972256273031235,
-0.048190366476774216,
0.037739142775535583,
-0.032983336597681046,
0.05184097960591316,
-0.07160988450050354,
0.021169783547520638,
-0.011298869736492634,
-0.005274153780192137,
0.005085817538201809,
0.07021569460630417,
-0.00968677643686533,
0.029380762949585915,
0.048574596643447876,
0.015426760539412498,
-0.040625330060720444,
0.05179980769753456,
0.021669883280992508,
0.001700356020592153,
-0.043660592287778854,
0.04340612143278122,
-0.026947280392050743,
-0.019410785287618637,
0.031810957938432693,
-0.013847406953573227,
0.025450024753808975,
0.027200009673833847,
-0.00547243095934391,
-0.019311482086777687,
0.03813660144805908,
-0.03903430700302124,
-0.030449355021119118,
-0.038453247398138046,
-0.043605539947748184,
0.0010080108186230063,
-0.023293588310480118,
0.02862802892923355,
0.0376952700316906,
0.025007115676999092,
0.06045880168676376,
0.043780285865068436,
-0.045100659132003784,
-0.029514355584979057,
0.02946460247039795,
0.04018860682845116,
-0.05740678682923317,
-0.04878201335668564,
-0.030698977410793304,
0.03921569511294365,
0.031610194593667984,
0.009617431089282036,
-0.060094427317380905,
0.02702643908560276,
0.06689053773880005,
-0.004251566249877214,
0.030747562646865845,
0.0031215224880725145,
0.03669636696577072,
0.04040824994444847,
-0.025370027869939804,
0.00295433821156621,
-0.01668105088174343,
0.02734031155705452,
-0.02863946743309498,
0.016762515529990196,
-0.00908852368593216,
-0.03544686734676361,
-0.044391971081495285,
0.017226314172148705,
0.029485728591680527,
0.03408755362033844,
0.04940707981586456,
-0.02086455002427101,
-0.03560488298535347,
-0.008469788357615471,
0.052141156047582626,
-0.06209651008248329,
0.055839940905570984,
0.03514775633811951,
0.0215762946754694,
-0.04993564635515213,
-0.02049935609102249,
0.006813657470047474,
0.028560305014252663,
0.02943950518965721,
-0.016093388199806213,
-0.028248894959688187,
-0.07882579416036606,
0.028838535770773888,
0.006113030482083559,
-0.013888661749660969,
-0.08159927278757095,
0.02950695902109146,
-0.043535999953746796,
-0.045879654586315155,
0.05319471284747124,
0.029306568205356598,
0.034706782549619675,
0.04706423729658127,
0.020757725462317467,
0.011112312786281109,
-0.060001734644174576,
0.05918717011809349,
0.00012062871974194422,
-0.007052609696984291,
-0.02651168406009674,
-0.012515670619904995,
-0.005505367647856474,
-0.03419959545135498,
-0.055999111384153366,
-0.026565033942461014,
-0.0161801278591156,
0.05291531980037689,
-0.026354093104600906,
0.0072702523320913315,
-0.02775430679321289,
0.02410666085779667,
-0.014309268444776535,
-0.033316951245069504,
-0.0275882501155138,
-0.03624807670712471,
-0.08766902983188629,
-0.04885651916265488,
0.027546625584363937,
0.009173001162707806,
0.01172669604420662,
-0.0056849210523068905,
0.020244436338543892,
0.047582708299160004,
0.014405789785087109,
-0.01745479553937912,
0.03545191138982773,
0.006071611773222685,
-0.0276572797447443,
-0.03925657272338867,
0.008674533106386662,
0.014924831688404083,
0.02679886482656002,
-0.03235138580203056,
0.02504037320613861,
0.005336041562259197,
-0.03549150750041008,
-0.008231795392930508,
0.04239438474178314,
0.027442675083875656,
-0.07062042504549026,
-0.06644847989082336,
-0.02110118977725506,
-0.047991104423999786,
0.060923829674720764,
-0.025759898126125336,
-0.045961372554302216,
0.04131178930401802,
0.07191328704357147,
0.03503928706049919,
-0.004180239979177713,
-0.03934222087264061,
0.010742628946900368,
-0.0014432285679504275,
0.017355812713503838,
-0.05737222358584404,
0.040393657982349396,
-0.021312471479177475,
0.02889304794371128,
-0.012165377847850323,
-0.009562775492668152,
-0.0349905826151371,
-0.0016304879682138562,
-0.03720599040389061,
-0.010884014889597893,
-0.016827834770083427,
0.022052088752388954,
-0.001282986137084663,
0.0646885335445404,
-0.031032854691147804,
0.011870549991726875,
-0.0423605814576149,
0.017574584111571312,
-0.05684232711791992,
0.00335595547221601,
-0.019171275198459625,
0.009581086225807667,
-0.029265083372592926,
-0.01085314154624939,
0.00878423172980547,
-0.05057738348841667,
0.04437123239040375,
0.04490596055984497,
0.005293111316859722,
0.019814252853393555,
-0.015430979430675507,
-0.0094261160120368,
-0.00016610269085504115,
-0.07445128262042999,
-0.004775462206453085,
0.0004056401667185128,
0.005811936687678099,
-0.025829259306192398,
0.030320201069116592,
0.027364131063222885,
-0.06701990216970444,
-0.019832562655210495,
0.05057814344763756,
0.0058296858333051205,
-0.003167819231748581,
0.023169197142124176,
0.02454289235174656,
0.056217972189188004,
0.05339636653661728,
-0.03877176716923714,
0.021194135770201683,
-0.010177869349718094,
-0.019937505945563316,
0.027431469410657883,
-0.007070760242640972,
0.013938936404883862,
0.019125057384371758,
-0.004612961784005165,
-0.02412615716457367,
0.07434525340795517,
0.033611953258514404,
0.029468152672052383,
0.005648591555655003,
-0.02751021459698677,
0.03995388373732567,
0.0013416623696684837,
-0.06083456426858902,
0.03498771786689758,
0.011172438971698284,
-0.02561907097697258,
0.0668414980173111,
-0.03383848816156387,
0.03934101015329361,
0.021908912807703018,
0.01447220053523779,
0.0065844361670315266,
0.026454558596014977,
-0.039573103189468384,
-0.0023179154377430677,
0.03234725818037987,
-0.05172259360551834,
-0.0068451035767793655,
-0.03487864509224892,
0.05933065339922905,
-0.07302874326705933,
0.05308050662279129,
0.04752497002482414,
0.007894500158727169,
0.03431422635912895,
-0.0010681672720238566,
-0.03300924971699715,
0.04740710183978081,
-0.03432198613882065,
0.0717979222536087,
0.0066716670989990234,
-0.06763163954019547,
0.08465912193059921,
0.015041789971292019,
-0.06730624288320541,
0.054404161870479584,
0.0330284982919693,
0.003982084803283215,
0.06033444032073021,
0.024037156254053116,
-0.04423166438937187,
0.02587124891579151,
-0.030617384240031242,
0.03823990374803543,
-0.03673039749264717,
0.0003081966133322567,
0.0374397411942482,
-0.019255124032497406,
-0.01974506303668022,
0.021750718355178833,
-0.006983084138482809,
-0.003690423909574747,
0.01884111762046814,
-0.07632636278867722,
-0.018237335607409477,
0.019953761249780655,
0.045493848621845245,
-0.02926270291209221,
-0.026488464325666428,
-0.047319311648607254,
0.043785806745290756,
0.011620287783443928,
0.0011777058243751526,
-0.027666712179780006,
0.0019780995789915323,
0.04584822058677673,
-0.08785263448953629,
-0.033858027309179306,
0.06922464072704315,
0.004881193861365318,
-0.025649363175034523,
0.021692490205168724,
0.012079940177500248,
-0.004548926837742329,
0.011755098588764668,
-0.00135933724232018,
0.025040794163942337,
-0.06095149368047714,
0.002759261056780815,
0.0032112356275320053,
0.013481462374329567,
0.030749067664146423,
-0.030977623537182808,
0.030235592275857925,
0.034873511642217636,
0.045021846890449524,
0.015421083196997643,
-0.0463692881166935,
-0.01464138738811016,
0.024398228153586388,
-0.06039923056960106,
0.02095067873597145,
0.027912013232707977,
-0.0514766089618206,
-0.014856216497719288,
0.010180431418120861,
0.016237901523709297,
0.020576534792780876,
-0.032768916338682175,
0.00007416037260554731,
0.013220210559666157,
-0.014142133295536041,
-0.037199605256319046,
-0.0515681654214859,
-0.03307437524199486,
-0.047792285680770874,
0.03233976662158966,
0.03716598451137543,
-0.06558899581432343,
0.009373822249472141,
-0.04635815694928169,
-0.08278681337833405,
0.022530796006321907,
0.03994739428162575,
-0.011502835899591446,
0.048704080283641815,
0.06319955736398697,
-0.05110009387135506,
0.022545786574482918,
0.030792394652962685,
-0.017591308802366257,
0.04244822636246681,
-0.005028476472944021,
0.009375512599945068,
0.04329501464962959,
0.04800476133823395,
0.03221870958805084,
-0.010147972963750362,
-0.05221312865614891,
-0.03496089205145836,
0.001889650011435151,
0.02173665165901184,
0.0274970680475235
] |
Declan/NPR_model_v2 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | 2020-04-29T13:24:09Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-ng-en
* source languages: ng
* target languages: en
* OPUS readme: [ng-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ng-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/ng-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ng-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ng-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.ng.en | 27.3 | 0.443 |
| [
-0.009876247495412827,
-0.02579931728541851,
-0.00004069972055731341,
0.035657480359077454,
0.02452441304922104,
0.02565355785191059,
-0.0012406465830281377,
-0.003029034473001957,
-0.04687929153442383,
0.05984410271048546,
0.014131646603345871,
-0.007310541812330484,
0.009818937629461288,
0.05424516275525093,
-0.03434716910123825,
-0.02447480522096157,
-0.015332807786762714,
0.015091036446392536,
-0.045887626707553864,
-0.009346608072519302,
-0.009050704538822174,
0.012105725705623627,
-0.04156065732240677,
0.03363581374287605,
-0.024030042812228203,
0.010093463584780693,
-0.013522401452064514,
0.01824883744120598,
0.01994157023727894,
-0.07240590453147888,
-0.0016100234352052212,
-0.02334769256412983,
-0.032277703285217285,
-0.007855244912207127,
-0.03375301510095596,
0.029851343482732773,
0.013370956294238567,
0.02175149880349636,
0.07158054411411285,
0.06179797276854515,
-0.00698405085131526,
0.0038714285474270582,
-0.0015852958895266056,
-0.028561366721987724,
0.0400228388607502,
0.0016995518235489726,
-0.031420230865478516,
-0.032145727425813675,
0.026370186358690262,
-0.028817735612392426,
-0.055458541959524155,
-0.050623636692762375,
-0.019255520775914192,
0.03497611731290817,
-0.010232280008494854,
-0.0031171098817139864,
-0.09047247469425201,
-0.012738190591335297,
0.067193903028965,
-0.053579166531562805,
-0.030664511024951935,
0.011767442338168621,
-0.04582309350371361,
0.006624800618737936,
0.044164516031742096,
-0.03184742107987404,
-0.006406655069440603,
-0.049244917929172516,
0.0436454713344574,
-0.03874228149652481,
0.031850554049015045,
-0.0352763831615448,
0.017928142100572586,
-0.07668400555849075,
-0.05258987098932266,
-0.002652083756402135,
0.032490454614162445,
0.051168885082006454,
-0.04326910898089409,
0.05286910757422447,
0.045867133885622025,
-0.0079649668186903,
0.017923062667250633,
-0.00876028835773468,
-0.014211149886250496,
0.038257379084825516,
-0.026077043265104294,
0.000702349585480988,
0.008951544761657715,
0.05582128092646599,
-0.04648103192448616,
-0.034693099558353424,
-0.014511455781757832,
-0.02743310108780861,
-0.019161734730005264,
0.021749358624219894,
0.06433579325675964,
-0.01953260228037834,
0.00490511255338788,
0.04687761515378952,
0.02931693010032177,
0.050301533192396164,
-0.0020617907866835594,
0.07401261478662491,
-0.020939471200108528,
-0.0026206383481621742,
-0.01420706044882536,
-0.030157918110489845,
-0.07410409301519394,
0.0049637495540082455,
0.03190487250685692,
-0.040932852774858475,
-0.004828089848160744,
0.0471356138586998,
0.037096522748470306,
-0.0357954241335392,
0.07280372083187103,
-0.03339167684316635,
-0.04845217987895012,
-0.05693041905760765,
0.05788562819361687,
0.011872910894453526,
0.013619833625853062,
0.010469678789377213,
-0.04975622519850731,
0.014693492092192173,
-0.040994998067617416,
-0.035307519137859344,
0.00008166136831277981,
0.02265852503478527,
-0.02203223668038845,
0.0359480082988739,
0.03465861827135086,
-0.05824771523475647,
0.023750144988298416,
-0.016643498092889786,
-0.04085872322320938,
0.06730185449123383,
0.04013548046350479,
0.09070181846618652,
-0.048183899372816086,
-0.03401562571525574,
0.012133915908634663,
0.008867394179105759,
-0.034489382058382034,
0.009003017097711563,
-0.006852248217910528,
-0.02266129106283188,
-0.02333449386060238,
-0.01928822323679924,
0.04790175333619118,
-0.049662016332149506,
-0.023999525234103203,
0.05770048499107361,
-0.00845341756939888,
0.036980725824832916,
-0.025280484929680824,
0.004208013880997896,
0.01146292220801115,
-0.0206301286816597,
-0.029856618493795395,
0.0350089892745018,
0.0005571576184593141,
0.004876956809312105,
-0.030356770381331444,
-0.05417453125119209,
0.023045416921377182,
0.08248941600322723,
-0.022411193698644638,
-0.023575032129883766,
-0.0275746937841177,
0.01066617015749216,
0.04348446801304817,
0.015565290115773678,
-0.02635771967470646,
0.03690550848841667,
0.050481874495744705,
0.010406208224594593,
0.005381448194384575,
0.06457538902759552,
0.0094063151627779,
-0.017583411186933517,
-0.007001264486461878,
0.007717415224760771,
0.03162785619497299,
-0.0053995526395738125,
0.0007618573145009577,
0.03890615701675415,
0.02066931128501892,
-0.014290266670286655,
-0.02149328589439392,
0.061887335032224655,
-0.0021291584707796574,
0.0005202069296501577,
0.008977651596069336,
-0.029484329745173454,
-0.013893773779273033,
0.0533340685069561,
-0.011912343092262745,
-0.013725227676331997,
-0.03222596272826195,
-0.02482687309384346,
0.014035824686288834,
0.03277155011892319,
0.023571647703647614,
0.05416043847799301,
-0.018675431609153748,
0.10832938551902771,
-0.029560398310422897,
0.012071289122104645,
-0.021341662853956223,
-0.03173665329813957,
0.00921193603426218,
0.0647173821926117,
0.018661070615053177,
0.030659068375825882,
-0.007720197085291147,
-0.05002795532345772,
0.02375319041311741,
0.05865614488720894,
0.05095156282186508,
0.011970466934144497,
-0.03804312273859978,
-0.01457893569022417,
0.019927574321627617,
0.034786518663167953,
-0.04358334094285965,
-0.06829963624477386,
0.019902421161532402,
0.0693882405757904,
-0.04007771611213684,
0.030565839260816574,
-0.03545963391661644,
0.024792049080133438,
-0.036808669567108154,
-0.03921287879347801,
0.042506877332925797,
0.0178516898304224,
-0.015993021428585052,
0.020368874073028564,
0.013929711654782295,
-0.009296099655330181,
0.03494277596473694,
-0.000015745748896733858,
0.0006830006022937596,
-0.02402224950492382,
0.011000435799360275,
0.01845564879477024,
0.06023116409778595,
-0.025255030021071434,
0.04100123047828674,
-0.028497057035565376,
0.001833599992096424,
0.03181815519928932,
-0.07370059192180634,
0.013146217912435532,
0.04706550016999245,
0.012101849541068077,
-0.022830573841929436,
0.009567965753376484,
0.009344843216240406,
0.021485276520252228,
0.07552427053451538,
0.0030666557140648365,
0.048561178147792816,
0.013535581529140472,
0.06758730113506317,
0.09018442034721375,
0.002836450468748808,
0.032350409775972366,
0.04554259404540062,
0.09240086376667023,
-0.01078631542623043,
-0.007085744757205248,
0.045574549585580826,
-0.04382830113172531,
0.017473213374614716,
-0.037505388259887695,
0.031825367361307144,
0.01201640721410513,
-0.013304902240633965,
0.039658498018980026,
0.012662508524954319,
-0.013921745121479034,
0.007815537974238396,
-0.013647530227899551,
-0.025716757401823997,
0.04284532368183136,
0.013012882322072983,
0.01048464048653841,
0.009920292533934116,
-0.002636583987623453,
0.02058427780866623,
-0.06305696815252304,
-0.07053983211517334,
0.012500111944973469,
-0.03273966535925865,
-0.002442115219309926,
-0.07320822030305862,
-0.016219381242990494,
-0.06088774651288986,
-0.02360491082072258,
0.03788245841860771,
0.009894226677715778,
-0.0019575217738747597,
-0.0331563800573349,
0.00981020089238882,
-0.027609417214989662,
-0.023518431931734085,
-0.03829556331038475,
-0.028698066249489784,
-0.03720156103372574,
-0.07610031962394714,
0.04988212510943413,
0.020218782126903534,
0.02017277665436268,
-0.0170446690171957,
0.01173426490277052,
-0.029812755063176155,
-0.019186953082680702,
0.08204898983240128,
0.05186813324689865,
-0.024366231635212898,
-0.02212289161980152,
0.04932045936584473,
-0.03260226920247078,
0.002714719157665968,
-0.023443173617124557,
-0.020255623385310173,
0.07109294831752777,
0.0431768037378788,
0.02581489086151123,
0.005995132494717836,
-0.028536304831504822,
-0.056658368557691574,
-0.05310714989900589,
-0.05043559521436691,
-0.04263332486152649,
-0.01110717374831438,
-0.025911113247275352,
-0.058503273874521255,
-0.02918192744255066,
-0.030638130381703377,
-0.009388233534991741,
-0.03311591222882271,
0.027931371703743935,
0.028410647064447403,
0.03632001578807831,
0.03850547596812248,
0.02660270594060421,
-0.05643294006586075,
-0.03126334771513939,
0.07489839941263199,
0.004853155929595232,
0.006559453438967466,
-0.05229077488183975,
-0.008365346118807793,
0.0517144538462162,
0.017377853393554688,
0.006924021523445845,
0.01891745626926422,
0.07517053931951523,
0.005047682207077742,
0.017064524814486504,
0.01704714260995388,
-0.009223086759448051,
-0.002829844830557704,
-0.010731713846325874,
-0.0147811658680439,
-0.040460921823978424,
-0.014584704302251339,
-0.018724722787737846,
0.01503552682697773,
0.0442122258245945,
-0.06746099889278412,
-0.03140884265303612,
-0.003977924585342407,
0.03514312207698822,
0.012556550092995167,
0.024058397859334946,
-0.0075069316662848,
0.016160117462277412,
-0.042739517986774445,
-0.013131233863532543,
0.007578028365969658,
0.013112125918269157,
0.0041959248483181,
0.05298773571848869,
0.03387116268277168,
-0.02846396155655384,
0.046624504029750824,
0.029750531539320946,
0.06369378417730331,
0.018733235076069832,
-0.033919528126716614,
0.02349136956036091,
-0.025156036019325256,
0.024397708475589752,
-0.0021173718851059675,
-0.02498684637248516,
-0.047796040773391724,
-0.08163166791200638,
0.005020700860768557,
0.028211809694767,
-0.03570939227938652,
0.017794452607631683,
0.024854576215147972,
-0.0521111935377121,
0.014069459401071072,
0.003558368654921651,
0.011739501729607582,
0.04189889878034592,
-0.05758068338036537,
0.06487032771110535,
-0.011586452834308147,
0.015884729102253914,
-0.06104571372270584,
0.01027477066963911,
-0.014001458883285522,
-0.03958951309323311,
0.035671405494213104,
0.059627778828144073,
0.01754000037908554,
0.04407887160778046,
0.0828242152929306,
0.045756153762340546,
-0.02435990236699581,
0.02696557156741619,
0.03768434002995491,
0.0046498519368469715,
-0.0647200345993042,
-0.011182273738086224,
-0.005913776811212301,
-0.04845224320888519,
-0.003225182881578803,
-0.023377610370516777,
0.0104222958907485,
0.016490863636136055,
-0.003478357568383217,
-0.027254639193415642,
-0.012330656871199608,
-0.029415877535939217,
-0.031360872089862823,
-0.06494314968585968,
-0.033413294702768326,
-0.016142187640070915,
-0.00912174116820097,
0.041629817336797714,
0.04970452934503555,
0.005706261843442917,
0.04242144897580147,
0.04628944396972656,
-0.023545371368527412,
-0.01718146540224552,
0.01741134189069271,
0.021345462650060654,
-0.016711631789803505,
-0.05217249318957329,
-0.04297846555709839,
0.05008935183286667,
0.04457828775048256,
-0.03467433899641037,
-0.08114362508058548,
0.0018437724793329835,
0.06749796867370605,
-0.03134814649820328,
0.054003965109586716,
0.00623240415006876,
0.045793529599905014,
0.05780334770679474,
-0.02318798005580902,
0.01932104118168354,
-0.0270856823772192,
0.019956300035119057,
0.005583302583545446,
0.03707414120435715,
-0.051309432834386826,
-0.03422372043132782,
-0.08482765406370163,
0.007165926042944193,
0.02381659857928753,
0.08684082329273224,
0.04396484047174454,
-0.04360562935471535,
-0.058337341994047165,
-0.014811390079557896,
0.04565317928791046,
-0.056371934711933136,
-0.010582366026937962,
0.021689411252737045,
0.04927876219153404,
-0.04949130117893219,
-0.04481586813926697,
-0.02226986736059189,
0.0033916980028152466,
0.03534037247300148,
-0.002717169001698494,
-0.01007932424545288,
-0.0546482689678669,
0.0445198155939579,
-0.003670483361929655,
-0.041402723640203476,
-0.11533866077661514,
0.003271806752309203,
-0.041827842593193054,
-0.0031827681232243776,
0.048256389796733856,
0.02308812364935875,
0.04117358848452568,
0.0650286078453064,
0.006387641187757254,
0.017507297918200493,
-0.03841916844248772,
0.019713222980499268,
-0.03750764951109886,
0.008885441347956657,
0.01667228899896145,
-0.02574513666331768,
-0.028993457555770874,
-0.04108964651823044,
-0.04211321100592613,
-0.03530818596482277,
-0.020413270220160484,
0.016021940857172012,
-0.037994276732206345,
0.003002854296937585,
-0.009858482517302036,
0.028683990240097046,
-0.020872963592410088,
-0.024509232491254807,
0.0012492553796619177,
-0.056204188615083694,
-0.08200369775295258,
-0.03829814866185188,
0.026727261021733284,
0.017866816371679306,
0.01014500018209219,
0.03878018260002136,
0.015079574659466743,
0.011904965154826641,
0.01423477940261364,
-0.02998165600001812,
0.05491265654563904,
0.012279904447495937,
-0.04142988473176956,
-0.03147290274500847,
0.012423481792211533,
0.03916182741522789,
0.02151671051979065,
-0.05153275281190872,
0.031765203922986984,
0.003701860085129738,
-0.041454944759607315,
-0.015563388355076313,
-0.006058836821466684,
0.030594827607274055,
-0.07554689049720764,
-0.0566062368452549,
-0.00013031030539423227,
-0.04834744334220886,
0.028751179575920105,
-0.021596811711788177,
0.00673131225630641,
0.013884186744689941,
0.031090006232261658,
0.02697250060737133,
0.0010187785374000669,
-0.04775098338723183,
0.0012766942381858826,
-0.00011626484047155827,
0.005015974398702383,
-0.06952320784330368,
0.04394545406103134,
-0.039711661636829376,
0.026562459766864777,
-0.006315927486866713,
-0.003331264713779092,
-0.038066212087869644,
0.03249995410442352,
-0.008341326378285885,
-0.010159535333514214,
-0.020800698548555374,
0.0008541903807781637,
-0.044837284833192825,
0.05439097434282303,
-0.0015968618681654334,
0.021608803421258926,
-0.02292167954146862,
0.06660310924053192,
-0.04148845374584198,
-0.008005152456462383,
-0.022279435768723488,
0.019853465259075165,
-0.03534705191850662,
-0.002627617446705699,
-0.019111953675746918,
-0.030789365991950035,
0.00233776425011456,
0.043719541281461716,
0.024377157911658287,
0.01198906172066927,
-0.025758124887943268,
0.010438177734613419,
0.014186822809278965,
-0.04015485942363739,
0.0026777219027280807,
-0.016979675740003586,
-0.035916753113269806,
0.003010739106684923,
0.04726114124059677,
0.03772764280438423,
-0.03984099254012108,
-0.08018454164266586,
0.023207200691103935,
0.029100703075528145,
-0.0037053003907203674,
0.002805951051414013,
0.017803406342864037,
0.03990430757403374,
0.05887623876333237,
-0.017770547419786453,
-0.006489920895546675,
-0.019656602293252945,
-0.024903157725930214,
0.02911926805973053,
-0.01579786092042923,
0.03395933657884598,
0.0012993128038942814,
-0.03732405602931976,
-0.015036228112876415,
0.06348039209842682,
0.017734484747052193,
0.013874320313334465,
0.004630465526133776,
-0.01844107173383236,
0.016917312517762184,
0.0230509452521801,
-0.06473937630653381,
-0.004394546616822481,
0.05096641927957535,
-0.039954766631126404,
0.07161624729633331,
-0.022374911233782768,
0.04529330134391785,
0.05773434415459633,
-0.0012517692521214485,
-0.019307322800159454,
0.0584598109126091,
-0.0262218676507473,
-0.02190917544066906,
0.05117310956120491,
-0.05257477983832359,
-0.01840999163687229,
-0.014042013324797153,
0.06066577136516571,
-0.0687013640999794,
0.051626890897750854,
0.05351012572646141,
0.03822780027985573,
-0.005645304918289185,
-0.04123583436012268,
-0.041538070887327194,
0.03295251727104187,
-0.03142306208610535,
0.0665898472070694,
0.018153972923755646,
-0.05376043543219566,
0.07722840458154678,
0.00976607482880354,
-0.07412209361791611,
0.03700919449329376,
0.03277526795864105,
0.016236545518040657,
0.025249389931559563,
0.06166957691311836,
-0.044136885553598404,
0.023136287927627563,
-0.055678173899650574,
0.01865316554903984,
-0.06646903604269028,
-0.00406590336933732,
0.011258194223046303,
-0.02058054879307747,
-0.025629933923482895,
0.03283071145415306,
-0.020937442779541016,
0.023857897147536278,
0.01941043697297573,
-0.05031454935669899,
-0.028094474226236343,
0.016122160479426384,
0.03673476725816727,
-0.01316286064684391,
0.012222670949995518,
-0.015859967097640038,
0.020668508484959602,
0.023032400757074356,
0.014037874527275562,
-0.06011676415801048,
0.004158042371273041,
0.03141862154006958,
-0.04854029044508934,
-0.02272215113043785,
0.0006584517541341484,
0.002638600068166852,
-0.03734543174505234,
0.03423629701137543,
0.018273403868079185,
0.009095810353755951,
0.03359382972121239,
-0.020149247720837593,
0.046663787215948105,
-0.04806828498840332,
-0.0017499460373073816,
0.006017422303557396,
0.0023383894003927708,
0.022927099838852882,
-0.01949431747198105,
0.017289090901613235,
0.021077275276184082,
0.05406241491436958,
0.015960533171892166,
-0.05186280608177185,
-0.010976256802678108,
0.03067786805331707,
-0.037036944180727005,
0.010189522057771683,
-0.02292339876294136,
-0.06528659909963608,
-0.034766972064971924,
-0.015756258741021156,
-0.006274801213294268,
0.022684410214424133,
-0.025564564391970634,
0.00703932112082839,
0.05469651520252228,
-0.029214439913630486,
-0.03136535361409187,
-0.06542336940765381,
-0.005385136231780052,
-0.02028965950012207,
0.01136990450322628,
0.022954924032092094,
-0.026788650080561638,
0.02650698460638523,
-0.05412692204117775,
-0.06100381538271904,
0.06590500473976135,
0.021522346884012222,
-0.03175509348511696,
0.053415410220623016,
0.029635541141033173,
-0.03368682041764259,
0.013089755550026894,
0.054954297840595245,
-0.0546860471367836,
0.025471381843090057,
-0.00526750274002552,
0.020334826782345772,
0.014634951949119568,
0.023512477055191994,
-0.015582172200083733,
-0.03206731751561165,
-0.06097719073295593,
-0.058361172676086426,
-0.03621523827314377,
-0.006244855001568794,
0.07178900390863419
] |
Declan/NPR_model_v3 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
language:
- sn
- rw
- wo
- ig
- sg
- ee
- zu
- lg
- ts
- ln
- ny
- yo
- rn
- xh
- nic
- en
tags:
- translation
license: apache-2.0
---
### nic-eng
* source group: Niger-Kordofanian languages
* target group: English
* OPUS readme: [nic-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nic-eng/README.md)
* model: transformer
* source language(s): bam_Latn ewe fuc fuv ibo kin lin lug nya run sag sna swh toi_Latn tso umb wol xho yor zul
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nic-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nic-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nic-eng/opus2m-2020-08-01.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.bam-eng.bam.eng | 2.4 | 0.090 |
| Tatoeba-test.ewe-eng.ewe.eng | 10.3 | 0.384 |
| Tatoeba-test.ful-eng.ful.eng | 1.2 | 0.114 |
| Tatoeba-test.ibo-eng.ibo.eng | 7.5 | 0.197 |
| Tatoeba-test.kin-eng.kin.eng | 30.7 | 0.481 |
| Tatoeba-test.lin-eng.lin.eng | 3.1 | 0.185 |
| Tatoeba-test.lug-eng.lug.eng | 3.1 | 0.261 |
| Tatoeba-test.multi.eng | 21.3 | 0.377 |
| Tatoeba-test.nya-eng.nya.eng | 31.6 | 0.502 |
| Tatoeba-test.run-eng.run.eng | 24.9 | 0.420 |
| Tatoeba-test.sag-eng.sag.eng | 5.2 | 0.231 |
| Tatoeba-test.sna-eng.sna.eng | 20.1 | 0.374 |
| Tatoeba-test.swa-eng.swa.eng | 4.6 | 0.191 |
| Tatoeba-test.toi-eng.toi.eng | 4.8 | 0.122 |
| Tatoeba-test.tso-eng.tso.eng | 100.0 | 1.000 |
| Tatoeba-test.umb-eng.umb.eng | 9.0 | 0.246 |
| Tatoeba-test.wol-eng.wol.eng | 14.0 | 0.212 |
| Tatoeba-test.xho-eng.xho.eng | 38.2 | 0.558 |
| Tatoeba-test.yor-eng.yor.eng | 21.2 | 0.364 |
| Tatoeba-test.zul-eng.zul.eng | 42.3 | 0.589 |
### System Info:
- hf_name: nic-eng
- source_languages: nic
- target_languages: eng
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nic-eng/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['sn', 'rw', 'wo', 'ig', 'sg', 'ee', 'zu', 'lg', 'ts', 'ln', 'ny', 'yo', 'rn', 'xh', 'nic', 'en']
- src_constituents: {'bam_Latn', 'sna', 'kin', 'wol', 'ibo', 'swh', 'sag', 'ewe', 'zul', 'fuc', 'lug', 'tso', 'lin', 'nya', 'yor', 'run', 'xho', 'fuv', 'toi_Latn', 'umb'}
- tgt_constituents: {'eng'}
- src_multilingual: True
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nic-eng/opus2m-2020-08-01.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nic-eng/opus2m-2020-08-01.test.txt
- src_alpha3: nic
- tgt_alpha3: eng
- short_pair: nic-en
- chrF2_score: 0.377
- bleu: 21.3
- brevity_penalty: 1.0
- ref_len: 15228.0
- src_name: Niger-Kordofanian languages
- tgt_name: English
- train_date: 2020-08-01
- src_alpha2: nic
- tgt_alpha2: en
- prefer_old: False
- long_pair: nic-eng
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.014274601824581623,
-0.03213519975543022,
-0.006560842040926218,
0.03881780803203583,
0.04596826806664467,
0.029070571064949036,
-0.009520177729427814,
-0.010842317715287209,
-0.0730322077870369,
0.0472373366355896,
0.015404495410621166,
-0.022092292085289955,
-0.011306222528219223,
0.05235828086733818,
-0.044244419783353806,
-0.01745101995766163,
-0.014660963788628578,
-0.012848940677940845,
-0.06131758913397789,
-0.036977339535951614,
-0.00011202863970538601,
0.02166564017534256,
-0.014520972035825253,
0.026709914207458496,
0.0010672422358766198,
0.0199368167668581,
-0.020255235955119133,
0.026320990175008774,
0.025124013423919678,
-0.07264388352632523,
-0.007792840711772442,
-0.012057033367455006,
-0.03674057871103287,
-0.0032819139305502176,
-0.022837670519948006,
0.010106701403856277,
-0.019280079752206802,
0.002235263120383024,
0.07160338759422302,
0.04729429632425308,
-0.006881795357912779,
0.021636370569467545,
-0.02371503971517086,
-0.050977252423763275,
0.04697994142770767,
-0.003492455929517746,
-0.04340563714504242,
0.004173554014414549,
0.01443321630358696,
-0.024720393121242523,
-0.04101022332906723,
-0.07684828341007233,
-0.024286704137921333,
0.012607821263372898,
-0.01594662107527256,
0.00045486073940992355,
-0.06795985251665115,
-0.016711480915546417,
0.05851687118411064,
-0.05670936778187752,
-0.035292431712150574,
0.0008139673736877739,
-0.059561941772699356,
0.019126035273075104,
0.037962254136800766,
-0.012049886398017406,
-0.006140873767435551,
-0.02717779204249382,
0.040299247950315475,
-0.020785393193364143,
0.029068393632769585,
-0.04070665314793587,
0.01800426095724106,
-0.08476211130619049,
-0.019377179443836212,
-0.01577846333384514,
0.034003809094429016,
0.03878217190504074,
-0.04509218782186508,
0.05558895319700241,
0.019758665934205055,
-0.01750798523426056,
0.020503876730799675,
-0.007408419158309698,
-0.033088281750679016,
0.03788938373327255,
-0.026912132278084755,
-0.005182081833481789,
0.012346083298325539,
0.048188984394073486,
-0.054980259388685226,
-0.030361616984009743,
-0.016663437709212303,
-0.03199857473373413,
-0.022997992113232613,
0.024292176589369774,
0.06774526834487915,
-0.017463214695453644,
0.021675540134310722,
0.04212448373436928,
0.022940628230571747,
0.05365399643778801,
0.00042417802615091205,
0.05315671116113663,
0.005026516038924456,
0.010596012696623802,
-0.001743821776472032,
-0.039232730865478516,
-0.053835250437259674,
0.0178072527050972,
0.02612334117293358,
-0.033938754349946976,
-0.020377492532134056,
0.04470483958721161,
0.01627555675804615,
-0.02318584732711315,
0.046326734125614166,
-0.019894588738679886,
-0.05616835504770279,
-0.04582459479570389,
0.06099319830536842,
0.011902631260454655,
0.008524095639586449,
0.0270518958568573,
-0.05603113770484924,
0.02155744843184948,
-0.053315166383981705,
-0.05459265410900116,
0.0021255365572869778,
0.026196612045168877,
-0.0265303086489439,
0.038791775703430176,
0.027614334598183632,
-0.059379830956459045,
0.02284480445086956,
-0.008154522627592087,
-0.0476033091545105,
0.06107884645462036,
0.003585265949368477,
0.09740529954433441,
-0.0382920540869236,
-0.0469537153840065,
0.007656507194042206,
0.006158820353448391,
-0.012779154814779758,
0.0033664924558252096,
-0.0008395852637477219,
-0.011405058205127716,
-0.008550005964934826,
-0.018203912302851677,
0.06015339866280556,
-0.06307876855134964,
-0.0012090911623090506,
0.0729234591126442,
0.007470646873116493,
0.02685580588877201,
-0.04102271795272827,
-0.016575785353779793,
-0.0027545872144401073,
-0.013401910662651062,
-0.028782885521650314,
0.04531372711062431,
0.014893561601638794,
-0.023828305304050446,
-0.044907212257385254,
-0.048781681805849075,
0.006065381690859795,
0.06785941123962402,
-0.014210938476026058,
-0.023310918360948563,
-0.018615128472447395,
0.0008664309279993176,
0.044442418962717056,
0.025513140484690666,
-0.02695133350789547,
0.025849733501672745,
0.055926933884620667,
0.0073610227555036545,
-0.003539493540301919,
0.06111813709139824,
0.012486893683671951,
-0.0325581319630146,
-0.031625427305698395,
-0.0026342791970819235,
0.03124050237238407,
-0.030145401135087013,
0.0024275656323879957,
0.029456928372383118,
0.008726077154278755,
-0.023626843467354774,
-0.03081733174622059,
0.07835240662097931,
0.003594161244109273,
0.005683360621333122,
0.006422826554626226,
-0.0391085259616375,
-0.03784900903701782,
0.061884794384241104,
-0.0019220180111005902,
-0.015362107194960117,
-0.03889637812972069,
-0.006091148126870394,
0.013730873353779316,
0.002427860628813505,
0.04419173672795296,
0.059879593551158905,
-0.032091088593006134,
0.09731635451316833,
-0.03853658586740494,
-0.003159778192639351,
-0.042255695909261703,
-0.036425672471523285,
0.000989404390566051,
0.07423374056816101,
0.029779165983200073,
0.045531339943408966,
0.0040260180830955505,
-0.057604290544986725,
0.0256913211196661,
0.07414516806602478,
0.06467121094465256,
0.02052265778183937,
-0.0317106768488884,
0.0006763145211152732,
0.0306521188467741,
0.05159922316670418,
-0.06042385473847389,
-0.05526977404952049,
0.03208325430750847,
0.04342736303806305,
-0.03405609726905823,
0.023564012721180916,
-0.01415301114320755,
0.021056469529867172,
-0.038990724831819534,
-0.0647207573056221,
0.04004446044564247,
0.010610428638756275,
0.023641394451260567,
0.014621958136558533,
0.003964773844927549,
0.0020342341158539057,
0.032326068729162216,
0.012460161000490189,
-0.0050915987230837345,
-0.02605537697672844,
-0.004472020082175732,
0.0019292202778160572,
0.028658496215939522,
-0.029283057898283005,
0.015972301363945007,
-0.013841104693710804,
-0.002278978005051613,
0.03341250494122505,
-0.05196312814950943,
0.01635928824543953,
0.006106843240559101,
0.010560011491179466,
-0.02459348365664482,
0.005402752198278904,
-0.0045495121739804745,
0.03145222365856171,
0.07087080180644989,
-0.0033548609353601933,
0.06418042629957199,
-0.004811067599803209,
0.055968351662158966,
0.08123674988746643,
0.016810733824968338,
0.03824393451213837,
0.0526321604847908,
0.07764611393213272,
0.002101640682667494,
-0.026090245693922043,
0.04154175892472267,
-0.046403490006923676,
-0.004127418156713247,
-0.03886374458670616,
0.029348116368055344,
-0.01596411131322384,
-0.01420990563929081,
0.037487152963876724,
0.0006343394634313881,
-0.01969153992831707,
-0.005935007706284523,
-0.03488660603761673,
-0.021949395537376404,
0.03998125344514847,
-0.0039035887457430363,
-0.002538055647164583,
0.0016939477063715458,
-0.019278008490800858,
0.03021812066435814,
-0.08128028362989426,
-0.04987405240535736,
0.013987639918923378,
-0.03344528749585152,
-0.006928754970431328,
-0.07808391004800797,
-0.020074956119060516,
-0.05233217403292656,
-0.03637111932039261,
0.031058399006724358,
0.03960258886218071,
0.021245671436190605,
-0.01799962669610977,
0.029736528173089027,
-0.05317310988903046,
-0.027854938060045242,
-0.06554720550775528,
-0.02908763475716114,
-0.031134676188230515,
-0.05628717318177223,
0.026158304885029793,
0.02488776110112667,
0.014554262161254883,
-0.004311833065003157,
0.01894468069076538,
-0.027726544067263603,
-0.02594670280814171,
0.06867235898971558,
0.03744155541062355,
-0.02689264714717865,
-0.045350175350904465,
0.04288410395383835,
-0.006640987936407328,
0.0032746766228228807,
-0.01183570921421051,
-0.03556998819112778,
0.06544598191976547,
0.06304194033145905,
0.01573382504284382,
0.02405800111591816,
-0.01650695502758026,
-0.06481341272592545,
-0.04129066690802574,
-0.049664635211229324,
-0.05725698918104172,
-0.024416625499725342,
-0.02154284529387951,
-0.03417164459824562,
-0.01315159909427166,
-0.030845919623970985,
-0.003047597361728549,
-0.03637227043509483,
0.017935601994395256,
0.050739943981170654,
0.04990719258785248,
0.03496978431940079,
0.050174325704574585,
-0.03421894460916519,
-0.028987467288970947,
0.054790422320365906,
-0.025560149922966957,
0.015348146669566631,
-0.08081215620040894,
-0.005601603537797928,
0.035786621272563934,
0.011937201023101807,
-0.0018756237113848329,
-0.01343691349029541,
0.08975093811750412,
0.007011996582150459,
-0.009747727774083614,
0.002822030335664749,
-0.017326321452856064,
-0.012781118974089622,
0.009771035984158516,
0.002508642617613077,
-0.01660691201686859,
-0.04212142899632454,
-0.0148351164534688,
-0.00014765058585908264,
0.04608593136072159,
-0.05915061756968498,
-0.060693345963954926,
-0.005355807486921549,
0.039925891906023026,
-0.002418872434645891,
-0.0036061638966202736,
-0.015615726821124554,
0.004730542656034231,
-0.03754889592528343,
-0.009604766964912415,
0.01792622171342373,
0.017045246437191963,
0.003917841240763664,
0.06707042455673218,
0.03999337926506996,
-0.03502201661467552,
0.03478117659687996,
0.04275699332356453,
0.061192601919174194,
0.024069685488939285,
-0.023555632680654526,
0.00003532406844897196,
-0.025302978232502937,
0.01983320340514183,
0.0013753806706517935,
-0.03443356603384018,
-0.03858790919184685,
-0.06865432858467102,
-0.006797634530812502,
0.023427365347743034,
-0.0391232855618,
-0.020399032160639763,
0.038866911083459854,
-0.006752166897058487,
-0.0034866833593696356,
-0.009089091792702675,
0.01528242789208889,
0.03623851761221886,
-0.045543596148490906,
0.04484066367149353,
-0.0014130232157185674,
0.03945181146264076,
-0.05517047271132469,
-0.009809952229261398,
-0.01813551038503647,
-0.013202379457652569,
-0.00807094108313322,
0.04825572669506073,
0.021290332078933716,
0.029675954952836037,
0.07319493591785431,
0.03543654456734657,
-0.03961572051048279,
0.05075181648135185,
0.02965307980775833,
-0.0055212536826729774,
-0.04039129987359047,
0.01497679017484188,
-0.031266167759895325,
-0.06603435426950455,
-0.009592659771442413,
-0.029853621497750282,
0.019093120470643044,
0.03119819238781929,
0.01640135794878006,
-0.014501553028821945,
0.006282587070018053,
-0.022437507286667824,
-0.050527423620224,
-0.05885408818721771,
-0.04153776913881302,
0.004332110285758972,
-0.03833010792732239,
0.028090517967939377,
0.05528979003429413,
0.010352532379329205,
0.06298673152923584,
0.06133508309721947,
-0.031984843313694,
-0.04268817603588104,
0.027655696496367455,
0.03138260170817375,
-0.024824362248182297,
-0.0529111847281456,
-0.04791561886668205,
0.05339868739247322,
0.03952883183956146,
-0.025769952684640884,
-0.08162766695022583,
0.0052659399807453156,
0.05483705922961235,
-0.026479514315724373,
0.06458515673875809,
-0.02473796345293522,
0.04087686166167259,
0.05201253294944763,
-0.03724534437060356,
0.007707822136580944,
-0.037843264639377594,
0.023084688931703568,
-0.007146363612264395,
0.035377614200115204,
-0.013910941779613495,
-0.02662966586649418,
-0.08307536691427231,
0.0027296487241983414,
0.04141857475042343,
0.07105767726898193,
0.03458957374095917,
-0.025136874988675117,
-0.06539615243673325,
-0.0005601340672001243,
0.03103611432015896,
-0.0736151784658432,
0.02559998631477356,
0.020137464627623558,
0.05885513871908188,
-0.052673958241939545,
-0.04437718540430069,
-0.016145475208759308,
0.007719987537711859,
0.04733835905790329,
0.004101529251784086,
-0.014805393293499947,
-0.05037940293550491,
0.02678762562572956,
-0.0015459181740880013,
-0.019645318388938904,
-0.06941161304712296,
0.03136999160051346,
-0.03311382234096527,
-0.018020300194621086,
0.028746606782078743,
0.04059808328747749,
0.02095590904355049,
0.0464048907160759,
0.006690080743283033,
0.03594231605529785,
-0.033346183598041534,
0.031638775020837784,
-0.024645648896694183,
-0.0014174873940646648,
-0.008287345990538597,
-0.042414017021656036,
-0.016563741490244865,
-0.016162730753421783,
-0.05227985233068466,
-0.053666580468416214,
-0.04963046312332153,
0.03957900404930115,
-0.03080417774617672,
-0.0011765944072976708,
-0.016901632770895958,
0.042444851249456406,
-0.034162309020757675,
-0.022715654224157333,
-0.023878302425146103,
-0.056823596358299255,
-0.07202083617448807,
-0.040770649909973145,
0.007220882456749678,
0.020853720605373383,
0.020428067073225975,
0.025269806385040283,
-0.0034714804496616125,
0.020672596991062164,
0.004842841997742653,
-0.01602841168642044,
0.032373808324337006,
-0.002223030664026737,
-0.022235898301005363,
-0.04972082003951073,
0.0027240407653152943,
0.01950494945049286,
0.04927631467580795,
-0.045461755245923996,
0.04031096026301384,
0.03259934484958649,
-0.039456263184547424,
-0.0121910460293293,
0.0026731817051768303,
0.03508361056447029,
-0.06800168007612228,
-0.07936935871839523,
-0.009453506208956242,
-0.04766803979873657,
0.031571533530950546,
-0.004291432909667492,
-0.021222049370408058,
0.0011988101759925485,
0.04472940415143967,
0.03188498690724373,
0.013938178308308125,
-0.03954387828707695,
0.015823815017938614,
-0.002998688956722617,
-0.006649089511483908,
-0.054547037929296494,
0.0397971086204052,
-0.02318473346531391,
0.02680300734937191,
-0.011488344520330429,
-0.015294857323169708,
-0.03507612273097038,
0.015389008447527885,
-0.01088158879429102,
-0.0004818230227101594,
-0.01825162023305893,
0.026097850874066353,
-0.049585457891225815,
0.04871319979429245,
-0.0015367704909294844,
0.009217040613293648,
-0.025316236540675163,
0.03406262397766113,
-0.039871346205472946,
-0.007968812249600887,
-0.033588483929634094,
0.02234216034412384,
-0.028932694345712662,
-0.011891546659171581,
-0.006197781767696142,
-0.04921437427401543,
0.015311525203287601,
0.04320906475186348,
0.01664263755083084,
0.016590965911746025,
-0.011546092107892036,
0.010668228380382061,
-0.006355953868478537,
-0.05213426426053047,
-0.004725050646811724,
-0.029593002051115036,
-0.0032305046916007996,
-0.03379249572753906,
0.05538541451096535,
0.03739360719919205,
-0.03650246560573578,
-0.038392145186662674,
0.0429258830845356,
0.031434401869773865,
-0.000974391819909215,
0.001274128444492817,
0.046023622155189514,
0.04164711385965347,
0.05099139362573624,
-0.016547972336411476,
-0.002019889885559678,
-0.01569964922964573,
-0.03909214586019516,
0.029677947983145714,
-0.017841530963778496,
0.02014189213514328,
-0.018338818103075027,
-0.028716234490275383,
-0.034234970808029175,
0.07013937830924988,
0.012396794743835926,
0.0014154623495414853,
0.022311296314001083,
-0.029425382614135742,
0.005153902806341648,
0.014188672415912151,
-0.04755324497818947,
0.008318739011883736,
0.025154350325465202,
-0.05402979627251625,
0.07376816868782043,
-0.021142762154340744,
0.02890770696103573,
0.052376724779605865,
-0.0014050990575924516,
-0.005462027620524168,
0.0322713740170002,
-0.0248396098613739,
0.0033055394887924194,
0.04786936566233635,
-0.052732136100530624,
-0.005791433621197939,
-0.008360565640032291,
0.060611288994550705,
-0.07203182578086853,
0.053895026445388794,
0.05962276831269264,
0.01820238307118416,
0.020069893449544907,
-0.03354790806770325,
-0.03550565615296364,
0.03356979787349701,
-0.04959092661738396,
0.07744359970092773,
0.012959285639226437,
-0.057840149849653244,
0.06680460274219513,
0.024981947615742683,
-0.07931267470121384,
0.06954264640808105,
0.05879901722073555,
0.03612153232097626,
0.046346262097358704,
0.07243122160434723,
-0.06151934340596199,
0.0260480884462595,
-0.032320745289325714,
0.019180903211236,
-0.0768473893404007,
0.005005856975913048,
0.005947521887719631,
-0.03798367828130722,
-0.039134010672569275,
0.024195650592446327,
-0.015962835401296616,
0.011122237890958786,
0.02340732142329216,
-0.0650751143693924,
-0.027706732973456383,
0.018615100532770157,
0.04469151422381401,
-0.035141024738550186,
0.006589602679014206,
-0.0395369753241539,
0.027957964688539505,
0.004632118158042431,
-0.000847054470796138,
-0.05279748886823654,
0.008583029732108116,
0.03762845695018768,
-0.050524793565273285,
-0.01260110829025507,
0.007204131223261356,
-0.01175648719072342,
-0.030316706746816635,
0.062115635722875595,
-0.013461094349622726,
0.024338090792298317,
0.02873595990240574,
-0.014487729407846928,
0.054383594542741776,
-0.05521603301167488,
0.0017347116954624653,
0.007527969311922789,
0.00993830244988203,
0.0185858067125082,
-0.006720658391714096,
0.030989672988653183,
0.028923096135258675,
0.04284878447651863,
0.0025170159060508013,
-0.04298872873187065,
-0.02004598081111908,
0.026429282501339912,
-0.04125503450632095,
0.013087475672364235,
-0.00419206777587533,
-0.059621743857860565,
-0.03259479999542236,
-0.023967131972312927,
-0.004034689627587795,
0.027514934539794922,
-0.046705618500709534,
0.0031313197687268257,
0.05482444539666176,
-0.03417817875742912,
-0.021685976535081863,
-0.05753316730260849,
-0.015617010183632374,
-0.03213472664356232,
0.03629133850336075,
0.016405588015913963,
-0.03472936153411865,
0.018287532031536102,
-0.04985180124640465,
-0.08237767219543457,
0.030331529676914215,
0.039555296301841736,
-0.030080221593379974,
0.0683545172214508,
0.033436283469200134,
-0.05132589489221573,
0.0027261879295110703,
0.05363637953996658,
-0.053760264068841934,
0.024213528260588646,
0.01872527040541172,
0.023364217951893806,
0.0162026509642601,
0.025495875626802444,
-0.005526311695575714,
-0.03077787160873413,
-0.041202694177627563,
-0.049058880656957626,
-0.0193309523165226,
-0.009867938235402107,
0.04466354474425316
] |
Declan/NPR_model_v4 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | 2020-04-29T13:24:23Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-de
* source languages: niu
* target languages: de
* OPUS readme: [niu-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-de/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-de/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.de | 20.2 | 0.395 |
| [
-0.015714939683675766,
-0.028237955644726753,
-0.003650862257927656,
0.03522985801100731,
0.028173595666885376,
0.025933369994163513,
-0.0033503128215670586,
-0.010111442767083645,
-0.054129708558321,
0.05505703017115593,
0.009889332577586174,
-0.012173419818282127,
0.002862371737137437,
0.05315636470913887,
-0.04283074289560318,
-0.03135846182703972,
-0.010690035298466682,
0.00882487278431654,
-0.03892233967781067,
-0.008074826560914516,
-0.006042882334440947,
0.006448847241699696,
-0.03489558398723602,
0.03536351025104523,
-0.0194652508944273,
0.003746235743165016,
-0.015831492841243744,
0.02197040244936943,
0.024216126650571823,
-0.07344509661197662,
-0.008667043410241604,
-0.020671239122748375,
-0.037967804819345474,
-0.013507680036127567,
-0.0315261110663414,
0.02443796396255493,
0.006536564789712429,
0.022030025720596313,
0.07395634800195694,
0.06125345081090927,
-0.0035623370204120874,
0.005304462742060423,
-0.012372680939733982,
-0.024224545806646347,
0.039355456829071045,
0.007216349709779024,
-0.034878116101026535,
-0.03792699798941612,
0.02504962682723999,
-0.031571488827466965,
-0.057165563106536865,
-0.05504975840449333,
-0.015229688957333565,
0.031355470418930054,
-0.007596679963171482,
-0.0012147878296673298,
-0.09395971149206161,
-0.010084378533065319,
0.061312779784202576,
-0.053593944758176804,
-0.02787981927394867,
0.022151820361614227,
-0.049044352024793625,
0.008757440373301506,
0.047048069536685944,
-0.03663473576307297,
-0.01333576813340187,
-0.048321712762117386,
0.04238487035036087,
-0.03654530271887779,
0.028968099504709244,
-0.038073889911174774,
0.019723862409591675,
-0.06944899260997772,
-0.046940118074417114,
-0.011060074903070927,
0.03418176621198654,
0.05250703915953636,
-0.044772353023290634,
0.05365130677819252,
0.04212784767150879,
-0.005343979224562645,
0.024525469169020653,
-0.012233393266797066,
-0.020279204472899437,
0.037079982459545135,
-0.030143750831484795,
-0.0009643273078836501,
0.015583697706460953,
0.04965852573513985,
-0.04801102727651596,
-0.03228381276130676,
-0.009875514544546604,
-0.03608987480401993,
-0.012697785161435604,
0.026400577276945114,
0.06004929915070534,
-0.028579527512192726,
0.002094243187457323,
0.04730106145143509,
0.024180877953767776,
0.05182700604200363,
0.0026267576031386852,
0.06975047290325165,
-0.022728990763425827,
0.001868661493062973,
-0.017244793474674225,
-0.023335888981819153,
-0.07168412953615189,
0.0069419825449585915,
0.02924095094203949,
-0.040755510330200195,
-0.010163002647459507,
0.04366680607199669,
0.03367622196674347,
-0.029809432104229927,
0.07222548872232437,
-0.03874623775482178,
-0.046387966722249985,
-0.0578896589577198,
0.05744915455579758,
0.01143204141408205,
0.010141505859792233,
0.018830474466085434,
-0.05851062387228012,
0.023376932367682457,
-0.041834089905023575,
-0.03856309875845909,
0.0036126812919974327,
0.023465821519494057,
-0.021929161623120308,
0.03993450105190277,
0.033587098121643066,
-0.05272175371646881,
0.024811003357172012,
-0.01512052770704031,
-0.04207692667841911,
0.059183269739151,
0.04067542031407356,
0.10534926503896713,
-0.0453469455242157,
-0.03598073497414589,
0.01537360344082117,
0.006058745551854372,
-0.032788705080747604,
0.007095205597579479,
-0.009607620537281036,
-0.015994027256965637,
-0.01927458681166172,
-0.019762229174375534,
0.047911666333675385,
-0.05260085687041283,
-0.02383950911462307,
0.051959287375211716,
-0.010908861644566059,
0.03936726227402687,
-0.027898278087377548,
-0.0013670424232259393,
0.0052016968838870525,
-0.018376987427473068,
-0.035694897174835205,
0.032457105815410614,
0.0058924113400280476,
0.008344575762748718,
-0.030765224248170853,
-0.059949956834316254,
0.018112534657120705,
0.08037014305591583,
-0.022546488791704178,
-0.026044588536024094,
-0.029050830751657486,
0.008596430532634258,
0.04032162204384804,
0.02098723314702511,
-0.025243420153856277,
0.03808385506272316,
0.05670347809791565,
0.01846308819949627,
0.009336819872260094,
0.0737907811999321,
0.01460605300962925,
-0.019228581339120865,
-0.011456171981990337,
0.01638653315603733,
0.029202420264482498,
-0.019335059449076653,
-0.005199036095291376,
0.04180325195193291,
0.02284308522939682,
-0.02240968868136406,
-0.026532886549830437,
0.05886056274175644,
0.0029816438909620047,
0.003094920888543129,
0.019216682761907578,
-0.027024490758776665,
-0.006828962359577417,
0.049896758049726486,
-0.0035815066657960415,
-0.01604008860886097,
-0.03331593796610832,
-0.02322990633547306,
0.01843712478876114,
0.033181704580783844,
0.03092356212437153,
0.045967020094394684,
-0.01766989380121231,
0.10857918858528137,
-0.033257946372032166,
0.004902967251837254,
-0.01489756815135479,
-0.033786430954933167,
0.01654287800192833,
0.0636361762881279,
0.025903351604938507,
0.03537009656429291,
-0.007514655124396086,
-0.054434530436992645,
0.030697893351316452,
0.06353682279586792,
0.051683057099580765,
0.010038764216005802,
-0.03883972018957138,
-0.009660681709647179,
0.020712723955512047,
0.03767453506588936,
-0.03712483122944832,
-0.06273488700389862,
0.023101450875401497,
0.06478088349103928,
-0.03664606809616089,
0.025397107005119324,
-0.03500985726714134,
0.01854008622467518,
-0.03961181640625,
-0.03963334858417511,
0.051255546510219574,
0.01637585461139679,
-0.015833839774131775,
0.026741106063127518,
0.014672786928713322,
-0.01749194599688053,
0.030088437721133232,
0.008719317615032196,
0.0021731872111558914,
-0.027972282841801643,
0.009540635161101818,
0.026085421442985535,
0.05561382696032524,
-0.030398549512028694,
0.03837203606963158,
-0.028161540627479553,
0.0008336140308529139,
0.030424555763602257,
-0.0669478327035904,
0.015927504748106003,
0.045719608664512634,
0.012139543890953064,
-0.024483654648065567,
0.007902720011770725,
0.004010726697742939,
0.02469845488667488,
0.06852688640356064,
0.004676774609833956,
0.06235863268375397,
0.013909237459301949,
0.0638037845492363,
0.09362582862377167,
0.016041552647948265,
0.03263343870639801,
0.038912590593099594,
0.08599687367677689,
-0.013131926767528057,
-0.013367753475904465,
0.042624689638614655,
-0.05427480489015579,
0.02241917885839939,
-0.04336667060852051,
0.03456765040755272,
0.014131727628409863,
-0.006902845576405525,
0.030103575438261032,
0.003465641988441348,
-0.015653733164072037,
0.009020024910569191,
-0.013221855275332928,
-0.025875994935631752,
0.042892515659332275,
0.017607131972908974,
0.008978434838354588,
0.014098106883466244,
0.0014580611605197191,
0.029720189049839973,
-0.06603045761585236,
-0.07032332569360733,
0.014115991070866585,
-0.03370446711778641,
-0.004753603599965572,
-0.06256481260061264,
-0.01699269749224186,
-0.06011902168393135,
-0.021605979651212692,
0.03709932789206505,
0.007630404084920883,
-0.003709211479872465,
-0.025324750691652298,
0.014218982309103012,
-0.033162254840135574,
-0.025444090366363525,
-0.046813298016786575,
-0.027531106024980545,
-0.04404584690928459,
-0.08362748473882675,
0.04963966831564903,
0.012839604169130325,
0.02125219628214836,
-0.01894918642938137,
0.019186634570360184,
-0.023705925792455673,
-0.01454351469874382,
0.07985338568687439,
0.05607706308364868,
-0.02423345483839512,
-0.025060340762138367,
0.041620317846536636,
-0.034116290509700775,
-0.0034534938167780638,
-0.026652812957763672,
-0.02827734313905239,
0.07118680328130722,
0.05299913138151169,
0.018611807376146317,
0.004530240781605244,
-0.022661078721284866,
-0.05302561819553375,
-0.06275074183940887,
-0.03762440010905266,
-0.04016789421439171,
-0.010745640844106674,
-0.025735946372151375,
-0.052611641585826874,
-0.04142557457089424,
-0.03417078033089638,
-0.004938914440572262,
-0.03313719108700752,
0.023493710905313492,
0.025154169648885727,
0.03965400531888008,
0.0384112186729908,
0.03639604151248932,
-0.05340845510363579,
-0.03492220118641853,
0.0741867795586586,
0.008928931318223476,
0.00902034342288971,
-0.05410362035036087,
-0.013747814111411572,
0.05347965285181999,
0.015869738534092903,
0.006200260948389769,
0.009953949600458145,
0.08179553598165512,
0.009945962578058243,
0.012074909172952175,
0.008886659517884254,
-0.006763833109289408,
-0.005856377072632313,
-0.005428369157016277,
-0.014558614231646061,
-0.043727222830057144,
-0.02040543593466282,
-0.014540620148181915,
0.017762992531061172,
0.04549404978752136,
-0.06632299721240997,
-0.03567177429795265,
-0.010676159523427486,
0.029194537550210953,
0.012455526739358902,
0.0256038885563612,
-0.00895518809556961,
0.01282303687185049,
-0.032798267900943756,
-0.01601785607635975,
0.007776137441396713,
0.007949254475533962,
0.007025341037660837,
0.049211472272872925,
0.03348512947559357,
-0.02876349911093712,
0.04442693293094635,
0.027855394408106804,
0.06206471472978592,
0.014406929723918438,
-0.035287290811538696,
0.02008512243628502,
-0.02578839845955372,
0.016428319737315178,
-0.007591843139380217,
-0.022631574422121048,
-0.03976212814450264,
-0.07198915630578995,
-0.0018547227373346686,
0.022511959075927734,
-0.038339763879776,
0.016565758734941483,
0.028521748259663582,
-0.0475056990981102,
0.004849646706134081,
0.004652181174606085,
0.015380144119262695,
0.04197276383638382,
-0.046426381915807724,
0.062015287578105927,
-0.00921541266143322,
0.014240052551031113,
-0.05908387526869774,
0.014005552046000957,
-0.015054771676659584,
-0.03629966080188751,
0.026758357882499695,
0.06387374550104141,
0.016790641471743584,
0.04581579938530922,
0.0879991203546524,
0.04639992490410805,
-0.02359914407134056,
0.02497258596122265,
0.031941115856170654,
0.004242097958922386,
-0.0563279464840889,
-0.004131429363042116,
-0.008100655861198902,
-0.05178415775299072,
-0.004339884966611862,
-0.0235456470400095,
0.01035873033106327,
0.012294240295886993,
-0.0017701544566079974,
-0.025324208661913872,
-0.014607184566557407,
-0.031623002141714096,
-0.02839757315814495,
-0.06692678481340408,
-0.02959016151726246,
-0.013483049347996712,
-0.0020255940034985542,
0.04405020549893379,
0.04127217456698418,
0.0008679661550559103,
0.04398282617330551,
0.04758572205901146,
-0.027591053396463394,
-0.016759563237428665,
0.010768331587314606,
0.02086513862013817,
-0.019373096525669098,
-0.057325329631567,
-0.034828510135412216,
0.048095278441905975,
0.04772678762674332,
-0.03374266251921654,
-0.08136176317930222,
0.002204673597589135,
0.07517949491739273,
-0.03698734939098358,
0.0565950833261013,
0.005203120410442352,
0.042159512639045715,
0.05953487753868103,
-0.021323923021554947,
0.014830227941274643,
-0.030077634379267693,
0.022095026448369026,
0.009319553151726723,
0.037412822246551514,
-0.043881289660930634,
-0.04238355904817581,
-0.07783061265945435,
0.013105402700603008,
0.027560945600271225,
0.08344148099422455,
0.0460052564740181,
-0.04269877076148987,
-0.06169708073139191,
-0.01112393382936716,
0.04200514405965805,
-0.05683645233511925,
-0.005455684382468462,
0.02299233339726925,
0.06216846778988838,
-0.04749187082052231,
-0.050901662558317184,
-0.024569552391767502,
0.0020828230772167444,
0.039254967123270035,
0.0002791490696836263,
-0.017805742099881172,
-0.0585315003991127,
0.03956441581249237,
-0.004918158985674381,
-0.03926780819892883,
-0.11677047610282898,
0.0018399133114144206,
-0.03425293788313866,
-0.009385588578879833,
0.05303831398487091,
0.024927908554673195,
0.037813737988471985,
0.06221068650484085,
-0.0012794386129826307,
0.02696828730404377,
-0.03241816908121109,
0.030064677819609642,
-0.03920362517237663,
0.007661004550755024,
0.020500225946307182,
-0.026404375210404396,
-0.02928130514919758,
-0.028521396219730377,
-0.051372043788433075,
-0.03909590095281601,
-0.028230242431163788,
0.02035931497812271,
-0.026549115777015686,
0.003425128059461713,
-0.013832241296768188,
0.03076632134616375,
-0.020165296271443367,
-0.014281095005571842,
-0.006487008649855852,
-0.054170794785022736,
-0.07963500916957855,
-0.04428274556994438,
0.022329386323690414,
0.026125188916921616,
0.00746678514406085,
0.03210500627756119,
0.011835387907922268,
0.017067406326532364,
0.017461460083723068,
-0.03428295627236366,
0.04629972577095032,
0.010737552307546139,
-0.04601287469267845,
-0.03709189593791962,
0.011954315938055515,
0.03171432390809059,
0.020259421318769455,
-0.05395318195223808,
0.03249030187726021,
0.006260689347982407,
-0.03486676514148712,
-0.019870705902576447,
-0.0020137790124863386,
0.028157861903309822,
-0.06825651228427887,
-0.05105304718017578,
-0.004592895042151213,
-0.05486459657549858,
0.03172162175178528,
-0.018378818407654762,
0.0026860206853598356,
0.018211448565125465,
0.02604241855442524,
0.026255693286657333,
0.0006350441253744066,
-0.04966338351368904,
0.0034718019887804985,
0.00027246950776316226,
0.0042347717098891735,
-0.07185428589582443,
0.04187649115920067,
-0.0390663743019104,
0.029453055933117867,
-0.006528127007186413,
-0.008659331128001213,
-0.03382297232747078,
0.03759831190109253,
-0.01503280270844698,
-0.012487190775573254,
-0.020191987976431847,
-0.0016365057090297341,
-0.04273561015725136,
0.05077514424920082,
-0.0014939403627067804,
0.023925496265292168,
-0.023270875215530396,
0.06950083374977112,
-0.0452582873404026,
-0.01281927153468132,
-0.02430763654410839,
0.013513851910829544,
-0.03137611970305443,
0.0010291578946635127,
-0.013268307782709599,
-0.03457366302609444,
0.005232600029557943,
0.03827035427093506,
0.03346893936395645,
0.01132888812571764,
-0.02876364067196846,
0.008087529800832272,
0.015176436863839626,
-0.04308398813009262,
-0.0037197056226432323,
-0.018220096826553345,
-0.02665768936276436,
-0.006600923836231232,
0.04886363819241524,
0.028704063966870308,
-0.04336268827319145,
-0.0750390961766243,
0.021626127883791924,
0.027708489447832108,
-0.0011913958005607128,
0.004893377423286438,
0.020968016237020493,
0.035872723907232285,
0.051608502864837646,
-0.027160415425896645,
-0.00515728397294879,
-0.021489135921001434,
-0.024830453097820282,
0.025251928716897964,
-0.016532080247998238,
0.03548097983002663,
0.004163620062172413,
-0.039188943803310394,
-0.012549825944006443,
0.07231158018112183,
0.01778879016637802,
0.015995807945728302,
-0.0013729371130466461,
-0.017679153010249138,
0.02117248810827732,
0.025765039026737213,
-0.06701377034187317,
0.004357786383479834,
0.0433688648045063,
-0.04412299767136574,
0.06594199687242508,
-0.020299626514315605,
0.041080184280872345,
0.05931900441646576,
-0.0005862463149242103,
-0.020253799855709076,
0.05061487853527069,
-0.017867770045995712,
-0.026975886896252632,
0.05697835236787796,
-0.05254773050546646,
-0.020937947556376457,
-0.02052255906164646,
0.06549423187971115,
-0.06932174414396286,
0.05219568312168121,
0.05081566050648689,
0.03619414567947388,
-0.003252496477216482,
-0.05044438689947128,
-0.038031186908483505,
0.028127431869506836,
-0.036676377058029175,
0.06692364066839218,
0.022502781823277473,
-0.046744246035814285,
0.07275073230266571,
0.0114535978063941,
-0.07431641221046448,
0.04081057757139206,
0.037864554673433304,
0.018779706209897995,
0.02744654007256031,
0.059050582349300385,
-0.045227594673633575,
0.021495873108506203,
-0.053207479417324066,
0.01474024448543787,
-0.07055214792490005,
0.006066305562853813,
0.0050720409490168095,
-0.01738733798265457,
-0.020274924114346504,
0.03535647690296173,
-0.020826056599617004,
0.02825717069208622,
0.02288968488574028,
-0.050556231290102005,
-0.031747154891490936,
0.016769737005233765,
0.03361080214381218,
-0.013175686821341515,
0.017758194357156754,
-0.019513245671987534,
0.013238931074738503,
0.029660144820809364,
0.01793396845459938,
-0.05127312242984772,
-0.0005461014225147665,
0.03304583579301834,
-0.048233192414045334,
-0.029756758362054825,
0.0026505792047828436,
0.001783426501788199,
-0.037451013922691345,
0.028876477852463722,
0.013465856201946735,
0.004133483860641718,
0.02792375162243843,
-0.015534677542746067,
0.04592827707529068,
-0.048111576586961746,
-0.007300535216927528,
0.0027966753114014864,
0.0070996712893247604,
0.016872521489858627,
-0.022521864622831345,
0.023779749870300293,
0.021630989387631416,
0.05274389311671257,
0.01371990516781807,
-0.042640265077352524,
-0.014626112766563892,
0.022567836567759514,
-0.030820341780781746,
0.008449329063296318,
-0.022280052304267883,
-0.0728013664484024,
-0.03581571206450462,
-0.02503949962556362,
-0.009158053435385227,
0.02028479613363743,
-0.016349591314792633,
0.00829344056546688,
0.055519625544548035,
-0.029839802533388138,
-0.03872732073068619,
-0.07092945277690887,
-0.014221446588635445,
-0.023201078176498413,
0.010123462416231632,
0.02100103348493576,
-0.031514283269643784,
0.029505837708711624,
-0.04977017641067505,
-0.05578937754034996,
0.05813469737768173,
0.01984386518597603,
-0.035865332931280136,
0.06048193201422691,
0.03093169815838337,
-0.02847333997488022,
0.008763639256358147,
0.05489315837621689,
-0.05264752730727196,
0.020663220435380936,
-0.005865239072591066,
0.01786956377327442,
0.017922304570674896,
0.023505598306655884,
-0.015275416895747185,
-0.04045508801937103,
-0.057605892419815063,
-0.051421623677015305,
-0.03571450337767601,
-0.004824446979910135,
0.06739003956317902
] |
Declan/NPR_model_v5 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-en
* source languages: niu
* target languages: en
* OPUS readme: [niu-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-en/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-en/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-en/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.en | 46.1 | 0.604 |
| [
-0.018503040075302124,
-0.02683086507022381,
-0.003797882003709674,
0.035543058067560196,
0.027207275852560997,
0.023232240229845047,
-0.0001685226452536881,
-0.010002982802689075,
-0.05176292359828949,
0.0520215667784214,
0.009026914834976196,
-0.00961305946111679,
0.007219785358756781,
0.052739303559064865,
-0.04076790064573288,
-0.027111968025565147,
-0.013152054511010647,
0.007693562190979719,
-0.04170094430446625,
-0.002306815702468157,
-0.005812905263155699,
0.009130899794399738,
-0.03746724873781204,
0.03718293458223343,
-0.020375845953822136,
0.0032155399676412344,
-0.01721969246864319,
0.01606793701648712,
0.02253679558634758,
-0.07476022839546204,
-0.006355060264468193,
-0.020893551409244537,
-0.03386366739869118,
-0.015865296125411987,
-0.029937919229269028,
0.027246734127402306,
0.007308627478778362,
0.02376229502260685,
0.07528180629014969,
0.06477074325084686,
-0.0061910925433039665,
0.0030303450766950846,
-0.011032572947442532,
-0.021826880052685738,
0.0382123626768589,
0.0024785723071545362,
-0.031243955716490746,
-0.03260734677314758,
0.02484527975320816,
-0.029338616877794266,
-0.05591858923435211,
-0.05181510001420975,
-0.01910623349249363,
0.03180944547057152,
-0.009443536400794983,
-0.0011098462855443358,
-0.09220768511295319,
-0.01272442378103733,
0.06157964468002319,
-0.05199379101395607,
-0.030703650787472725,
0.019279299303889275,
-0.05055709183216095,
0.010198689065873623,
0.04536262899637222,
-0.032700687646865845,
-0.01391554530709982,
-0.050797369331121445,
0.0414142943918705,
-0.03619846701622009,
0.023300452157855034,
-0.04258231446146965,
0.017771553248167038,
-0.07048109173774719,
-0.05143928527832031,
-0.00824779737740755,
0.03525018319487572,
0.05409762263298035,
-0.04318106919527054,
0.05003763735294342,
0.04368621110916138,
-0.006331401411443949,
0.024299347773194313,
-0.008550967089831829,
-0.01543019525706768,
0.03378605842590332,
-0.027744941413402557,
-0.0023229329381138086,
0.014026781544089317,
0.05193141847848892,
-0.04945715144276619,
-0.031234191730618477,
-0.010332917794585228,
-0.03361179307103157,
-0.010590177029371262,
0.02341861091554165,
0.06361528486013412,
-0.02686294913291931,
0.004310819786041975,
0.045989882200956345,
0.02560778334736824,
0.050166428089141846,
0.004389945883303881,
0.0681854858994484,
-0.026778506115078926,
0.009617820382118225,
-0.018343130126595497,
-0.024282028898596764,
-0.07174182683229446,
0.0049454388208687305,
0.03611224144697189,
-0.04197409376502037,
-0.004944879096001387,
0.04055912792682648,
0.032938431948423386,
-0.03283054381608963,
0.07446452230215073,
-0.04002850502729416,
-0.04839804768562317,
-0.05904656648635864,
0.056140534579753876,
0.011632733978331089,
0.009436494670808315,
0.01836591400206089,
-0.055600106716156006,
0.024366866797208786,
-0.03851532191038132,
-0.03791368007659912,
0.00463434774428606,
0.023640068247914314,
-0.02154059335589409,
0.036262042820453644,
0.030225083231925964,
-0.054712504148483276,
0.02805294096469879,
-0.012561315670609474,
-0.03957545757293701,
0.06220145896077156,
0.03819827362895012,
0.10060063749551773,
-0.04776083305478096,
-0.03585069999098778,
0.013457056134939194,
0.007211283314973116,
-0.032859817147254944,
0.00706558208912611,
-0.011036165989935398,
-0.017077943310141563,
-0.022735968232154846,
-0.021813614293932915,
0.04602019861340523,
-0.05064269155263901,
-0.023149041458964348,
0.05392594635486603,
-0.01040525734424591,
0.040015995502471924,
-0.031085137277841568,
-0.0007948584388941526,
0.006366360932588577,
-0.019242102280259132,
-0.03158603608608246,
0.030347654595971107,
0.008653190918266773,
0.007072692271322012,
-0.029992278665304184,
-0.059278395026922226,
0.020452246069908142,
0.07620930671691895,
-0.022628486156463623,
-0.023116271942853928,
-0.027577580884099007,
0.007395816035568714,
0.03690347075462341,
0.015184887684881687,
-0.02301727794110775,
0.04195067286491394,
0.054638274013996124,
0.01460566371679306,
0.0071765221655368805,
0.07207977771759033,
0.018272768706083298,
-0.017303816974163055,
-0.006985469721257687,
0.012783007696270943,
0.035786598920822144,
-0.01576821878552437,
-0.008030551485717297,
0.03861362114548683,
0.022909894585609436,
-0.02363576367497444,
-0.02737322263419628,
0.0606570728123188,
0.006376764737069607,
0.00014731627015862614,
0.018149359151721,
-0.030586441978812218,
-0.004343594424426556,
0.05174068361520767,
-0.002361016348004341,
-0.01824629306793213,
-0.034603044390678406,
-0.025654515251517296,
0.018024500459432602,
0.034870900213718414,
0.027263900265097618,
0.048752084374427795,
-0.017249414697289467,
0.10642114281654358,
-0.030168605968356133,
0.006361654493957758,
-0.012619449757039547,
-0.03179994225502014,
0.022823700681328773,
0.06783606857061386,
0.022392727434635162,
0.03696775063872337,
-0.005685089621692896,
-0.05329291522502899,
0.031773023307323456,
0.06453362852334976,
0.05554547905921936,
0.00787090603262186,
-0.04053782299160957,
-0.008270320482552052,
0.01843353919684887,
0.03901776298880577,
-0.03551725670695305,
-0.06211171671748161,
0.022069258615374565,
0.06689918041229248,
-0.0400090217590332,
0.025377506390213966,
-0.03457839787006378,
0.019529368728399277,
-0.043681174516677856,
-0.04037047177553177,
0.050162192434072495,
0.01732819154858589,
-0.013548381626605988,
0.022652996703982353,
0.013070177286863327,
-0.014637942425906658,
0.035348765552043915,
0.01106858067214489,
-0.0016589215956628323,
-0.024725070223212242,
0.01091473177075386,
0.030911695212125778,
0.05670451372861862,
-0.027981020510196686,
0.04159918799996376,
-0.028048323467373848,
-0.0008275515283457935,
0.03082221746444702,
-0.06600543111562729,
0.014995886944234371,
0.040121886879205704,
0.011999189853668213,
-0.0201826523989439,
0.004417289048433304,
0.0023160018026828766,
0.024856355041265488,
0.07379986345767975,
0.007996349595487118,
0.05805176869034767,
0.009877976030111313,
0.062003232538700104,
0.09478241205215454,
0.012106522917747498,
0.031907033175230026,
0.0406762920320034,
0.0869952067732811,
-0.012970623560249805,
-0.00963687989860773,
0.04462611675262451,
-0.05249873548746109,
0.018184933811426163,
-0.04464666172862053,
0.03254670277237892,
0.013969305902719498,
-0.007663013879209757,
0.03476334735751152,
0.003838871605694294,
-0.016684316098690033,
0.005939939524978399,
-0.012633731588721275,
-0.025173334404826164,
0.037067949771881104,
0.015206991694867611,
0.007006412837654352,
0.013701114803552628,
0.0043091378174722195,
0.026842691004276276,
-0.06442752480506897,
-0.07405859231948853,
0.017558790743350983,
-0.034000199288129807,
-0.005825933534651995,
-0.06120460107922554,
-0.011626721359789371,
-0.0582374632358551,
-0.022172391414642334,
0.04031406715512276,
0.007452141493558884,
-0.005235621705651283,
-0.02567336894571781,
0.0088824313133955,
-0.03210762143135071,
-0.020114263519644737,
-0.04224129766225815,
-0.029752274975180626,
-0.037293441593647,
-0.08589214086532593,
0.046156737953424454,
0.012967762537300587,
0.019043663516640663,
-0.019098451361060143,
0.01971561647951603,
-0.020799914374947548,
-0.013545135967433453,
0.08121754974126816,
0.05651017278432846,
-0.02370397374033928,
-0.022894330322742462,
0.044190775603055954,
-0.03575873002409935,
-0.002066346351057291,
-0.028243649750947952,
-0.02585407719016075,
0.07092539221048355,
0.05302853882312775,
0.020698174834251404,
0.005145541857928038,
-0.025073125958442688,
-0.05336775258183479,
-0.05869804322719574,
-0.0414266362786293,
-0.04327159374952316,
-0.012451105751097202,
-0.026430049911141396,
-0.0556098073720932,
-0.03521174192428589,
-0.027932459488511086,
-0.004551816266030073,
-0.03519878536462784,
0.022151945158839226,
0.02944016270339489,
0.04074699804186821,
0.03920650854706764,
0.037938740104436874,
-0.05690085515379906,
-0.033689919859170914,
0.0716475322842598,
0.008761150762438774,
0.012793881818652153,
-0.051948994398117065,
-0.009142877534031868,
0.05237266421318054,
0.01659887284040451,
0.00818509142845869,
0.009290739893913269,
0.08028975874185562,
0.009599056094884872,
0.009513392113149166,
0.011296962387859821,
-0.009819895960390568,
-0.003184559755027294,
-0.00689719757065177,
-0.016345519572496414,
-0.043152373284101486,
-0.016806745901703835,
-0.014188881032168865,
0.014182565733790398,
0.04544411599636078,
-0.06863906234502792,
-0.03499120473861694,
-0.010890726931393147,
0.028738582506775856,
0.005661380011588335,
0.023251798003911972,
-0.01083199679851532,
0.014253612607717514,
-0.03964764624834061,
-0.014298607595264912,
0.007868517190217972,
0.008733882568776608,
0.007488713134080172,
0.05320436879992485,
0.03235860913991928,
-0.031426578760147095,
0.0526372566819191,
0.028281765058636665,
0.06479759514331818,
0.012461340986192226,
-0.040726929903030396,
0.018767451867461205,
-0.02361473999917507,
0.016515206545591354,
-0.006651449948549271,
-0.01992170885205269,
-0.03920220211148262,
-0.07698867470026016,
-0.0005943817086517811,
0.02221585623919964,
-0.03717806190252304,
0.011576781049370766,
0.02653990313410759,
-0.05183352157473564,
0.003535666735842824,
0.00039727907278575003,
0.014668935909867287,
0.04278944805264473,
-0.05024266988039017,
0.06240682676434517,
-0.007333750836551189,
0.021915404126048088,
-0.0572340302169323,
0.013874770142138004,
-0.013764110393822193,
-0.037002433091402054,
0.027514921501278877,
0.062003035098314285,
0.019975706934928894,
0.04844995588064194,
0.08541317284107208,
0.04374868795275688,
-0.02524988353252411,
0.028066208586096764,
0.03197664022445679,
0.004591809585690498,
-0.05638720095157623,
-0.0056656477972865105,
-0.009594426490366459,
-0.051429856568574905,
-0.003697670064866543,
-0.02417299523949623,
0.013114402070641518,
0.014537078328430653,
-0.006507080513983965,
-0.025281431153416634,
-0.019679924473166466,
-0.03646836802363396,
-0.026589464396238327,
-0.06540938466787338,
-0.02403986267745495,
-0.014528547413647175,
-0.0029386766254901886,
0.04364004731178284,
0.04041605815291405,
-0.0004509839054662734,
0.03987107053399086,
0.05135897174477577,
-0.02661585435271263,
-0.018795788288116455,
0.00935188215225935,
0.022106604650616646,
-0.0171955693513155,
-0.058981288224458694,
-0.03298289328813553,
0.04935824126005173,
0.04185108467936516,
-0.03748839348554611,
-0.08472583442926407,
0.0027204439975321293,
0.07318684458732605,
-0.0351281501352787,
0.05509506165981293,
0.003187032649293542,
0.03937534987926483,
0.05974264070391655,
-0.02263115718960762,
0.014039603061974049,
-0.0267711840569973,
0.02131466194987297,
0.008409368805587292,
0.03603080287575722,
-0.04350491240620613,
-0.0438678152859211,
-0.0793946385383606,
0.014066274277865887,
0.02817978337407112,
0.08429447561502457,
0.04836191236972809,
-0.043306224048137665,
-0.063466876745224,
-0.016430363059043884,
0.04588213562965393,
-0.05504151061177254,
-0.010171517729759216,
0.02021867223083973,
0.06414807587862015,
-0.04500260576605797,
-0.05475369468331337,
-0.01978771761059761,
0.005375389009714127,
0.034615516662597656,
-0.00010072139411931857,
-0.015193911269307137,
-0.05590049549937248,
0.04304639250040054,
-0.0061022620648145676,
-0.04076482355594635,
-0.11707290261983871,
0.00540532823652029,
-0.033447474241256714,
-0.011171157471835613,
0.04881160706281662,
0.022487947717308998,
0.036311984062194824,
0.06408551335334778,
0.003043239237740636,
0.02728254720568657,
-0.03331214562058449,
0.029169831424951553,
-0.039789166301488876,
0.006816159933805466,
0.023327965289354324,
-0.03060890920460224,
-0.02801373600959778,
-0.029156778007745743,
-0.045070160180330276,
-0.03899901732802391,
-0.025946281850337982,
0.02266676351428032,
-0.02704835683107376,
0.00455790339037776,
-0.017721446231007576,
0.03259605914354324,
-0.01788134127855301,
-0.015577873215079308,
-0.0071326326578855515,
-0.05320438742637634,
-0.07647428661584854,
-0.04417145624756813,
0.024119822308421135,
0.02473950758576393,
0.009663969278335571,
0.03418616205453873,
0.010296467691659927,
0.019561683759093285,
0.020646408200263977,
-0.037175942212343216,
0.049170996993780136,
0.010068944655358791,
-0.04117302969098091,
-0.03860441595315933,
0.010792273096740246,
0.03547409549355507,
0.02199053019285202,
-0.05209895968437195,
0.030299700796604156,
0.003188266884535551,
-0.03249698132276535,
-0.02112341858446598,
-0.0028267072048038244,
0.02744019590318203,
-0.06969156116247177,
-0.04635787382721901,
0.0010149461450055242,
-0.0549706406891346,
0.0362720713019371,
-0.017674995586276054,
0.0068700420670211315,
0.014953223057091236,
0.022190816700458527,
0.02803601510822773,
-0.0005892266053706408,
-0.04839254915714264,
0.0015493730315938592,
0.0029433390591293573,
0.004209392704069614,
-0.07331305742263794,
0.04441677778959274,
-0.040271587669849396,
0.03274167329072952,
-0.010167600587010384,
-0.008689271286129951,
-0.03454264998435974,
0.03878103941679001,
-0.01384011935442686,
-0.01457845326513052,
-0.018023256212472916,
-0.002783216303214431,
-0.043921299278736115,
0.053999144583940506,
0.0008733244612812996,
0.02273974008858204,
-0.02461373433470726,
0.06856712698936462,
-0.04264227673411369,
-0.011792335659265518,
-0.028032910078763962,
0.013441887684166431,
-0.034448545426130295,
-0.0008323558722622693,
-0.017536332830786705,
-0.033469054847955704,
0.0028795094694942236,
0.04031145200133324,
0.035399239510297775,
0.013496789149940014,
-0.029319506138563156,
0.009789585135877132,
0.013874265365302563,
-0.046051282435655594,
-0.0017399436328560114,
-0.017058076336979866,
-0.028202898800373077,
-0.006880059838294983,
0.04457952082157135,
0.033042602241039276,
-0.04402725026011467,
-0.07178987562656403,
0.020496554672718048,
0.029216226190328598,
-0.002908254275098443,
0.002468909602612257,
0.018188539892435074,
0.03480546176433563,
0.05126450955867767,
-0.023556295782327652,
-0.003563829930499196,
-0.02177644707262516,
-0.027767164632678032,
0.027555493637919426,
-0.01907356083393097,
0.032153915613889694,
0.0027338776271790266,
-0.035905320197343826,
-0.009698963724076748,
0.07145374268293381,
0.02012902870774269,
0.013164754025638103,
0.0015825516311451793,
-0.017838887870311737,
0.022761866450309753,
0.021058157086372375,
-0.07123300433158875,
0.0067587983794510365,
0.04492358863353729,
-0.04225960001349449,
0.06762564182281494,
-0.020502781495451927,
0.040966201573610306,
0.05922943726181984,
-0.002893524942919612,
-0.023397674784064293,
0.05196157470345497,
-0.0225515216588974,
-0.02859368920326233,
0.055253610014915466,
-0.05132059380412102,
-0.023851830512285233,
-0.020605584606528282,
0.06429103761911392,
-0.0672505646944046,
0.05566404387354851,
0.05227411165833473,
0.033962782472372055,
-0.0051235007122159,
-0.046240903437137604,
-0.03814120963215828,
0.03008061647415161,
-0.035294320434331894,
0.06559082865715027,
0.02263101190328598,
-0.05176406353712082,
0.06911840289831161,
0.013670428656041622,
-0.07655512541532516,
0.04186379164457321,
0.03671663627028465,
0.017704134806990623,
0.026279456913471222,
0.060540974140167236,
-0.04843603074550629,
0.0176951065659523,
-0.05416738614439964,
0.018237197771668434,
-0.07010312378406525,
0.0074639045633375645,
0.006441220175474882,
-0.018424570560455322,
-0.024604221805930138,
0.03661992400884628,
-0.021120361983776093,
0.029517000541090965,
0.019967101514339447,
-0.05076265707612038,
-0.03226875513792038,
0.017635323107242584,
0.03538835793733597,
-0.009144129231572151,
0.017368650063872337,
-0.013219954445958138,
0.013247804716229439,
0.030481303110718727,
0.018970824778079987,
-0.0568208210170269,
-0.0008846361306495965,
0.030542554333806038,
-0.04696806147694588,
-0.022894762456417084,
0.0011298231547698379,
0.0037843482568860054,
-0.03811921179294586,
0.027757247909903526,
0.016757739707827568,
0.007294961716979742,
0.02943689189851284,
-0.018518833443522453,
0.04528289660811424,
-0.05311465635895729,
-0.008038493804633617,
0.008909841999411583,
0.0052034612745046616,
0.01834964007139206,
-0.020812518894672394,
0.020156197249889374,
0.020882198587059975,
0.051175154745578766,
0.016036424785852432,
-0.044313184916973114,
-0.013887555338442326,
0.02172744646668434,
-0.028365017846226692,
0.009059599600732327,
-0.022723546251654625,
-0.0728178322315216,
-0.03718036413192749,
-0.021364830434322357,
-0.00849173218011856,
0.016127778217196465,
-0.014634986408054829,
0.010059802792966366,
0.05666365846991539,
-0.03039209544658661,
-0.03482619673013687,
-0.06865549087524414,
-0.013160264119505882,
-0.021615641191601753,
0.009155751205980778,
0.015152756124734879,
-0.02781469002366066,
0.03116602450609207,
-0.05114736780524254,
-0.0598178431391716,
0.060918115079402924,
0.018174000084400177,
-0.033861856907606125,
0.05885536968708038,
0.0316886268556118,
-0.026388416066765785,
0.011423299089074135,
0.05479573458433151,
-0.052871156483888626,
0.023746788501739502,
-0.006282353773713112,
0.02245147153735161,
0.01664748229086399,
0.019841577857732773,
-0.01410707924515009,
-0.03965989872813225,
-0.05518856644630432,
-0.05087115988135338,
-0.03202398121356964,
-0.006701566278934479,
0.06800413131713867
] |
Declan/NPR_model_v6 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | 2020-04-29T13:25:02Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-es
* source languages: niu
* target languages: es
* OPUS readme: [niu-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.es | 24.2 | 0.419 |
| [
-0.016503432765603065,
-0.030126050114631653,
0.0006240505608730018,
0.033838190138339996,
0.029568180441856384,
0.02336534671485424,
-0.0021260161884129047,
-0.0077930898405611515,
-0.04991123452782631,
0.04976082965731621,
0.004110340960323811,
-0.011771328747272491,
0.005755576305091381,
0.05286909267306328,
-0.04316458851099014,
-0.024660125374794006,
-0.009761019609868526,
0.007500415667891502,
-0.043794576078653336,
-0.009328776970505714,
-0.007186888251453638,
0.009026712737977505,
-0.037500061094760895,
0.03562050685286522,
-0.025909753516316414,
0.0028975566383451223,
-0.011733575724065304,
0.01295667514204979,
0.02215787023305893,
-0.06951241940259933,
-0.0021067620255053043,
-0.021459482610225677,
-0.03368876501917839,
-0.015420974232256413,
-0.03195967525243759,
0.024909459054470062,
0.009774728678166866,
0.02071004919707775,
0.0748739168047905,
0.06204007938504219,
-0.005565537605434656,
0.005838356912136078,
-0.011061761528253555,
-0.02642865851521492,
0.03603619337081909,
0.006302121561020613,
-0.03457355499267578,
-0.035827480256557465,
0.025462383404374123,
-0.026872815564274788,
-0.05788824334740639,
-0.05620584636926651,
-0.016059041023254395,
0.03267898038029671,
-0.008985266089439392,
-0.005789701361209154,
-0.08997318893671036,
-0.010214317589998245,
0.06403069943189621,
-0.05397992208600044,
-0.029839403927326202,
0.01840882934629917,
-0.054538264870643616,
0.006142133846879005,
0.047215916216373444,
-0.0332089439034462,
-0.013037336058914661,
-0.048774391412734985,
0.04045354202389717,
-0.036013200879096985,
0.02333236113190651,
-0.045563843101263046,
0.016009286046028137,
-0.07133692502975464,
-0.051173754036426544,
-0.011120332404971123,
0.034811485558748245,
0.05473117530345917,
-0.04442674666643143,
0.04951457306742668,
0.043087590485811234,
-0.004193880129605532,
0.028434542939066887,
-0.009692518040537834,
-0.01570739597082138,
0.03696921095252037,
-0.031237812712788582,
-0.0037908307276666164,
0.01637410745024681,
0.0510784313082695,
-0.045999858528375626,
-0.030310576781630516,
-0.007767307572066784,
-0.03411262109875679,
-0.008498131297528744,
0.02928602695465088,
0.06406410038471222,
-0.02823382429778576,
0.010144734755158424,
0.04809114709496498,
0.024284284561872482,
0.0506824366748333,
0.003210278693586588,
0.06969334185123444,
-0.027764763683080673,
0.0049735563807189465,
-0.018330147489905357,
-0.024909816682338715,
-0.06763671338558197,
0.00727772805839777,
0.03446969762444496,
-0.040148817002773285,
-0.014094248414039612,
0.044518496841192245,
0.03607359901070595,
-0.03781112655997276,
0.07642125338315964,
-0.037212010473012924,
-0.049770206212997437,
-0.053484056144952774,
0.057816386222839355,
0.011927385814487934,
0.01005738414824009,
0.018182026222348213,
-0.059523992240428925,
0.01968660205602646,
-0.03382721170783043,
-0.035177867859601974,
-0.0005377478082664311,
0.02136828377842903,
-0.02445509284734726,
0.03429240360856056,
0.027361636981368065,
-0.05640451982617378,
0.02412375807762146,
-0.012095324695110321,
-0.04070848226547241,
0.06118279695510864,
0.04320660978555679,
0.09597287327051163,
-0.0472051165997982,
-0.034586768597364426,
0.01095521543174982,
0.0075455945916473866,
-0.030978234484791756,
0.004380888771265745,
-0.010155249387025833,
-0.022510303184390068,
-0.02375422604382038,
-0.01942265033721924,
0.0518975630402565,
-0.05386149138212204,
-0.022172415629029274,
0.05291801318526268,
-0.013464400544762611,
0.03708904609084129,
-0.03014277294278145,
-0.0022018414456397295,
0.0071561033837497234,
-0.01651834510266781,
-0.03258838877081871,
0.031796373426914215,
0.004884656053036451,
0.006024749483913183,
-0.03574918210506439,
-0.060558732599020004,
0.01894490420818329,
0.08000064641237259,
-0.02022925391793251,
-0.02482481300830841,
-0.030050214380025864,
0.008096239529550076,
0.040430959314107895,
0.011463049799203873,
-0.023951804265379906,
0.038292452692985535,
0.059081535786390305,
0.01783308945596218,
0.006990985479205847,
0.06937820464372635,
0.021042244508862495,
-0.020836248993873596,
-0.011561266146600246,
0.010254701599478722,
0.032882753759622574,
-0.017467740923166275,
-0.006919979117810726,
0.03812992945313454,
0.023395944386720657,
-0.023867815732955933,
-0.027763281017541885,
0.06354857981204987,
0.006641033571213484,
0.005131553392857313,
0.012364571914076805,
-0.02885153517127037,
-0.009711184538900852,
0.0535157285630703,
-0.00792444683611393,
-0.016614379361271858,
-0.03335583209991455,
-0.024481043219566345,
0.015974417328834534,
0.03467446193099022,
0.02400565706193447,
0.04916505515575409,
-0.012967797927558422,
0.10595962405204773,
-0.029288839548826218,
0.010003667324781418,
-0.01528383232653141,
-0.034210219979286194,
0.01570061221718788,
0.06491705030202866,
0.022114571183919907,
0.038032010197639465,
-0.004710577428340912,
-0.05524062365293503,
0.02841143123805523,
0.06610088050365448,
0.05367638170719147,
0.0064326925203204155,
-0.03956387937068939,
-0.008349481970071793,
0.0220815259963274,
0.03925515338778496,
-0.03263505920767784,
-0.061872199177742004,
0.025947904214262962,
0.06725840270519257,
-0.04036490246653557,
0.02190721035003662,
-0.035467758774757385,
0.021545294672250748,
-0.0411243699491024,
-0.04435145482420921,
0.048090480268001556,
0.016792617738246918,
-0.017002223059535027,
0.021307367831468582,
0.00873965211212635,
-0.011722318828105927,
0.03705856576561928,
0.009471063502132893,
-0.002476447494700551,
-0.028281232342123985,
0.012696199119091034,
0.021074393764138222,
0.052465446293354034,
-0.03127286210656166,
0.03895679488778114,
-0.025477375835180283,
0.0010369539959356189,
0.03443818539381027,
-0.06303282827138901,
0.012434357777237892,
0.03973502665758133,
0.014231736771762371,
-0.019365139305591583,
0.0036473998334258795,
0.0013427482917904854,
0.022669076919555664,
0.07169517874717712,
0.00613452959805727,
0.06049574166536331,
0.006656907964497805,
0.058473341166973114,
0.09101111441850662,
0.01430368609726429,
0.028468450531363487,
0.042270902544260025,
0.08958913385868073,
-0.014527224004268646,
-0.009369414299726486,
0.05071403086185455,
-0.05180567875504494,
0.020603962242603302,
-0.040694478899240494,
0.028234131634235382,
0.014117561280727386,
-0.004145622719079256,
0.036831777542829514,
0.0048825121484696865,
-0.017633533105254173,
0.007030778098851442,
-0.010670892894268036,
-0.028462210670113564,
0.03798070549964905,
0.012038066983222961,
0.008085708133876324,
0.008528190664947033,
0.006040295120328665,
0.029336513951420784,
-0.06370814889669418,
-0.0709228664636612,
0.021193629130721092,
-0.03425448015332222,
-0.0067392331548035145,
-0.06065286695957184,
-0.01447287481278181,
-0.056333791464567184,
-0.017015689983963966,
0.039878442883491516,
0.007671133615076542,
0.0006386878085322678,
-0.023405754938721657,
0.009292034432291985,
-0.031428322196006775,
-0.027710014954209328,
-0.04156148433685303,
-0.030156364664435387,
-0.03516118973493576,
-0.08135718107223511,
0.04378892481327057,
0.013493244536221027,
0.02136850170791149,
-0.015878766775131226,
0.017912356182932854,
-0.013577889651060104,
-0.016908900812268257,
0.07669902592897415,
0.05585751682519913,
-0.016503743827342987,
-0.02528882399201393,
0.04451783746480942,
-0.032468199729919434,
0.0037976813036948442,
-0.030069716274738312,
-0.024826522916555405,
0.06737547367811203,
0.05077319219708443,
0.026606189087033272,
0.006753647234290838,
-0.02512124925851822,
-0.04933446645736694,
-0.0608736127614975,
-0.042622726410627365,
-0.04036359116435051,
-0.013516778126358986,
-0.02566726692020893,
-0.05725514516234398,
-0.034831348806619644,
-0.03471939265727997,
-0.0065474133007228374,
-0.03217270225286484,
0.02381088212132454,
0.032412804663181305,
0.03802642226219177,
0.04197635501623154,
0.03608543053269386,
-0.05660688504576683,
-0.03102146089076996,
0.0714004784822464,
0.007757584564387798,
0.016641071066260338,
-0.056168995797634125,
-0.012758427299559116,
0.05254274979233742,
0.012781999073922634,
0.007959228940308094,
0.008592246100306511,
0.08277814835309982,
0.014830581843852997,
0.0138474702835083,
0.015624085441231728,
-0.008294331841170788,
-0.00845314096659422,
-0.0044386000372469425,
-0.014118460938334465,
-0.04389806464314461,
-0.020214909687638283,
-0.01644263230264187,
0.007977900095283985,
0.047578636556863785,
-0.06756038218736649,
-0.034773409366607666,
-0.010700216516852379,
0.0270316731184721,
0.009140647947788239,
0.019049054011702538,
-0.011134165339171886,
0.013246824964880943,
-0.034790340811014175,
-0.015548939816653728,
0.005981563124805689,
0.006749250460416079,
0.008030862547457218,
0.05581701174378395,
0.034119926393032074,
-0.03622393682599068,
0.04916746914386749,
0.026148652657866478,
0.0672314241528511,
0.01497067604213953,
-0.04208143427968025,
0.021413743495941162,
-0.022009994834661484,
0.013043388724327087,
-0.003907168749719858,
-0.015980465337634087,
-0.040509216487407684,
-0.07399695366621017,
0.0001427511451765895,
0.01766049861907959,
-0.03704986721277237,
0.007195278536528349,
0.02722671627998352,
-0.04714946076273918,
0.005855759140104055,
-0.004207399673759937,
0.011502208188176155,
0.0421321839094162,
-0.05462281033396721,
0.0610855333507061,
-0.010718823410570621,
0.02144579030573368,
-0.05284793674945831,
0.010865338146686554,
-0.016000987961888313,
-0.035209473222494125,
0.02344566583633423,
0.06408844888210297,
0.020780326798558235,
0.047366369515657425,
0.08357992023229599,
0.0431845523416996,
-0.02553095668554306,
0.029936108738183975,
0.030203871428966522,
0.0018027938203886151,
-0.0604790598154068,
-0.0070651196874678135,
-0.010486132465302944,
-0.0526556558907032,
-0.0011256341822445393,
-0.021819312125444412,
0.014999006874859333,
0.01616608165204525,
-0.0049722217954695225,
-0.026314325630664825,
-0.02159607782959938,
-0.03700796142220497,
-0.028473952785134315,
-0.06295208632946014,
-0.025936443358659744,
-0.017828160896897316,
0.0006096857250668108,
0.042487792670726776,
0.03928108140826225,
-0.003251401474699378,
0.04257160797715187,
0.053880009800195694,
-0.02621779590845108,
-0.02098141610622406,
0.008814171887934208,
0.022563554346561432,
-0.01891905628144741,
-0.06091955304145813,
-0.036514509469270706,
0.049017369747161865,
0.04178258404135704,
-0.03241707384586334,
-0.08754171431064606,
0.001670114230364561,
0.07332625240087509,
-0.038478951901197433,
0.051595065742731094,
0.003153435420244932,
0.04220098257064819,
0.056928642094135284,
-0.02290143072605133,
0.01631866581737995,
-0.028310995548963547,
0.02041783183813095,
0.0026422154624015093,
0.03507542610168457,
-0.035197436809539795,
-0.04466761276125908,
-0.08188498765230179,
0.011318369768559933,
0.027590040117502213,
0.08406507223844528,
0.0467105433344841,
-0.04242473840713501,
-0.06436242908239365,
-0.018008243292570114,
0.04829562082886696,
-0.05705450847744942,
-0.013449428603053093,
0.020674852654337883,
0.06440528482198715,
-0.04695693776011467,
-0.05310562998056412,
-0.0172182135283947,
0.003595821326598525,
0.037625059485435486,
-0.0019587348215281963,
-0.016547415405511856,
-0.05422191321849823,
0.03996691480278969,
-0.006543478928506374,
-0.041015733033418655,
-0.1164172887802124,
0.005240088794380426,
-0.03577445074915886,
-0.00870388001203537,
0.04661696404218674,
0.029235025867819786,
0.0345388725399971,
0.06490284204483032,
0.0001590637257322669,
0.027913616970181465,
-0.034800607711076736,
0.029400067403912544,
-0.0369868129491806,
0.006718291435390711,
0.02018040046095848,
-0.030770521610975266,
-0.02663532830774784,
-0.03612835705280304,
-0.03967848792672157,
-0.037596724927425385,
-0.02387380041182041,
0.02726113237440586,
-0.03177405521273613,
0.007070112507790327,
-0.016908280551433563,
0.028500374406576157,
-0.01766745187342167,
-0.01310459990054369,
-0.003500624094158411,
-0.0543707050383091,
-0.077616386115551,
-0.04875863343477249,
0.024919476360082626,
0.0231165811419487,
0.01563117839396,
0.03635495901107788,
0.01148249488323927,
0.011911601759493351,
0.015379654243588448,
-0.03994550555944443,
0.044852353632450104,
0.009188047610223293,
-0.041403140872716904,
-0.03820667043328285,
0.009407528676092625,
0.03802986443042755,
0.02887207455933094,
-0.05045681446790695,
0.03243369609117508,
0.005560173187404871,
-0.029711011797189713,
-0.014791159890592098,
-0.0028456244617700577,
0.02730013243854046,
-0.06955429911613464,
-0.04858453944325447,
-0.0008842734969221056,
-0.05483613163232803,
0.03490384295582771,
-0.013944670557975769,
0.0060138218104839325,
0.013349751941859722,
0.019537432119250298,
0.02975247986614704,
0.00011720281327143312,
-0.04769441857933998,
-0.0011090539628639817,
0.0009592642309144139,
0.004967805929481983,
-0.07117772847414017,
0.044841039925813675,
-0.04292706027626991,
0.033722709864377975,
-0.008485197089612484,
-0.009495134465396404,
-0.03235381841659546,
0.03814635053277016,
-0.012342107482254505,
-0.015458832494914532,
-0.02062418684363365,
0.005455829203128815,
-0.03930249437689781,
0.05349621921777725,
-0.0015385515289381146,
0.01930161751806736,
-0.022575071081519127,
0.07059763371944427,
-0.048222851008176804,
-0.00775684742256999,
-0.026699639856815338,
0.012650935910642147,
-0.03271092101931572,
-0.0024497900158166885,
-0.018216706812381744,
-0.03967227041721344,
0.003018468851223588,
0.038640428334474564,
0.03170134127140045,
0.012074705213308334,
-0.032228078693151474,
0.007579207420349121,
0.015555941499769688,
-0.0452619343996048,
-0.0019502497743815184,
-0.014291197992861271,
-0.026579029858112335,
-0.006207043305039406,
0.043917424976825714,
0.0339537188410759,
-0.042902398854494095,
-0.06919863820075989,
0.02444319985806942,
0.030410995706915855,
-0.003412934485822916,
-0.0010842549381777644,
0.018208123743534088,
0.0374971479177475,
0.05757278576493263,
-0.027416035532951355,
-0.0023108290042728186,
-0.02106892690062523,
-0.02817331813275814,
0.02689262665808201,
-0.01756826788187027,
0.02968733198940754,
0.00256938673555851,
-0.04097437486052513,
-0.01275184191763401,
0.07397779077291489,
0.024738047271966934,
0.010993859730660915,
-0.0005073363427072763,
-0.018984489142894745,
0.020463868975639343,
0.02088668942451477,
-0.0725289136171341,
0.00779237924143672,
0.044014524668455124,
-0.04299270734190941,
0.06944035738706589,
-0.020607437938451767,
0.03869783505797386,
0.05826295539736748,
-0.0028989980928599834,
-0.023758020251989365,
0.053970836102962494,
-0.021598629653453827,
-0.02729319967329502,
0.054128896445035934,
-0.053616415709257126,
-0.021830791607499123,
-0.018459446728229523,
0.06295924633741379,
-0.0696348249912262,
0.04906250908970833,
0.051064297556877136,
0.03016597405076027,
-0.007607087027281523,
-0.04389423131942749,
-0.03367860987782478,
0.03021787293255329,
-0.03880086541175842,
0.06620512157678604,
0.015613949857652187,
-0.05326302349567413,
0.07153636962175369,
0.01623188517987728,
-0.07631853222846985,
0.04250772297382355,
0.03456133231520653,
0.014054389670491219,
0.028066791594028473,
0.05797821655869484,
-0.04938412830233574,
0.01960054598748684,
-0.05132215470075607,
0.018472716212272644,
-0.07196587324142456,
0.006903853267431259,
0.0031936699524521828,
-0.016354400664567947,
-0.02312021516263485,
0.03784334287047386,
-0.024180011823773384,
0.028233706951141357,
0.017372144386172295,
-0.05476761981844902,
-0.0356975793838501,
0.015908075496554375,
0.03828127309679985,
-0.012879099696874619,
0.011670715175569057,
-0.010746871121227741,
0.014932014048099518,
0.027999049052596092,
0.016061170026659966,
-0.06014978885650635,
0.0016690250486135483,
0.02931278385221958,
-0.052511367946863174,
-0.022781584411859512,
0.0002415046183159575,
0.0062784356996417046,
-0.03621997311711311,
0.025049805641174316,
0.012407136149704456,
0.00859395693987608,
0.030767640098929405,
-0.01975557580590248,
0.047496501356363297,
-0.055410709232091904,
-0.007526163477450609,
0.008875921368598938,
0.007369584869593382,
0.01999470591545105,
-0.02171843871474266,
0.01738118566572666,
0.018829533830285072,
0.05317441001534462,
0.012667909264564514,
-0.04131867364048958,
-0.015604743734002113,
0.022897319868206978,
-0.030551690608263016,
0.01055421493947506,
-0.019138189032673836,
-0.0718938335776329,
-0.03797518089413643,
-0.015957456082105637,
-0.005442850291728973,
0.016134174540638924,
-0.017966900020837784,
0.008104391396045685,
0.055648840963840485,
-0.03159686177968979,
-0.03633188456296921,
-0.07390717417001724,
-0.015151849947869778,
-0.021090704947710037,
0.006858717650175095,
0.016483411192893982,
-0.028521327301859856,
0.029675116762518883,
-0.04800530523061752,
-0.06252570450305939,
0.06014019623398781,
0.019763533025979996,
-0.035257015377283096,
0.05559050664305687,
0.034890882670879364,
-0.037258800119161606,
0.011634591966867447,
0.059681396931409836,
-0.05125975236296654,
0.023602670058608055,
-0.008976012468338013,
0.027111908420920372,
0.016009466722607613,
0.022745216265320778,
-0.013487431220710278,
-0.03781331703066826,
-0.05253018066287041,
-0.049069397151470184,
-0.032613810151815414,
-0.009239660575985909,
0.06515742093324661
] |
Declan/NPR_model_v8 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-fi
* source languages: niu
* target languages: fi
* OPUS readme: [niu-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-fi/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.fi | 24.8 | 0.474 |
| [
-0.019145255908370018,
-0.03460810333490372,
0.005982504226267338,
0.03127499297261238,
0.023747384548187256,
0.025959506630897522,
0.0013625927967950702,
-0.01156339980661869,
-0.054394595324993134,
0.0467761754989624,
0.011423218064010143,
-0.005057724192738533,
0.007726071402430534,
0.047474730759859085,
-0.046081628650426865,
-0.029941558837890625,
-0.01053222082555294,
-0.003886604215949774,
-0.04301388934254646,
0.0013513785088434815,
-0.01210128702223301,
0.0034518155734986067,
-0.03793218731880188,
0.04102233424782753,
-0.019077738747000694,
0.005539247766137123,
-0.020911313593387604,
0.01155648659914732,
0.025914501398801804,
-0.07588288933038712,
-0.007618363481014967,
-0.023804420605301857,
-0.03733651712536812,
-0.01733330264687538,
-0.0310605950653553,
0.024694601073861122,
0.0039013572968542576,
0.022945884615182877,
0.07262643426656723,
0.06276354193687439,
0.004088913090527058,
0.003873063949868083,
-0.014073280617594719,
-0.016243120655417442,
0.03870288282632828,
0.0062226057052612305,
-0.032645683735609055,
-0.026837032288312912,
0.022796567529439926,
-0.03143923357129097,
-0.050475459545850754,
-0.05774913355708122,
-0.025501485913991928,
0.030970092862844467,
-0.00905753206461668,
0.002809033030644059,
-0.08861910551786423,
-0.0028109976556152105,
0.05890901759266853,
-0.052572544664144516,
-0.030024059116840363,
0.01879236288368702,
-0.056332141160964966,
0.009073257446289062,
0.04848871007561684,
-0.03262197598814964,
-0.008418149314820766,
-0.05015205964446068,
0.03774413838982582,
-0.03210029751062393,
0.021998802199959755,
-0.04247351363301277,
0.022644005715847015,
-0.06912023574113846,
-0.04779357090592384,
-0.012527905404567719,
0.034461624920368195,
0.048301611095666885,
-0.04625311121344566,
0.05166595056653023,
0.045972175896167755,
0.001122768153436482,
0.022625617682933807,
-0.0067398021928966045,
-0.006592215970158577,
0.034529414027929306,
-0.0253099724650383,
0.00011114458175143227,
0.0157703198492527,
0.04825345054268837,
-0.04422399029135704,
-0.029440876096487045,
-0.0037774723023176193,
-0.03244812414050102,
-0.005915277171880007,
0.024383462965488434,
0.06060054153203964,
-0.022002095356583595,
0.006210405379533768,
0.04357631877064705,
0.025871215388178825,
0.05350884050130844,
0.001966028707101941,
0.066376231610775,
-0.02171417511999607,
0.010770139284431934,
-0.016152992844581604,
-0.02794470079243183,
-0.06776177883148193,
0.008247430436313152,
0.03580392897129059,
-0.04286768659949303,
-0.002899027429521084,
0.042743805795907974,
0.032803021371364594,
-0.034778617322444916,
0.0795324444770813,
-0.03837373107671738,
-0.04209050163626671,
-0.0629456490278244,
0.059632908552885056,
0.01525925938040018,
0.007234571967273951,
0.02467484399676323,
-0.05209437757730484,
0.030530782416462898,
-0.03276161849498749,
-0.0337262824177742,
0.002846074989065528,
0.02231367863714695,
-0.022409217432141304,
0.03334653750061989,
0.029867924749851227,
-0.05665786936879158,
0.017385732382535934,
-0.010814554058015347,
-0.046586599200963974,
0.054312240332365036,
0.04022642970085144,
0.10841982066631317,
-0.04777498170733452,
-0.03473232313990593,
0.012513716705143452,
0.007885225117206573,
-0.026737192645668983,
0.005485108122229576,
-0.006771935615688562,
-0.026231154799461365,
-0.024735067039728165,
-0.02089603617787361,
0.03836733475327492,
-0.05360182374715805,
-0.016933023929595947,
0.06213545426726341,
-0.014755266718566418,
0.03500182181596756,
-0.02290973626077175,
-0.0033217251766473055,
0.004307069815695286,
-0.017027270048856735,
-0.02952304482460022,
0.03364831209182739,
0.004794583190232515,
0.00815997552126646,
-0.03444927930831909,
-0.06411562114953995,
0.021405614912509918,
0.07799803465604782,
-0.019039368256926537,
-0.02660619094967842,
-0.031614068895578384,
0.009248529560863972,
0.03071911633014679,
0.014308410696685314,
-0.01953485608100891,
0.04336763545870781,
0.04344659671187401,
0.015225544571876526,
0.013137801550328732,
0.07513592392206192,
0.015516887418925762,
-0.020099347457289696,
-0.013166908174753189,
0.01176012959331274,
0.03888745233416557,
-0.015248415060341358,
-0.007051559630781412,
0.040128469467163086,
0.02059292048215866,
-0.02622516267001629,
-0.02536073699593544,
0.05966886878013611,
0.006936389487236738,
0.002923829946666956,
0.010282525792717934,
-0.03261849284172058,
-0.005113714374601841,
0.05735549330711365,
-0.002122935140505433,
-0.018219459801912308,
-0.038962218910455704,
-0.027883928269147873,
0.02112007513642311,
0.0348120778799057,
0.016447171568870544,
0.04630400240421295,
-0.011814229190349579,
0.11165614426136017,
-0.0360507033765316,
0.010675141587853432,
-0.017227163538336754,
-0.0349237397313118,
0.021624518558382988,
0.07144734263420105,
0.024391144514083862,
0.04322829470038414,
-0.008435278199613094,
-0.05513077229261398,
0.024167586117982864,
0.06281580775976181,
0.057621683925390244,
0.011091978289186954,
-0.03404677286744118,
-0.005540019832551479,
0.026147810742259026,
0.034175388514995575,
-0.033523622900247574,
-0.06532996892929077,
0.02225036546587944,
0.057052258402109146,
-0.032430004328489304,
0.026271961629390717,
-0.027423834428191185,
0.021883824840188026,
-0.04475550353527069,
-0.04749871417880058,
0.04753850772976875,
0.01936325989663601,
-0.01831524819135666,
0.024932311847805977,
0.012396671809256077,
-0.01239823829382658,
0.034015461802482605,
0.006044417154043913,
-0.0017724318895488977,
-0.026828646659851074,
0.01760285347700119,
0.03272783383727074,
0.06144542619585991,
-0.03049708902835846,
0.031907979398965836,
-0.028311269357800484,
0.0008770773420110345,
0.026762086898088455,
-0.06709317862987518,
0.015554982237517834,
0.04197850450873375,
0.012999223545193672,
-0.02919636480510235,
0.002629757858812809,
0.002664881758391857,
0.030229035764932632,
0.0737970694899559,
0.006101282779127359,
0.06448927521705627,
0.0131295807659626,
0.060865212231874466,
0.08786540478467941,
0.0026773265562951565,
0.027624860405921936,
0.0469377376139164,
0.08305022865533829,
-0.012185650877654552,
-0.016122473403811455,
0.05051033943891525,
-0.056467168033123016,
0.021700419485569,
-0.04177546501159668,
0.029198983684182167,
0.010188518092036247,
-0.004857229068875313,
0.033218804746866226,
0.008146249689161777,
-0.018587425351142883,
-0.0008010451565496624,
-0.012063520029187202,
-0.021882422268390656,
0.03760199621319771,
0.009965404868125916,
0.008143525570631027,
0.013021287508308887,
0.006726687308400869,
0.02669680304825306,
-0.06594046950340271,
-0.0814870297908783,
0.0146760493516922,
-0.03345686197280884,
-0.010454369708895683,
-0.06251324713230133,
-0.003186006797477603,
-0.051813043653964996,
-0.02403673529624939,
0.03699614107608795,
0.015743879601359367,
-0.0002422337420284748,
-0.02465052902698517,
0.012555365450680256,
-0.03667300567030907,
-0.019848277792334557,
-0.04285053908824921,
-0.030344665050506592,
-0.04486377164721489,
-0.07658857852220535,
0.04742713272571564,
0.013649433851242065,
0.025606127455830574,
-0.02227838523685932,
0.021516434848308563,
-0.012711427174508572,
-0.012927246280014515,
0.07607823610305786,
0.05648054555058479,
-0.02829398773610592,
-0.0263466015458107,
0.04840867593884468,
-0.03008715994656086,
-0.0028746998868882656,
-0.02361050434410572,
-0.03339811787009239,
0.06809578090906143,
0.04633466526865959,
0.019123585894703865,
0.007202235981822014,
-0.02360907755792141,
-0.05364504083991051,
-0.05997658520936966,
-0.044630683958530426,
-0.041020192205905914,
-0.01519640814512968,
-0.02069658413529396,
-0.05781447887420654,
-0.04045899212360382,
-0.030496586114168167,
-0.002048434689640999,
-0.035375867038965225,
0.02665085159242153,
0.023383069783449173,
0.04368995130062103,
0.036251697689294815,
0.03470121696591377,
-0.05613419786095619,
-0.03182905167341232,
0.06951353698968887,
0.0014750801492482424,
0.010051139630377293,
-0.05394281446933746,
-0.014249910600483418,
0.049244463443756104,
0.01535453274846077,
0.003835228504613042,
0.0035002892836928368,
0.08529767394065857,
0.009618917480111122,
0.0167202427983284,
0.007739742752164602,
-0.00971982255578041,
-0.00641690893098712,
-0.006106175947934389,
-0.01750347763299942,
-0.03988746926188469,
-0.017461305484175682,
-0.012023854069411755,
0.0048410058952867985,
0.045940954238176346,
-0.06835087388753891,
-0.03271453082561493,
-0.008920849300920963,
0.03050088696181774,
0.0011403042590245605,
0.02159133553504944,
-0.01629961095750332,
0.015426228754222393,
-0.04067504405975342,
-0.017665881663560867,
0.003523206803947687,
0.006420177407562733,
0.00960337370634079,
0.051047466695308685,
0.03786403685808182,
-0.03409687429666519,
0.05223889648914337,
0.027978355064988136,
0.06790827214717865,
0.01085528265684843,
-0.043735671788454056,
0.020155105739831924,
-0.024377236142754555,
0.017619112506508827,
-0.008500758558511734,
-0.02328227274119854,
-0.03942009434103966,
-0.07510720193386078,
-0.0019205918069928885,
0.02414768747985363,
-0.03873157501220703,
0.013507875613868237,
0.030036956071853638,
-0.04993211477994919,
0.0023419226054102182,
-0.004686437081545591,
0.01511578168720007,
0.04651546850800514,
-0.054294150322675705,
0.05816762149333954,
-0.010106043890118599,
0.027254674583673477,
-0.05259837955236435,
0.016718167811632156,
-0.012609973549842834,
-0.043265894055366516,
0.02369709499180317,
0.06436505168676376,
0.01736125349998474,
0.0416128896176815,
0.08564132452011108,
0.042425673454999924,
-0.021242182701826096,
0.035848356783390045,
0.031155310571193695,
0.008138313889503479,
-0.05902053415775299,
-0.009022592566907406,
-0.01102068554610014,
-0.049910493195056915,
-0.010850016959011555,
-0.02178344503045082,
0.015673886984586716,
0.012901912443339825,
-0.007207588758319616,
-0.023118186742067337,
-0.024040600284934044,
-0.03325168788433075,
-0.026064708828926086,
-0.06138240918517113,
-0.014047333039343357,
-0.004889337811619043,
0.0016085723182186484,
0.03576523810625076,
0.03913877159357071,
0.00037195399636402726,
0.034036606550216675,
0.047983795404434204,
-0.02215377427637577,
-0.022327926009893417,
0.008474587462842464,
0.020436862483620644,
-0.022961366921663284,
-0.05581023544073105,
-0.029951179400086403,
0.050243161618709564,
0.039472807198762894,
-0.038247000426054,
-0.09261278063058853,
0.003236962715163827,
0.07655391097068787,
-0.035624660551548004,
0.058004751801490784,
-0.004159829113632441,
0.037125736474990845,
0.058544889092445374,
-0.022511212155222893,
0.0057635256089270115,
-0.023360662162303925,
0.02389899455010891,
0.0033278735354542732,
0.035978469997644424,
-0.040995486080646515,
-0.03824399784207344,
-0.0849604383111,
0.018991850316524506,
0.030426491051912308,
0.08055110275745392,
0.05144753307104111,
-0.03958475589752197,
-0.06336146593093872,
-0.016168974339962006,
0.04127456247806549,
-0.05093211308121681,
-0.015306051820516586,
0.02392597310245037,
0.07163698971271515,
-0.039871782064437866,
-0.05672735348343849,
-0.01737395115196705,
0.013002132996916771,
0.033451635390520096,
0.0033709481358528137,
-0.01564469188451767,
-0.05666152015328407,
0.045320380479097366,
-0.00647727120667696,
-0.04020953178405762,
-0.11577674746513367,
0.002853624988347292,
-0.0358903668820858,
-0.012315160594880581,
0.04962500184774399,
0.020294567570090294,
0.03186722472310066,
0.06046222895383835,
0.005458330735564232,
0.025985607877373695,
-0.035777535289525986,
0.03290504589676857,
-0.041568439453840256,
0.0053620473481714725,
0.018361009657382965,
-0.035018667578697205,
-0.02778191678225994,
-0.024589087814092636,
-0.048199065029621124,
-0.03896351903676987,
-0.031191881746053696,
0.01654934510588646,
-0.029579849913716316,
0.00596794905140996,
-0.018491551280021667,
0.030892718583345413,
-0.018115486949682236,
-0.015323827974498272,
-0.008270355872809887,
-0.05673485994338989,
-0.07787510752677917,
-0.04599454626441002,
0.021255139261484146,
0.022203151136636734,
0.012405653484165668,
0.030882136896252632,
0.007842796854674816,
0.01915118657052517,
0.022628694772720337,
-0.039328232407569885,
0.04432007297873497,
0.017684251070022583,
-0.037790875881910324,
-0.04359942674636841,
0.016824955120682716,
0.0354408398270607,
0.024169478565454483,
-0.05106177553534508,
0.029197553172707558,
0.0052955057471990585,
-0.03161434829235077,
-0.019090205430984497,
-0.000581970380153507,
0.035542502999305725,
-0.0729985460639,
-0.04705572500824928,
0.0039049021434038877,
-0.05311618000268936,
0.036172643303871155,
-0.0205539558082819,
0.005539451260119677,
0.023913661018013954,
0.022674089297652245,
0.0220333319157362,
0.0016023754142224789,
-0.05383424088358879,
-0.002050834009423852,
0.004051267169415951,
0.006549375131726265,
-0.07070185989141464,
0.04205048084259033,
-0.039652466773986816,
0.027217330411076546,
-0.014865423552691936,
-0.006058653816580772,
-0.03855171799659729,
0.03991334140300751,
-0.004361107479780912,
-0.01752946525812149,
-0.013643193058669567,
-0.009406049735844135,
-0.040469735860824585,
0.04947904497385025,
-0.0027959614526480436,
0.022206077352166176,
-0.024807076901197433,
0.06505502015352249,
-0.03986426815390587,
-0.020311256870627403,
-0.025214118883013725,
0.0051923105493187904,
-0.03426763042807579,
-0.0022980249486863613,
-0.01882156915962696,
-0.037844572216272354,
0.006052454933524132,
0.035655997693538666,
0.0360395610332489,
0.009829401969909668,
-0.02109503746032715,
0.013879595324397087,
0.0157037153840065,
-0.04323090985417366,
-0.007032093591988087,
-0.021721690893173218,
-0.023108994588255882,
-0.007990790531039238,
0.04417258873581886,
0.03357347100973129,
-0.05727392062544823,
-0.07174079120159149,
0.01979047805070877,
0.035428863018751144,
0.00012541451724246144,
0.006853958126157522,
0.021221298724412918,
0.04198984056711197,
0.049505893141031265,
-0.018032768741250038,
-0.004120475612580776,
-0.024847421795129776,
-0.025322414934635162,
0.03508567065000534,
-0.02167157456278801,
0.023443665355443954,
-0.000023718215743429027,
-0.03144173324108124,
-0.007471799850463867,
0.06922517716884613,
0.017854925245046616,
0.012010185047984123,
-0.0005281663034111261,
-0.025146396830677986,
0.019965970888733864,
0.022221559658646584,
-0.07428771257400513,
0.01424098014831543,
0.04369988292455673,
-0.048313505947589874,
0.06694894284009933,
-0.01670539565384388,
0.04254872351884842,
0.054829955101013184,
0.00010183737322222441,
-0.02010142244398594,
0.04995228350162506,
-0.01974908821284771,
-0.029239855706691742,
0.05021683871746063,
-0.05471697449684143,
-0.026230737566947937,
-0.02110031247138977,
0.0686093345284462,
-0.058347027748823166,
0.049698200076818466,
0.04859434440732002,
0.03540853410959244,
-0.0042618815787136555,
-0.04354201257228851,
-0.043099191039800644,
0.03597785905003548,
-0.04046352580189705,
0.06874856352806091,
0.016617270186543465,
-0.06179547682404518,
0.06675807386636734,
0.017261765897274017,
-0.08188652992248535,
0.0413910336792469,
0.04014278203248978,
0.01587585173547268,
0.028171340003609657,
0.057643406093120575,
-0.042606089264154434,
0.009255834855139256,
-0.054746113717556,
0.01696009747684002,
-0.07202336937189102,
0.00791599415242672,
0.008194636553525925,
-0.017924237996339798,
-0.02061394229531288,
0.04508112743496895,
-0.016704294830560684,
0.031900111585855484,
0.01710393838584423,
-0.04784495756030083,
-0.03129924461245537,
0.019312692806124687,
0.030634542927145958,
-0.0038170423358678818,
0.011218123137950897,
-0.01699708215892315,
0.01582103781402111,
0.027608422562479973,
0.010560533963143826,
-0.05866444483399391,
0.0025520301423966885,
0.03223564475774765,
-0.051234178245067596,
-0.020145190879702568,
0.01713562197983265,
0.00437852181494236,
-0.03840318322181702,
0.026866519823670387,
0.013296137563884258,
0.0025059657637029886,
0.032510001212358475,
-0.02165999263525009,
0.045362427830696106,
-0.0619531087577343,
-0.006597327068448067,
0.0010551464511081576,
-0.0013640898978337646,
0.01670219749212265,
-0.022158993408083916,
0.015759438276290894,
0.017247477546334267,
0.04808879643678665,
0.02168881520628929,
-0.04253445938229561,
-0.013946205377578735,
0.02675715833902359,
-0.018234120681881905,
0.011139540001749992,
-0.02191927656531334,
-0.07357799261808395,
-0.04209651052951813,
-0.024347607046365738,
-0.002846278017386794,
0.016710584983229637,
-0.005354028660804033,
0.008992374874651432,
0.049281783401966095,
-0.03343404084444046,
-0.031240759417414665,
-0.06559798866510391,
-0.012257343158125877,
-0.01825452782213688,
0.015287850052118301,
0.012855376116931438,
-0.02421724796295166,
0.03276262804865837,
-0.04094737395644188,
-0.06443276256322861,
0.0563310869038105,
0.013373621739447117,
-0.028738753870129585,
0.058580487966537476,
0.02877756580710411,
-0.020825402811169624,
0.018064694479107857,
0.062220048159360886,
-0.05333198234438896,
0.02675662934780121,
-0.0047558811493217945,
0.017726825550198555,
0.015623553656041622,
0.01690077967941761,
-0.013810303993523121,
-0.04162231832742691,
-0.05697629973292351,
-0.04040680453181267,
-0.02798541635274887,
-0.007932007312774658,
0.0697496309876442
] |
Declan/NewYorkPost_model_v1 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2020-04-29T13:25:45Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-fr
* source languages: niu
* target languages: fr
* OPUS readme: [niu-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.fr | 28.1 | 0.452 |
| [
-0.01587792858481407,
-0.030409149825572968,
-0.009664100594818592,
0.03642076998949051,
0.028190942481160164,
0.02195592224597931,
-0.005587087478488684,
-0.011057807132601738,
-0.049528125673532486,
0.0514792762696743,
0.008660140447318554,
-0.008103447034955025,
-0.0006988851237110794,
0.04790903255343437,
-0.03824963793158531,
-0.027567462995648384,
-0.009538078680634499,
0.004932585638016462,
-0.03734114021062851,
-0.00668437359854579,
-0.00049294822383672,
0.012349961325526237,
-0.039016783237457275,
0.036439765244722366,
-0.019035834819078445,
0.00014649293734692037,
-0.018351949751377106,
0.019397146999835968,
0.019650187343358994,
-0.07742071896791458,
-0.004646664019674063,
-0.02067727781832218,
-0.035648200660943985,
-0.016751090064644814,
-0.021195217967033386,
0.026849137619137764,
0.00434099743142724,
0.023483838886022568,
0.07463788241147995,
0.06085972487926483,
-0.0028791753575205803,
-0.0022738315165042877,
-0.013262302614748478,
-0.017754552885890007,
0.03928384557366371,
0.0009032815578393638,
-0.03473155200481415,
-0.03546972572803497,
0.025078637525439262,
-0.03395470604300499,
-0.05789751559495926,
-0.05451972782611847,
-0.013333585113286972,
0.03155757114291191,
-0.001589781022630632,
-0.00711834104731679,
-0.08768690377473831,
-0.009376928210258484,
0.059227846562862396,
-0.04864379018545151,
-0.026857659220695496,
0.022345082834362984,
-0.05170433223247528,
0.014317304827272892,
0.04714241623878479,
-0.03549003228545189,
-0.012546082027256489,
-0.046398308128118515,
0.0422816127538681,
-0.03376862034201622,
0.03057187609374523,
-0.03558264300227165,
0.013817660510540009,
-0.07589784264564514,
-0.046454817056655884,
-0.006462616380304098,
0.032097168266773224,
0.05770892649888992,
-0.04354739934206009,
0.04923095181584358,
0.04253516346216202,
-0.003936414606869221,
0.024896321818232536,
-0.01228071004152298,
-0.018410304561257362,
0.03611253201961517,
-0.02905205823481083,
-0.0018198557663708925,
0.016944700852036476,
0.04888096824288368,
-0.04585656151175499,
-0.037623364478349686,
-0.005798947531729937,
-0.03387600556015968,
-0.005229113157838583,
0.02856653742492199,
0.06255585700273514,
-0.0316302664577961,
0.008854635991156101,
0.044856466352939606,
0.02379165031015873,
0.0501626655459404,
0.003658301429823041,
0.06894490122795105,
-0.020447393879294395,
0.002477027243003249,
-0.020934514701366425,
-0.021648269146680832,
-0.06798920035362244,
0.014559611678123474,
0.04118397459387779,
-0.042044997215270996,
-0.01068583969026804,
0.04690473899245262,
0.03183100372552872,
-0.034878380596637726,
0.07291548699140549,
-0.038480035960674286,
-0.047226715832948685,
-0.05897175148129463,
0.05181814730167389,
0.012248178943991661,
0.010550656355917454,
0.014118505641818047,
-0.05634500831365585,
0.019369114190340042,
-0.03699266165494919,
-0.03215589374303818,
0.0015829148469492793,
0.0184931643307209,
-0.019011955708265305,
0.03760489448904991,
0.0315982922911644,
-0.05164023116230965,
0.022568607702851295,
-0.01866859756410122,
-0.04296940937638283,
0.05996265262365341,
0.042420048266649246,
0.10014235973358154,
-0.05108087882399559,
-0.03775256127119064,
0.01915433071553707,
0.008301778696477413,
-0.03809213638305664,
0.009150294587016106,
-0.011774332262575626,
-0.02493339590728283,
-0.028559774160385132,
-0.017126021906733513,
0.05122643709182739,
-0.051578957587480545,
-0.02534402720630169,
0.04859615117311478,
-0.014842336066067219,
0.04012928530573845,
-0.030633553862571716,
-0.0006136406445875764,
0.008141184225678444,
-0.015927288681268692,
-0.03588495030999184,
0.027801979333162308,
0.0077655683271586895,
0.007181642111390829,
-0.03276640176773071,
-0.05755696818232536,
0.013777388259768486,
0.08157747983932495,
-0.01938796415925026,
-0.02236330322921276,
-0.025865623727440834,
0.010800007730722427,
0.03402023762464523,
0.018215857446193695,
-0.026880210265517235,
0.04600287228822708,
0.05573514476418495,
0.01599200628697872,
0.00881868600845337,
0.0725887268781662,
0.03086111508309841,
-0.021046927198767662,
-0.009372537024319172,
0.009675129316747189,
0.030202070251107216,
-0.02299751341342926,
-0.004301374778151512,
0.03656106814742088,
0.025447335094213486,
-0.023062657564878464,
-0.03173776715993881,
0.0631568431854248,
0.008686336688697338,
0.0018641632050275803,
0.01758349873125553,
-0.03090055286884308,
-0.01149076595902443,
0.05024518072605133,
-0.008060083724558353,
-0.013208013959228992,
-0.0331246517598629,
-0.02986414171755314,
0.01928861252963543,
0.0315614752471447,
0.027639783918857574,
0.04562684893608093,
-0.016383495181798935,
0.10598437488079071,
-0.030780764296650887,
0.00940071139484644,
-0.014603846706449986,
-0.027920199558138847,
0.014651346020400524,
0.06520287692546844,
0.017908459529280663,
0.03862687200307846,
-0.0055800932459533215,
-0.05321837216615677,
0.032655976712703705,
0.06179584190249443,
0.053545501083135605,
0.012107480317354202,
-0.039392855018377304,
-0.011715560220181942,
0.02012532763183117,
0.04074789956212044,
-0.037109699100255966,
-0.056879933923482895,
0.019330305978655815,
0.057590097188949585,
-0.040987592190504074,
0.023732105270028114,
-0.033797264099121094,
0.019854610785841942,
-0.039944928139448166,
-0.04390096291899681,
0.05015844479203224,
0.027133408933877945,
-0.014033565297722816,
0.02647458016872406,
0.01576813869178295,
-0.01925990916788578,
0.03434072062373161,
0.011929808184504509,
-0.0021534254774451256,
-0.028920946642756462,
0.013270076364278793,
0.02689545601606369,
0.05208022519946098,
-0.03231119364500046,
0.03881549835205078,
-0.02925063855946064,
0.0010939090279862285,
0.031997520476579666,
-0.06290089339017868,
0.012987627647817135,
0.042629141360521317,
0.01382815558463335,
-0.018617890775203705,
-0.0014734100550413132,
-0.00037229317240417004,
0.02055145986378193,
0.07510436326265335,
0.008062172681093216,
0.05859864130616188,
0.009588913060724735,
0.06309095770120621,
0.09629938006401062,
0.017045361921191216,
0.029547691345214844,
0.038896236568689346,
0.08443230390548706,
-0.011732552200555801,
-0.012783351354300976,
0.04822186008095741,
-0.04905224218964577,
0.022808654233813286,
-0.04129272326827049,
0.03107154741883278,
0.01672441139817238,
-0.00827635545283556,
0.028891546651721,
0.006606828887015581,
-0.014107827097177505,
0.0056742229498922825,
-0.008810688741505146,
-0.025408321991562843,
0.038149721920490265,
0.014014123007655144,
0.004817270673811436,
0.015013228170573711,
0.010632222518324852,
0.026361366733908653,
-0.056186992675065994,
-0.06533215939998627,
0.018076112493872643,
-0.032245587557554245,
-0.003173013450577855,
-0.06540678441524506,
-0.016732841730117798,
-0.0603565014898777,
-0.019766364246606827,
0.03763614222407341,
0.010556804947555065,
-0.002312850207090378,
-0.027838025242090225,
0.013692628592252731,
-0.028379783034324646,
-0.018114784732460976,
-0.04420715197920799,
-0.030791278928518295,
-0.037164606153964996,
-0.08811914920806885,
0.047873370349407196,
0.00931625161319971,
0.02212333306670189,
-0.014708583243191242,
0.015543678775429726,
-0.02574986033141613,
-0.010515747591853142,
0.07670401781797409,
0.0555213987827301,
-0.021995138376951218,
-0.028160713613033295,
0.04373876005411148,
-0.03895421698689461,
-0.004436533432453871,
-0.0318622961640358,
-0.03757227957248688,
0.07279465347528458,
0.051785606890916824,
0.02550746314227581,
0.008276480250060558,
-0.032085392624139786,
-0.05210056155920029,
-0.06331363320350647,
-0.03722728043794632,
-0.04399782419204712,
-0.01063607633113861,
-0.029470335692167282,
-0.05090004578232765,
-0.0360942967236042,
-0.03400343656539917,
-0.00695626437664032,
-0.02696334198117256,
0.022992845624685287,
0.02362683229148388,
0.03884454816579819,
0.03714621067047119,
0.040123291313648224,
-0.05441800877451897,
-0.03945758938789368,
0.07674121111631393,
0.012109512463212013,
0.012593373656272888,
-0.0452246256172657,
-0.010459299199283123,
0.05588895082473755,
0.013245419599115849,
0.0038813063874840736,
0.002885074121877551,
0.0802144929766655,
0.01004558615386486,
0.013702915981411934,
0.009184509515762329,
-0.005644756369292736,
0.0005384093965403736,
-0.004161339718848467,
-0.012436499819159508,
-0.04618276283144951,
-0.02692965418100357,
-0.014569750055670738,
0.016314547508955002,
0.04224180057644844,
-0.07069559395313263,
-0.03658214956521988,
-0.009149809367954731,
0.031201891601085663,
0.009059435687959194,
0.021148649975657463,
-0.008798284456133842,
0.014382433146238327,
-0.04278996214270592,
-0.017260592430830002,
0.009118303656578064,
0.008058955892920494,
0.005938731133937836,
0.05423828586935997,
0.029736341908574104,
-0.028593923896551132,
0.0481012687087059,
0.032753877341747284,
0.06811808794736862,
0.013784687034785748,
-0.04418759420514107,
0.017256027087569237,
-0.01724393665790558,
0.012482704594731331,
-0.0033759791404008865,
-0.011016227304935455,
-0.041830070316791534,
-0.07977726310491562,
-0.007028644904494286,
0.018982166424393654,
-0.02913438342511654,
0.007587616331875324,
0.02889542281627655,
-0.050233740359544754,
0.004258978646248579,
0.0037983248475939035,
0.016208693385124207,
0.04317812621593475,
-0.05212650075554848,
0.05898574739694595,
-0.015566450543701649,
0.02767508663237095,
-0.055267609655857086,
0.017529506236314774,
-0.011945403181016445,
-0.03474855795502663,
0.023148152977228165,
0.06278613954782486,
0.017968114465475082,
0.05212395638227463,
0.08455917984247208,
0.04220975562930107,
-0.025710508227348328,
0.025681262835860252,
0.03154642507433891,
0.0014892645413056016,
-0.05647439509630203,
-0.009625348262488842,
-0.0016024095239117742,
-0.05033566430211067,
-0.0026187694165855646,
-0.022790610790252686,
0.013908352702856064,
0.014286303892731667,
-0.009405783377587795,
-0.021459881216287613,
-0.017137285321950912,
-0.03409748896956444,
-0.03274048492312431,
-0.06031592935323715,
-0.02497333101928234,
-0.017360039055347443,
0.0006140840123407543,
0.04269615560770035,
0.04050836339592934,
-0.0012863425072282553,
0.04461979120969772,
0.05101855844259262,
-0.02686060406267643,
-0.022295638918876648,
0.013771165162324905,
0.0233918484300375,
-0.015259663574397564,
-0.0596301443874836,
-0.03305413946509361,
0.0433279350399971,
0.041582267731428146,
-0.03677422180771828,
-0.08322393894195557,
-0.0003918093570973724,
0.07536181062459946,
-0.029521353542804718,
0.05478698015213013,
0.0063269068486988544,
0.0415499210357666,
0.05829797685146332,
-0.02454547770321369,
0.01686401665210724,
-0.028867704793810844,
0.02802184782922268,
0.005976389162242413,
0.028143424540758133,
-0.04290272668004036,
-0.03955894708633423,
-0.08395718783140182,
0.013915561139583588,
0.026631565764546394,
0.08375879377126694,
0.04285589978098869,
-0.037955280393362045,
-0.06397616863250732,
-0.013885889202356339,
0.043394044041633606,
-0.05267535522580147,
-0.01052084006369114,
0.018994556739926338,
0.06995971500873566,
-0.04523659124970436,
-0.05346987769007683,
-0.02043909579515457,
0.008604513481259346,
0.040718600153923035,
0.0014794974122196436,
-0.01041195634752512,
-0.05485796555876732,
0.04212119057774544,
-0.010663788765668869,
-0.036164987832307816,
-0.11816447973251343,
0.002709141932427883,
-0.031602222472429276,
-0.010672636330127716,
0.052925869822502136,
0.021149426698684692,
0.03212030977010727,
0.060461703687906265,
0.007599975913763046,
0.03202129900455475,
-0.02844417840242386,
0.031058112159371376,
-0.03813830763101578,
0.002691511297598481,
0.022658007219433784,
-0.032999128103256226,
-0.025534436106681824,
-0.030548149719834328,
-0.03705998510122299,
-0.03437528759241104,
-0.024079950526356697,
0.02307320013642311,
-0.026642154902219772,
0.006742652505636215,
-0.022002842277288437,
0.0317457877099514,
-0.015366370789706707,
-0.014703037217259407,
-0.005989245139062405,
-0.05233139917254448,
-0.07988730072975159,
-0.04651131480932236,
0.022982817143201828,
0.027370523661375046,
0.010738827288150787,
0.036610446870326996,
0.005797128193080425,
0.01813080534338951,
0.020605456084012985,
-0.036733340471982956,
0.0503099225461483,
0.010459397919476032,
-0.04127972200512886,
-0.038418423384428024,
0.0097407391294837,
0.031267955899238586,
0.025368506088852882,
-0.04670856520533562,
0.030516259372234344,
0.004483483266085386,
-0.033488355576992035,
-0.02050565741956234,
-0.0020724486093968153,
0.023907726630568504,
-0.06691676378250122,
-0.05442718416452408,
-0.002687644911929965,
-0.05276213586330414,
0.039539434015750885,
-0.013227436691522598,
0.0027833355125039816,
0.01658151112496853,
0.026122722774744034,
0.033865612000226974,
0.0001761076709954068,
-0.04881118983030319,
0.005349482409656048,
-0.0022915140725672245,
0.004671104252338409,
-0.07312100380659103,
0.04476745426654816,
-0.0424196831882,
0.028395455330610275,
-0.006601149681955576,
-0.012776285409927368,
-0.03232930600643158,
0.03347836434841156,
-0.014864773489534855,
-0.018014121800661087,
-0.020743586122989655,
0.003502647392451763,
-0.04211944341659546,
0.05123666673898697,
-0.0009199123014695942,
0.02020791359245777,
-0.02372470684349537,
0.06779944151639938,
-0.040443044155836105,
-0.012168274261057377,
-0.024873143061995506,
0.01905311830341816,
-0.03280792757868767,
-0.0019246360752731562,
-0.018320918083190918,
-0.03814205527305603,
0.005441281944513321,
0.042524758726358414,
0.034142572432756424,
0.01421063207089901,
-0.027210133150219917,
0.010640310123562813,
0.011487302370369434,
-0.04824751615524292,
-0.004940911196172237,
-0.016600722447037697,
-0.024901997298002243,
-0.010701436549425125,
0.047139741480350494,
0.029823273420333862,
-0.04232366010546684,
-0.06891520321369171,
0.02790086716413498,
0.025419939309358597,
-0.0016805593622848392,
0.004772244952619076,
0.02220780774950981,
0.04128716140985489,
0.05241330340504646,
-0.029023626819252968,
-0.0045240032486617565,
-0.020192747935652733,
-0.02501630038022995,
0.028492365032434464,
-0.016827112063765526,
0.033839549869298935,
0.006950001232326031,
-0.03567764535546303,
-0.011574200354516506,
0.07667985558509827,
0.02197548933327198,
0.008298314176499844,
-0.003686394775286317,
-0.012904036790132523,
0.0180461835116148,
0.028062574565410614,
-0.06990889459848404,
0.00714087625965476,
0.044886935502290726,
-0.041439395397901535,
0.06942231953144073,
-0.02601265348494053,
0.04632484167814255,
0.0590432770550251,
0.0006968365050852299,
-0.02104129083454609,
0.05855613574385643,
-0.023958979174494743,
-0.021821897476911545,
0.05314062535762787,
-0.049955010414123535,
-0.018922751769423485,
-0.02068013697862625,
0.0612921305000782,
-0.06066151708364487,
0.049277182668447495,
0.05007927864789963,
0.03527214378118515,
-0.0025897263549268246,
-0.04616088047623634,
-0.038148559629917145,
0.031062908470630646,
-0.03735804185271263,
0.07679928094148636,
0.018986644223332405,
-0.05381228029727936,
0.07131919264793396,
0.014182263053953648,
-0.08149155974388123,
0.0449037067592144,
0.03890414908528328,
0.018073124811053276,
0.020545972511172295,
0.0561249740421772,
-0.04989469796419144,
0.01995980553328991,
-0.05412454158067703,
0.01946747489273548,
-0.06953943520784378,
0.008072773925960064,
0.0062940469942986965,
-0.01652800850570202,
-0.019827356562018394,
0.035313043743371964,
-0.020944271236658096,
0.027839049696922302,
0.01713176816701889,
-0.04453494772315025,
-0.030571501702070236,
0.014890281483530998,
0.03451487794518471,
-0.011107487604022026,
0.010389463976025581,
-0.01921345852315426,
0.013473384082317352,
0.02803809382021427,
0.020900411531329155,
-0.05582701042294502,
-0.001390188350342214,
0.025471609085798264,
-0.046660225838422775,
-0.03100217692553997,
0.003052057232707739,
0.00781912449747324,
-0.029838331043720245,
0.021089714020490646,
0.013225455768406391,
0.007801851723343134,
0.02998274192214012,
-0.02308565564453602,
0.045967552810907364,
-0.0578511580824852,
-0.007228499744087458,
0.0102030448615551,
0.007855582982301712,
0.014487432315945625,
-0.019221829250454903,
0.021610287949442863,
0.023883532732725143,
0.05405952036380768,
0.017511585727334023,
-0.038297828286886215,
-0.017900777980685234,
0.023866349831223488,
-0.027642972767353058,
0.01329763326793909,
-0.014718471094965935,
-0.07195591181516647,
-0.03746684268116951,
-0.020920783281326294,
-0.013427059166133404,
0.01630048267543316,
-0.017634587362408638,
0.00718767661601305,
0.055074792355298996,
-0.03482214733958244,
-0.0371377058327198,
-0.07726180553436279,
-0.011106286197900772,
-0.026953868567943573,
0.01081813219934702,
0.019809335470199585,
-0.036946725100278854,
0.023289959877729416,
-0.04555182531476021,
-0.05761396512389183,
0.061159271746873856,
0.014522803947329521,
-0.04010747745633125,
0.05729299411177635,
0.0380081832408905,
-0.030971242114901543,
0.017588956281542778,
0.05609718710184097,
-0.05162591114640236,
0.023976417258381844,
-0.0003703499969560653,
0.027172766625881195,
0.021166404709219933,
0.02405870147049427,
-0.014191510155797005,
-0.047391653060913086,
-0.061155468225479126,
-0.048093002289533615,
-0.03482266515493393,
-0.0005866176215931773,
0.06857497245073318
] |
Declan/NewYorkTimes_model_v1 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-niu-sv
* source languages: niu
* target languages: sv
* OPUS readme: [niu-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/niu-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/niu-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/niu-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.niu.sv | 29.2 | 0.478 |
| [
-0.020296955481171608,
-0.02800208143889904,
-0.0004619630053639412,
0.03505967929959297,
0.029836300760507584,
0.019655738025903702,
0.0010602000402286649,
-0.010119391605257988,
-0.05161811783909798,
0.05320703983306885,
0.0070902020670473576,
-0.008302842266857624,
0.01433554757386446,
0.053161196410655975,
-0.038434576243162155,
-0.028077811002731323,
-0.015095443464815617,
0.005552966613322496,
-0.04777728393673897,
-0.005237659905105829,
-0.008288116194307804,
0.006275250110775232,
-0.037690069526433945,
0.03601483628153801,
-0.01949274353682995,
0.0031041214242577553,
-0.016924452036619186,
0.01362417358905077,
0.02428949624300003,
-0.07319094985723495,
-0.004083582665771246,
-0.021340448409318924,
-0.031830642372369766,
-0.01555878110229969,
-0.030254967510700226,
0.02643386833369732,
0.008887016214430332,
0.02380826324224472,
0.07402943074703217,
0.06713367253541946,
-0.006927088834345341,
0.002362646162509918,
-0.011461688205599785,
-0.02031446248292923,
0.04132026433944702,
0.006984259467571974,
-0.03414198011159897,
-0.031377676874399185,
0.02112150751054287,
-0.0294528566300869,
-0.05292942374944687,
-0.05283920839428902,
-0.022754520177841187,
0.03177085891366005,
-0.011428243480622768,
-0.004941799212247133,
-0.09266617149114609,
-0.013348870910704136,
0.06256832927465439,
-0.0554463267326355,
-0.029813606292009354,
0.01693357154726982,
-0.048069946467876434,
0.010364015586674213,
0.04248059168457985,
-0.032735858112573624,
-0.013650251552462578,
-0.04900924488902092,
0.03723784163594246,
-0.031190356239676476,
0.02416599914431572,
-0.04300271347165108,
0.018357068300247192,
-0.07090812176465988,
-0.05105000361800194,
-0.010051174089312553,
0.031087392941117287,
0.05498341843485832,
-0.04295164346694946,
0.05064985156059265,
0.0401877723634243,
-0.007324919570237398,
0.027798309922218323,
-0.008682921528816223,
-0.010542082600295544,
0.0358877032995224,
-0.026712706312537193,
0.00001283837809751276,
0.011759405955672264,
0.05043647438287735,
-0.043678589165210724,
-0.028657328337430954,
-0.006661322433501482,
-0.03712627664208412,
-0.013837629929184914,
0.024349357932806015,
0.06038293242454529,
-0.02634473703801632,
0.00015767560398671776,
0.04540431499481201,
0.024828236550092697,
0.0489683672785759,
0.002956854645162821,
0.06467040628194809,
-0.02714988961815834,
0.00765574024990201,
-0.022902265191078186,
-0.024400895461440086,
-0.06861536204814911,
0.006034302059561014,
0.03208514302968979,
-0.044154100120067596,
-0.005394150037318468,
0.03911761939525604,
0.03400121256709099,
-0.030426381155848503,
0.07386408746242523,
-0.043874043971300125,
-0.049547385424375534,
-0.057343579828739166,
0.053547583520412445,
0.011710024438798428,
0.011238038539886475,
0.020755527541041374,
-0.05661853402853012,
0.027208831161260605,
-0.034738071262836456,
-0.03861149773001671,
0.004866140894591808,
0.024433843791484833,
-0.02787797898054123,
0.03094446286559105,
0.026824140921235085,
-0.057751934975385666,
0.025013267993927002,
-0.0076989298686385155,
-0.03733888640999794,
0.062225814908742905,
0.03998105600476265,
0.09678250551223755,
-0.04863695427775383,
-0.03562268242239952,
0.011198419146239758,
0.008470721542835236,
-0.031156837940216064,
0.005251417402178049,
-0.009273841977119446,
-0.02178531140089035,
-0.018046090379357338,
-0.02110457606613636,
0.049016084522008896,
-0.05045708641409874,
-0.01597587950527668,
0.06038320064544678,
-0.011889378540217876,
0.032559748739004135,
-0.02811402454972267,
-0.0009283485123887658,
0.0027142451144754887,
-0.01909973844885826,
-0.029582493007183075,
0.031971730291843414,
0.007121740374714136,
0.004803374409675598,
-0.03231536224484444,
-0.05837078392505646,
0.021534660831093788,
0.07471256703138351,
-0.02247532270848751,
-0.026226626709103584,
-0.026467641815543175,
0.006146969273686409,
0.03692059963941574,
0.017418265342712402,
-0.02326614037156105,
0.03759204223752022,
0.0556863434612751,
0.015578622929751873,
0.003778526559472084,
0.07314163446426392,
0.019930843263864517,
-0.016214359551668167,
-0.006764640565961599,
0.0124239856377244,
0.036544136703014374,
-0.017585013061761856,
-0.011624450795352459,
0.043386027216911316,
0.018908077850937843,
-0.02549576945602894,
-0.02653965912759304,
0.06198277696967125,
0.010166318155825138,
-0.0028593598399311304,
0.018881747499108315,
-0.02764383889734745,
-0.0005504239234142005,
0.054631009697914124,
-0.0030673861037939787,
-0.02028123289346695,
-0.03909280523657799,
-0.023023709654808044,
0.01883521117269993,
0.03216169402003288,
0.028490647673606873,
0.050288110971450806,
-0.019735032692551613,
0.10458672046661377,
-0.03213057667016983,
0.006274158135056496,
-0.011814064346253872,
-0.03216637298464775,
0.021169388666749,
0.06873094290494919,
0.027227740734815598,
0.03842814266681671,
-0.0054235863499343395,
-0.05554153025150299,
0.03201480209827423,
0.06809413433074951,
0.054638952016830444,
0.007212916389107704,
-0.03871901333332062,
-0.0057453578338027,
0.012096547521650791,
0.03896447643637657,
-0.03737615421414375,
-0.06509701907634735,
0.027423152700066566,
0.06986580044031143,
-0.03783118352293968,
0.0243922621011734,
-0.03433918580412865,
0.019731683656573296,
-0.04147127643227577,
-0.04555326700210571,
0.04866446182131767,
0.01608782447874546,
-0.01650436408817768,
0.02283741533756256,
0.00797000341117382,
-0.012540542520582676,
0.03715330734848976,
0.011618096381425858,
-0.002237557200714946,
-0.02574089728295803,
0.013145231641829014,
0.02797587774693966,
0.05401065945625305,
-0.027618035674095154,
0.03841805458068848,
-0.027080414816737175,
-0.0005993316881358624,
0.031098514795303345,
-0.06602078676223755,
0.015724055469036102,
0.038973309099674225,
0.011849279515445232,
-0.020595595240592957,
0.003130805678665638,
0.002486719051375985,
0.027467599138617516,
0.07518480718135834,
0.007824856787919998,
0.059361379593610764,
0.008066925220191479,
0.0627707988023758,
0.09419061243534088,
0.01754903979599476,
0.028840530663728714,
0.04383069649338722,
0.08278719335794449,
-0.014501707628369331,
-0.011268430389463902,
0.04791911691427231,
-0.054467830806970596,
0.019420938566327095,
-0.04580613598227501,
0.029167234897613525,
0.013083013705909252,
-0.00320116407237947,
0.035167090594768524,
0.00539504224434495,
-0.01822684332728386,
0.008364352397620678,
-0.013884884305298328,
-0.023257534950971603,
0.038582682609558105,
0.013441020622849464,
0.01099980715662241,
0.011655005626380444,
0.0033360098022967577,
0.02503693290054798,
-0.07230912148952484,
-0.07419105619192123,
0.01916966773569584,
-0.03590809926390648,
-0.0028282892890274525,
-0.057189591228961945,
-0.011229833588004112,
-0.055491987615823746,
-0.022904150187969208,
0.03986964747309685,
0.007960065267980099,
-0.0025697038508951664,
-0.024710245430469513,
0.011265087872743607,
-0.03228427842259407,
-0.023090818896889687,
-0.04472977668046951,
-0.029866158962249756,
-0.03653261810541153,
-0.08434081077575684,
0.04287287965416908,
0.01123591884970665,
0.01910598762333393,
-0.017242956906557083,
0.01908782310783863,
-0.014770912006497383,
-0.015012986026704311,
0.07891886681318283,
0.05711466446518898,
-0.019806629046797752,
-0.02002039924263954,
0.04666905105113983,
-0.03305136412382126,
-0.0023930801544338465,
-0.029206210747361183,
-0.027875404804944992,
0.0675632655620575,
0.05302061513066292,
0.02047567069530487,
0.0043935575522482395,
-0.024734651669859886,
-0.05437887832522392,
-0.060416217893362045,
-0.045710545033216476,
-0.0430990494787693,
-0.01249801367521286,
-0.026750218123197556,
-0.055734746158123016,
-0.033028893172740936,
-0.025695601478219032,
-0.010143005289137363,
-0.03734363242983818,
0.01790866255760193,
0.02800971269607544,
0.03977980464696884,
0.037572231143713,
0.03615967556834221,
-0.05549931898713112,
-0.03097682259976864,
0.06880595535039902,
0.005474087316542864,
0.015188159421086311,
-0.0572613850235939,
-0.00919364858418703,
0.05090412124991417,
0.016191158443689346,
0.008671576157212257,
0.006401258520781994,
0.08828222006559372,
0.008136018179357052,
0.008272366598248482,
0.00902755931019783,
-0.00953357107937336,
-0.006623991299420595,
-0.004179941024631262,
-0.017267512157559395,
-0.042091015726327896,
-0.01794704794883728,
-0.01416819915175438,
0.006820828653872013,
0.045463670045137405,
-0.06509864330291748,
-0.03280222788453102,
-0.01212230883538723,
0.027274595573544502,
0.0040695564821362495,
0.021290313452482224,
-0.011030769906938076,
0.01585957407951355,
-0.037735406309366226,
-0.01478307880461216,
0.0023917644284665585,
0.011401952244341373,
0.012221155688166618,
0.057890988886356354,
0.032291918992996216,
-0.03324877470731735,
0.05115961283445358,
0.030291104689240456,
0.06666017323732376,
0.011836000718176365,
-0.04180994629859924,
0.01797652430832386,
-0.027386503294110298,
0.017045479267835617,
-0.005971177946776152,
-0.020917581394314766,
-0.04085409268736839,
-0.07674752920866013,
0.0034435486886650324,
0.02001616358757019,
-0.0356551893055439,
0.012861914932727814,
0.03205161169171333,
-0.04761873558163643,
0.002070910995826125,
-0.003921180497854948,
0.017375389114022255,
0.042396917939186096,
-0.05202332139015198,
0.06121685355901718,
-0.007526209577918053,
0.027020936831831932,
-0.052833396941423416,
0.01261513214558363,
-0.014324936084449291,
-0.036306265741586685,
0.028010694310069084,
0.05973540619015694,
0.021760420873761177,
0.047758910804986954,
0.08342673629522324,
0.03929634392261505,
-0.029544023796916008,
0.03329067677259445,
0.02990545891225338,
0.00850403681397438,
-0.056083519011735916,
-0.002312677912414074,
-0.006362061947584152,
-0.05298423394560814,
-0.004839177709072828,
-0.02378631941974163,
0.01154166180640459,
0.017791008576750755,
-0.00558829540386796,
-0.02407035045325756,
-0.018515201285481453,
-0.03542647883296013,
-0.02564830332994461,
-0.06763959676027298,
-0.021788431331515312,
-0.013691702857613564,
-0.0031856789719313383,
0.04571913555264473,
0.039976201951503754,
-0.0032101923134177923,
0.04023265093564987,
0.052402473986148834,
-0.02376626990735531,
-0.021907977759838104,
0.011304376646876335,
0.026812558993697166,
-0.018803386017680168,
-0.0583251528441906,
-0.036947544664144516,
0.04857904464006424,
0.04119398444890976,
-0.03854532539844513,
-0.08550482988357544,
0.004795795772224665,
0.07305219024419785,
-0.036851368844509125,
0.054519422352313995,
-0.002922685584053397,
0.04141048714518547,
0.05750133469700813,
-0.025063632056117058,
0.01118233148008585,
-0.02740597352385521,
0.020686283707618713,
0.006200479809194803,
0.03304949775338173,
-0.042332299053668976,
-0.04241533577442169,
-0.07950948178768158,
0.013238620944321156,
0.027859032154083252,
0.0820775032043457,
0.0501304566860199,
-0.039017148315906525,
-0.06420852243900299,
-0.018132733181118965,
0.0480719693005085,
-0.05607586354017258,
-0.012116535566747189,
0.024503199383616447,
0.06414138525724411,
-0.04617488756775856,
-0.05450224503874779,
-0.01665186882019043,
0.004971337504684925,
0.036664724349975586,
0.0006787462625652552,
-0.019541218876838684,
-0.05435269698500633,
0.044696468859910965,
-0.004949070047587156,
-0.041122131049633026,
-0.1172529086470604,
0.0028181453235447407,
-0.03521711006760597,
-0.009981723502278328,
0.04321425035595894,
0.024138523265719414,
0.03167847916483879,
0.06275124102830887,
0.001986459596082568,
0.0257741529494524,
-0.03781124949455261,
0.029733778908848763,
-0.03737860545516014,
0.002196310320869088,
0.023551398888230324,
-0.029588067904114723,
-0.027665963396430016,
-0.028176581487059593,
-0.04227912053465843,
-0.037231460213661194,
-0.026747357100248337,
0.026349680498242378,
-0.02873576618731022,
0.004219554364681244,
-0.016605660319328308,
0.031696297228336334,
-0.020436422899365425,
-0.016740132123231888,
-0.009281083010137081,
-0.05045691877603531,
-0.07221333682537079,
-0.0436825267970562,
0.023966507986187935,
0.02450648322701454,
0.011223471723496914,
0.03296289220452309,
0.009587087668478489,
0.0206830482929945,
0.0200214646756649,
-0.03459939733147621,
0.04765980690717697,
0.013231215067207813,
-0.03827960044145584,
-0.033182542771101,
0.010256040841341019,
0.03481915593147278,
0.02607794478535652,
-0.051434315741062164,
0.029867524281144142,
0.0051134247332811356,
-0.03335723653435707,
-0.019669944420456886,
-0.0022816325072199106,
0.032297533005476,
-0.070832259953022,
-0.04913066700100899,
0.0037243603728711605,
-0.0536111518740654,
0.03768302872776985,
-0.01985967718064785,
0.00815640203654766,
0.014548500068485737,
0.02229607105255127,
0.026474904268980026,
-0.0030809591989964247,
-0.047756921499967575,
0.00469468766823411,
0.0009146996890194714,
0.006499807350337505,
-0.07593658566474915,
0.04118051379919052,
-0.03798205778002739,
0.033078085631132126,
-0.010875985026359558,
-0.007967199198901653,
-0.03619983047246933,
0.04041922464966774,
-0.011777271516621113,
-0.013599187135696411,
-0.018284380435943604,
0.00005187827264307998,
-0.04207342118024826,
0.0547821931540966,
0.004222656600177288,
0.02253776416182518,
-0.023084310814738274,
0.06843497604131699,
-0.04408925399184227,
-0.011690027080476284,
-0.033008184283971786,
0.009885963052511215,
-0.032194264233112335,
-0.003004552563652396,
-0.018236389383673668,
-0.037592291831970215,
0.004655049182474613,
0.040123101323843,
0.035337239503860474,
0.012757225893437862,
-0.028479931876063347,
0.011198648251593113,
0.01444225199520588,
-0.045153796672821045,
-0.003627986181527376,
-0.01870950125157833,
-0.02560020610690117,
-0.008314516395330429,
0.044023577123880386,
0.032649822533130646,
-0.046425219625234604,
-0.06833691149950027,
0.021210774779319763,
0.029072251170873642,
0.0003034098190255463,
0.004359402693808079,
0.01640288345515728,
0.03501955792307854,
0.05437478423118591,
-0.022287851199507713,
-0.0027687845285981894,
-0.024600066244602203,
-0.028878096491098404,
0.030521919950842857,
-0.017427533864974976,
0.03318590670824051,
-0.001127250725403428,
-0.039419613778591156,
-0.015438762493431568,
0.0722816213965416,
0.022755052894353867,
0.011942465789616108,
0.0011063773417845368,
-0.01976774074137211,
0.018976587802171707,
0.021247215569019318,
-0.07435394823551178,
0.006787984166294336,
0.043307144194841385,
-0.04186500236392021,
0.06865791976451874,
-0.021165858954191208,
0.04007798060774803,
0.055933576077222824,
-0.0019435996655374765,
-0.024189632385969162,
0.05466772988438606,
-0.02759619802236557,
-0.031081080436706543,
0.05737493559718132,
-0.05259115621447563,
-0.02298550494015217,
-0.017207732424139977,
0.06457779556512833,
-0.07031960040330887,
0.05735243856906891,
0.055474214255809784,
0.03190376237034798,
-0.003028551582247019,
-0.04554129019379616,
-0.03353242948651314,
0.03404271602630615,
-0.03528877720236778,
0.06947466731071472,
0.022985104471445084,
-0.0502980537712574,
0.0685819536447525,
0.011453352868556976,
-0.07372989505529404,
0.04334000498056412,
0.03614688292145729,
0.01695876009762287,
0.027704410254955292,
0.05701226368546486,
-0.049533911049366,
0.0143292136490345,
-0.0511934831738472,
0.019868183881044388,
-0.07463680952787399,
0.004587745293974876,
0.007496212609112263,
-0.017021972686052322,
-0.025656789541244507,
0.03929530829191208,
-0.022494163364171982,
0.0305893924087286,
0.022902682423591614,
-0.05149775743484497,
-0.03399209305644035,
0.015289234928786755,
0.03638074919581413,
-0.008173977956175804,
0.017308201640844345,
-0.01474089827388525,
0.01119382493197918,
0.02822069823741913,
0.018894877284765244,
-0.06056758761405945,
0.0019442971097305417,
0.03208819776773453,
-0.05047713592648506,
-0.017464153468608856,
0.0033151470124721527,
0.0024711384903639555,
-0.03982996195554733,
0.03168874233961105,
0.013851843774318695,
0.0047370572574436665,
0.03193409740924835,
-0.02163945883512497,
0.046935003250837326,
-0.05402669683098793,
-0.005326543003320694,
0.008726947009563446,
0.007207850459963083,
0.01731160096824169,
-0.017427513375878334,
0.016350997611880302,
0.02227543294429779,
0.04926538094878197,
0.018077155575156212,
-0.04255441203713417,
-0.011651791632175446,
0.01941867731511593,
-0.02592199668288231,
0.009761174209415913,
-0.022087635472416878,
-0.07005997747182846,
-0.03873085230588913,
-0.020209036767482758,
-0.00810269732028246,
0.018006926402449608,
-0.01240500621497631,
0.008297339081764221,
0.055169813334941864,
-0.027981288731098175,
-0.036456357687711716,
-0.06712671369314194,
-0.011805287562310696,
-0.021552393212914467,
0.008605829440057278,
0.013618582859635353,
-0.025799812749028206,
0.03586096316576004,
-0.04874596744775772,
-0.06349709630012512,
0.058489732444286346,
0.019092397764325142,
-0.03626168891787529,
0.05717116594314575,
0.031693022698163986,
-0.026890059933066368,
0.010477453470230103,
0.05692170932888985,
-0.05422205105423927,
0.025011401623487473,
-0.0042521958239376545,
0.02442694827914238,
0.017231112346053123,
0.01972491480410099,
-0.015286135487258434,
-0.04028082266449928,
-0.057854581624269485,
-0.05106864497065544,
-0.028147896751761436,
-0.01160356029868126,
0.06226194649934769
] |
Declan/NewYorkTimes_model_v2 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | 2020-08-19T00:30:56Z | ---
language:
- nl
- af
tags:
- translation
license: apache-2.0
---
### nld-afr
* source group: Dutch
* target group: Afrikaans
* OPUS readme: [nld-afr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-afr/README.md)
* model: transformer-align
* source language(s): nld
* target language(s): afr
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-afr/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-afr/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-afr/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nld.afr | 57.8 | 0.749 |
### System Info:
- hf_name: nld-afr
- source_languages: nld
- target_languages: afr
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-afr/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['nl', 'af']
- src_constituents: {'nld'}
- tgt_constituents: {'afr'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-afr/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-afr/opus-2020-06-17.test.txt
- src_alpha3: nld
- tgt_alpha3: afr
- short_pair: nl-af
- chrF2_score: 0.7490000000000001
- bleu: 57.8
- brevity_penalty: 1.0
- ref_len: 6823.0
- src_name: Dutch
- tgt_name: Afrikaans
- train_date: 2020-06-17
- src_alpha2: nl
- tgt_alpha2: af
- prefer_old: False
- long_pair: nld-afr
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.010077356360852718,
-0.028661144897341728,
-0.021113477647304535,
0.03041764907538891,
0.056337837129831314,
0.027340250089764595,
-0.006431571673601866,
-0.00913204438984394,
-0.062125641852617264,
0.06126274913549423,
0.00542479520663619,
-0.0248210858553648,
-0.008526382967829704,
0.054730627685785294,
-0.03781333565711975,
-0.024132853373885155,
-0.021707555279135704,
-0.013715478591620922,
-0.03825156390666962,
-0.019500812515616417,
0.01394842192530632,
0.006973351817578077,
-0.0163688063621521,
0.029688190668821335,
-0.0018667909316718578,
0.02598840370774269,
-0.031133702024817467,
0.03213934600353241,
0.005838454235345125,
-0.07251129299402237,
-0.024831032380461693,
-0.007552659139037132,
-0.03069639764726162,
-0.006982153747230768,
-0.014680038206279278,
0.008664269000291824,
-0.018489858135581017,
-0.005478648003190756,
0.07375499606132507,
0.04467950388789177,
-0.008244930766522884,
0.011961603537201881,
-0.02504342794418335,
-0.06369529664516449,
0.05059142783284187,
0.007882073521614075,
-0.05910712480545044,
-0.01588013395667076,
0.017610514536499977,
-0.028912145644426346,
-0.047810863703489304,
-0.08550163358449936,
-0.02415347471833229,
0.012525382451713085,
-0.01662016101181507,
0.005199310835450888,
-0.08107639104127884,
-0.027322174981236458,
0.06540542840957642,
-0.058827247470617294,
-0.02141535095870495,
0.008444637060165405,
-0.06029084697365761,
-0.0006359249819070101,
0.0407048836350441,
-0.023305431008338928,
-0.01817409135401249,
-0.024326497688889503,
0.0379425510764122,
-0.03221258148550987,
0.03449251502752304,
-0.031513337045907974,
0.02498099021613598,
-0.053978387266397476,
-0.028864296153187752,
-0.020082267001271248,
0.026148810982704163,
0.038260385394096375,
-0.03584425151348114,
0.053505510091781616,
0.009484251961112022,
-0.02486000955104828,
0.009289245121181011,
-0.017622122541069984,
-0.034083813428878784,
0.0470273457467556,
-0.017030030488967896,
-0.01007701363414526,
0.010351876728236675,
0.03767123073339462,
-0.06241630017757416,
-0.041595909744501114,
-0.010087842121720314,
-0.04039187356829643,
-0.0015248908894136548,
0.03913485258817673,
0.05241929367184639,
-0.04434546083211899,
0.014527755789458752,
0.03350568935275078,
0.020097963511943817,
0.0478823147714138,
0.006522823125123978,
0.06570959836244583,
-0.0034743468277156353,
-0.002418369520455599,
-0.009747987613081932,
-0.035929951816797256,
-0.051634497940540314,
0.026808196678757668,
0.02043052576482296,
-0.027430228888988495,
-0.016337234526872635,
0.04970156401395798,
0.019142434000968933,
-0.01999068446457386,
0.052214689552783966,
-0.024878041818737984,
-0.049991730600595474,
-0.05804646015167236,
0.05173080042004585,
0.02609209530055523,
-0.010567139834165573,
0.009947456419467926,
-0.040545228868722916,
0.016748685389757156,
-0.04981108754873276,
-0.0458560436964035,
0.0036523856688290834,
0.022656090557575226,
-0.004434562753885984,
0.045913215726614,
0.04250800237059593,
-0.07020451873540878,
0.019924651831388474,
-0.01777067221701145,
-0.040772344917058945,
0.05000074580311775,
0.009178218431770802,
0.10675591975450516,
-0.03392280638217926,
-0.031411051750183105,
0.016785137355327606,
0.0022167388815432787,
-0.008882851339876652,
0.0005562481819652021,
0.00607777014374733,
-0.00679860869422555,
0.00346074509434402,
-0.028693562373518944,
0.05005508288741112,
-0.04874168708920479,
-0.015822971239686012,
0.05367276445031166,
-0.0039408509619534016,
0.032608866691589355,
-0.04691584035754204,
-0.024878516793251038,
0.0022719132248312235,
-0.028763333335518837,
-0.04140721634030342,
0.028222259134054184,
0.003733042161911726,
-0.02434607967734337,
-0.027993060648441315,
-0.0498080737888813,
0.007852301001548767,
0.07146085798740387,
-0.012486904859542847,
-0.032513704150915146,
-0.020763317123055458,
-0.006736166775226593,
0.05118638649582863,
0.02866075560450554,
-0.030703162774443626,
0.0314415842294693,
0.04808570444583893,
0.0026355332229286432,
0.004153982270509005,
0.0662493109703064,
0.0170949287712574,
-0.01600424386560917,
-0.04246712476015091,
0.008769607171416283,
0.026600703597068787,
-0.03659864887595177,
0.017904993146657944,
0.016655245795845985,
0.0138004831969738,
-0.02750152163207531,
-0.028896762058138847,
0.06473134458065033,
0.0038939760997891426,
0.006336446851491928,
0.0011464363196864724,
-0.024720413610339165,
-0.03415695205330849,
0.05063040181994438,
0.001868744846433401,
-0.007850801572203636,
-0.042570795863866806,
-0.009226895868778229,
0.014715862460434437,
0.016251280903816223,
0.05157223343849182,
0.03865589573979378,
-0.0062380600720644,
0.09018716961145401,
-0.03158683702349663,
-0.001298250979743898,
-0.040495365858078,
-0.04676895588636398,
0.01587178371846676,
0.06228907033801079,
0.03577888011932373,
0.041277606040239334,
0.0023846058174967766,
-0.0703839436173439,
0.03825940936803818,
0.07616335153579712,
0.07588553428649902,
0.01699943281710148,
-0.02557416260242462,
-0.00037786061875522137,
0.02291708253324032,
0.05053967982530594,
-0.05117712542414665,
-0.055091045796871185,
0.015558703802525997,
0.06343988329172134,
-0.018334349617362022,
0.0182789396494627,
-0.021220294758677483,
0.013506878167390823,
-0.052126072347164154,
-0.05560550466179848,
0.04025132581591606,
0.03451100364327431,
0.013570387847721577,
0.030168572440743446,
0.013263363391160965,
-0.0037003555335104465,
0.008595050312578678,
0.018833102658391,
0.005628710612654686,
-0.03436662256717682,
0.007338220253586769,
-0.007745459210127592,
0.047601595520973206,
-0.03792646899819374,
0.022856686264276505,
-0.01318438071757555,
0.012990428134799004,
0.027487296611070633,
-0.04313588887453079,
0.015202045440673828,
0.01444812398403883,
0.01062379777431488,
-0.04073706641793251,
0.008432377129793167,
0.005511651746928692,
0.029145268723368645,
0.06232267990708351,
0.0038801906630396843,
0.07157112658023834,
0.005332252010703087,
0.053712550550699234,
0.0902470275759697,
0.03163376823067665,
0.043542731553316116,
0.03884805738925934,
0.07684844732284546,
0.004973175469785929,
-0.020230628550052643,
0.04413386806845665,
-0.047348231077194214,
0.011471224017441273,
-0.04273505136370659,
0.03145069256424904,
-0.00849801953881979,
-0.007299535442143679,
0.028269220143556595,
-0.016563957557082176,
-0.028860779479146004,
-0.007639801595360041,
-0.033646661788225174,
-0.023726336658000946,
0.05847574397921562,
-0.0015414915978908539,
0.007912696339190006,
-0.0012184104416519403,
-0.016910415142774582,
0.023509182035923004,
-0.07437292486429214,
-0.04603308066725731,
0.002629471244290471,
-0.03258255124092102,
-0.002672320930287242,
-0.08145304769277573,
-0.026297854259610176,
-0.050787996500730515,
-0.030271358788013458,
0.03558621183037758,
0.037788309156894684,
-0.002205904107540846,
-0.012874279171228409,
0.013680769130587578,
-0.048225145787000656,
-0.020831406116485596,
-0.05710828676819801,
-0.03615003079175949,
-0.05181054398417473,
-0.05819757282733917,
0.02509055659174919,
0.026852421462535858,
0.01720830425620079,
-0.010604402050375938,
0.008597814477980137,
-0.011433456093072891,
-0.02925085462629795,
0.06833846867084503,
0.03861137479543686,
-0.019366854801774025,
-0.03215884417295456,
0.03335585445165634,
-0.0061874366365373135,
0.0012497494462877512,
0.0026900186203420162,
-0.044515207409858704,
0.07260944694280624,
0.06900893896818161,
0.017531752586364746,
0.02884477935731411,
-0.01137205958366394,
-0.06456299871206284,
-0.039565879851579666,
-0.026159944012761116,
-0.053226910531520844,
-0.010058527812361717,
-0.021839501336216927,
-0.039769791066646576,
-0.03212302178144455,
-0.04369739815592766,
0.010498184710741043,
-0.015591907314956188,
0.007699702866375446,
0.05029791593551636,
0.04758228734135628,
0.0408259779214859,
0.05782344564795494,
-0.024605536833405495,
-0.029811616986989975,
0.06786108762025833,
-0.020668933168053627,
0.015101999044418335,
-0.07183902710676193,
-0.011335980147123337,
0.040904246270656586,
0.0016789182554930449,
0.00806998647749424,
0.004954654257744551,
0.08735786378383636,
0.008365338668227196,
-0.01323609333485365,
0.007775020785629749,
-0.01912149228155613,
-0.022383591160178185,
0.008672770112752914,
0.004703180864453316,
-0.02701921947300434,
-0.027366897091269493,
-0.029189113527536392,
0.005756048951297998,
0.03725116699934006,
-0.06494563072919846,
-0.06087571009993553,
-0.02506844885647297,
0.053166262805461884,
0.0002722444187384099,
0.001480640610679984,
-0.03840149566531181,
0.012479023076593876,
-0.03462011739611626,
-0.01086100097745657,
0.013886230997741222,
0.016905661672353745,
-0.0025189826264977455,
0.03328212350606918,
0.04132630303502083,
-0.027231186628341675,
0.04205635190010071,
0.04762415960431099,
0.058413952589035034,
0.0333070233464241,
-0.020472895354032516,
0.0012041068403050303,
-0.017093850299715996,
0.021559666842222214,
-0.011250529438257217,
-0.04552796110510826,
-0.0392424501478672,
-0.06876785308122635,
-0.01161994133144617,
0.021760569885373116,
-0.0241148192435503,
-0.01715262234210968,
0.03884248062968254,
-0.010825264267623425,
-0.017498962581157684,
-0.0013726908946409822,
0.015819258987903595,
0.03783103823661804,
-0.04836438223719597,
0.05768022686243057,
0.0033784823026508093,
0.018398601561784744,
-0.04907650500535965,
-0.00782269611954689,
-0.030640223994851112,
-0.016328999772667885,
-0.0005086918245069683,
0.0499674491584301,
0.029933011159300804,
0.03206271305680275,
0.06595278531312943,
0.04628385230898857,
-0.03199321776628494,
0.05322277545928955,
0.03444448858499527,
0.0015359757235273719,
-0.034135036170482635,
0.008467749692499638,
-0.022830413654446602,
-0.06321822106838226,
-0.004181104712188244,
-0.038190122693777084,
0.02512304298579693,
0.017878243699669838,
0.024238433688879013,
-0.001990250311791897,
0.003835985204204917,
-0.014188110828399658,
-0.04624776169657707,
-0.04828261211514473,
-0.04530300572514534,
0.006081394385546446,
-0.02778675965964794,
0.028887039050459862,
0.06267492473125458,
0.005366528872400522,
0.05184227228164673,
0.05037960410118103,
-0.029698777943849564,
-0.02681586891412735,
0.01892598159611225,
0.02469507046043873,
-0.025502072647213936,
-0.05554313212633133,
-0.05265472084283829,
0.0544668473303318,
0.050637196749448776,
-0.01371378730982542,
-0.08671579509973526,
0.009005059488117695,
0.05005979165434837,
-0.03405191749334335,
0.055930137634277344,
-0.020568104460835457,
0.05192326754331589,
0.046142350882291794,
-0.027513578534126282,
0.013957148417830467,
-0.054424840956926346,
0.010055855847895145,
-0.009960891678929329,
0.041163526475429535,
-0.02737688459455967,
-0.0241949912160635,
-0.095450259745121,
0.015240965411067009,
0.04458964243531227,
0.07795876264572144,
0.04341787099838257,
-0.03744400292634964,
-0.054012369364500046,
0.012399704195559025,
0.013132704421877861,
-0.06884296238422394,
0.01640574261546135,
0.02334226481616497,
0.03963403403759003,
-0.053619496524333954,
-0.04919091612100601,
-0.02619476616382599,
-0.009362425655126572,
0.04025411605834961,
-0.01242886483669281,
-0.02698693610727787,
-0.047263313084840775,
0.02994888834655285,
-0.012418793514370918,
-0.021531546488404274,
-0.08367934077978134,
0.04859159514307976,
-0.031392570585012436,
-0.012337079271674156,
0.03776504844427109,
0.033767689019441605,
0.02402028627693653,
0.04688960313796997,
-0.008746149018406868,
0.0340726375579834,
-0.028265297412872314,
0.03119063191115856,
-0.026833560317754745,
-0.012132997624576092,
-0.005873414687812328,
-0.03869546204805374,
-0.03222872316837311,
-0.015021149069070816,
-0.05853934586048126,
-0.030544405803084373,
-0.04359686002135277,
0.017935441806912422,
-0.01366483699530363,
-0.0175914503633976,
-0.010549592785537243,
0.05600319802761078,
-0.020350923761725426,
-0.003690392477437854,
-0.0240828488022089,
-0.047480661422014236,
-0.06450219452381134,
-0.04221576452255249,
0.026005560532212257,
0.03124154359102249,
0.029426680877804756,
0.0391080267727375,
-0.0027629502583295107,
0.025840749964118004,
0.014642634429037571,
-0.023492589592933655,
0.028932087123394012,
-0.0027109007351100445,
-0.046673983335494995,
-0.04206002131104469,
0.010457399301230907,
0.016218194738030434,
0.036457717418670654,
-0.05046391114592552,
0.0428168848156929,
0.02557380124926567,
-0.03668608143925667,
-0.008226593025028706,
0.00037292626802809536,
0.04702907055616379,
-0.06183556839823723,
-0.0608721524477005,
-0.0010647602612152696,
-0.038184139877557755,
0.025954609736800194,
0.005222413223236799,
-0.026716474443674088,
-0.000267263239948079,
0.026432016864418983,
0.04273851215839386,
0.015074577182531357,
-0.04065637290477753,
0.01987531967461109,
-0.002407410880550742,
-0.01708456128835678,
-0.05611937865614891,
0.0411936417222023,
-0.029184836894273758,
0.017523925751447678,
-0.0025790955405682325,
-0.013811253011226654,
-0.03218874707818031,
0.01744612492620945,
-0.008634394966065884,
-0.00043199132778681815,
-0.018458878621459007,
0.011006013490259647,
-0.047848835587501526,
0.031835880130529404,
0.0008267263183370233,
-0.0031095303129404783,
-0.006337433587759733,
0.048803266137838364,
-0.04493796452879906,
-0.02098970115184784,
-0.02946416474878788,
0.009518192149698734,
-0.024196170270442963,
-0.004246578551828861,
0.01020018570125103,
-0.042963314801454544,
0.02610146254301071,
0.052081719040870667,
0.018641198053956032,
0.026961246505379677,
-0.010804492980241776,
-0.006683320738375187,
-0.002404410159215331,
-0.03277314081788063,
-0.006544366013258696,
-0.03244122117757797,
0.008070637471973896,
-0.03716939315199852,
0.0795944556593895,
0.023759910836815834,
-0.027408769354224205,
-0.04626956582069397,
0.04308180510997772,
0.03868824616074562,
-0.00441571231931448,
-0.006706393323838711,
0.03916036710143089,
0.0280512236058712,
0.060576170682907104,
-0.03140367195010185,
-0.013985284604132175,
-0.013084090314805508,
-0.04810766503214836,
0.022445622831583023,
-0.013284619897603989,
0.021313801407814026,
-0.016025792807340622,
-0.04091785103082657,
-0.025992538779973984,
0.07013513147830963,
0.002681216923519969,
0.008069712668657303,
0.0009293158072978258,
-0.020492292940616608,
-0.000087977503426373,
0.029497351497411728,
-0.04519127681851387,
0.012124202214181423,
0.03563261032104492,
-0.0465417206287384,
0.0741819441318512,
-0.01057174988090992,
0.03963920474052429,
0.05318651348352432,
0.0029821309726685286,
0.006634459365159273,
0.028735041618347168,
-0.03265051916241646,
0.002033391734585166,
0.04800665006041527,
-0.056974735110998154,
-0.002519510220736265,
-0.00006447493069572374,
0.06601114571094513,
-0.0804479718208313,
0.05412915349006653,
0.042379725724458694,
0.008000212721526623,
0.019818810746073723,
-0.0330791138112545,
-0.019051246345043182,
0.03150055557489395,
-0.03298479691147804,
0.08472199738025665,
0.03512851148843765,
-0.07246243208646774,
0.0562736876308918,
0.015665311366319656,
-0.08050201833248138,
0.05691153556108475,
0.049282006919384,
0.04681653901934624,
0.036691565066576004,
0.07299081236124039,
-0.05819990485906601,
0.012275445275008678,
-0.0365874320268631,
0.004907446447759867,
-0.08001936227083206,
0.018942343071103096,
0.008748013526201248,
-0.04782324284315109,
-0.04798995330929756,
0.029861873015761375,
-0.006893126294016838,
0.017442984506487846,
0.013228858821094036,
-0.05783291906118393,
-0.028771420940756798,
0.02215423993766308,
0.040852174162864685,
-0.03231552988290787,
0.01812729239463806,
-0.041604578495025635,
0.022453976795077324,
0.01127390656620264,
-0.0077678849920630455,
-0.0522179938852787,
0.006845382507890463,
0.037157896906137466,
-0.04555824398994446,
-0.02067587524652481,
0.004749054089188576,
-0.0052228220738470554,
-0.01712949015200138,
0.054654695093631744,
-0.023635558784008026,
0.03272306174039841,
0.029014674946665764,
-0.010406260378658772,
0.04085057973861694,
-0.04011528939008713,
0.002731073647737503,
-0.005652192514389753,
0.02925105206668377,
0.02633500099182129,
-0.02092941291630268,
0.04854307696223259,
0.030716732144355774,
0.051633525639772415,
-0.006139806937426329,
-0.03040372207760811,
-0.02212398126721382,
0.01632481999695301,
-0.04448992386460304,
0.0023865890689194202,
-0.013918858021497726,
-0.04741078242659569,
-0.03748167306184769,
-0.02557225525379181,
-0.023313917219638824,
0.03132280334830284,
-0.04705556482076645,
0.002180867362767458,
0.05801018700003624,
-0.040209587663412094,
-0.028162769973278046,
-0.08802741765975952,
-0.008590836077928543,
-0.03760812059044838,
0.017694348469376564,
0.010813262313604355,
-0.03048252873122692,
0.034493640065193176,
-0.04457750916481018,
-0.07222282141447067,
0.03327956050634384,
0.03478992357850075,
-0.03797285631299019,
0.07502361387014389,
0.02327547036111355,
-0.050334375351667404,
0.0067712594754993916,
0.05058780312538147,
-0.06070551648736,
0.015112311579287052,
0.015892542898654938,
0.025365212932229042,
0.01950204372406006,
0.022426122799515724,
-0.001939674373716116,
-0.05026639625430107,
-0.02170552872121334,
-0.06143145263195038,
-0.014077321626245975,
0.0017979482654482126,
0.05610513687133789
] |
Declan/NewYorkTimes_model_v3 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- nl
- ca
tags:
- translation
license: apache-2.0
---
### nld-cat
* source group: Dutch
* target group: Catalan
* OPUS readme: [nld-cat](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-cat/README.md)
* model: transformer-align
* source language(s): nld
* target language(s): cat
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-cat/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-cat/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-cat/opus-2020-06-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nld.cat | 42.1 | 0.624 |
### System Info:
- hf_name: nld-cat
- source_languages: nld
- target_languages: cat
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-cat/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['nl', 'ca']
- src_constituents: {'nld'}
- tgt_constituents: {'cat'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm12k,spm12k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-cat/opus-2020-06-16.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-cat/opus-2020-06-16.test.txt
- src_alpha3: nld
- tgt_alpha3: cat
- short_pair: nl-ca
- chrF2_score: 0.624
- bleu: 42.1
- brevity_penalty: 0.988
- ref_len: 3942.0
- src_name: Dutch
- tgt_name: Catalan
- train_date: 2020-06-16
- src_alpha2: nl
- tgt_alpha2: ca
- prefer_old: False
- long_pair: nld-cat
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.005626863334327936,
-0.027416978031396866,
-0.01231156475841999,
0.0336124561727047,
0.04637804254889488,
0.018203988671302795,
-0.0075033423490822315,
-0.00291338749229908,
-0.06645473837852478,
0.05703378841280937,
0.002979801967740059,
-0.02396712265908718,
-0.00725252740085125,
0.05071092024445534,
-0.03621990606188774,
-0.014721049927175045,
-0.026415836066007614,
-0.02038808912038803,
-0.03883995860815048,
-0.02840106561779976,
0.004163212608546019,
0.008974552154541016,
-0.01310267299413681,
0.03288022428750992,
0.0016646127915009856,
0.02777252160012722,
-0.027523057535290718,
0.035134367644786835,
0.01238097995519638,
-0.06828618794679642,
-0.011426049284636974,
-0.009733571670949459,
-0.028400860726833344,
-0.001389474724419415,
-0.017111392691731453,
0.010914812795817852,
-0.010665662586688995,
-0.0005370929720811546,
0.06858953088521957,
0.04267899692058563,
-0.006189058534801006,
0.007866156287491322,
-0.032216206192970276,
-0.0560360886156559,
0.037117309868335724,
0.019677266478538513,
-0.0547495074570179,
-0.00885402224957943,
0.016436107456684113,
-0.02723630703985691,
-0.052282821387052536,
-0.08349421620368958,
-0.03576459363102913,
0.015888646245002747,
-0.01822160743176937,
0.0076237390749156475,
-0.080970898270607,
-0.016179705038666725,
0.06740642338991165,
-0.05127802491188049,
-0.03412570804357529,
0.006193317472934723,
-0.06884986907243729,
0.006451746448874474,
0.03393203020095825,
-0.028565142303705215,
-0.009845410473644733,
-0.029697071760892868,
0.028209932148456573,
-0.026981038972735405,
0.03065141662955284,
-0.040216658264398575,
0.022096216678619385,
-0.06122094765305519,
-0.028675144538283348,
-0.011871563270688057,
0.024683170020580292,
0.039241284132003784,
-0.039425671100616455,
0.048521801829338074,
0.013898221775889397,
-0.021826133131980896,
0.016446558758616447,
-0.028320923447608948,
-0.03495127707719803,
0.054193347692489624,
-0.02394074760377407,
-0.0212137158960104,
0.007357113528996706,
0.03266369551420212,
-0.060369234532117844,
-0.033456724137067795,
-0.013781048357486725,
-0.035979922860860825,
-0.002987585961818695,
0.04231559485197067,
0.05554242804646492,
-0.03462768346071243,
0.017861783504486084,
0.04404160752892494,
0.01944504678249359,
0.04651496931910515,
0.008230956271290779,
0.05848367512226105,
-0.009096551686525345,
-0.0010795744601637125,
-0.005087037105113268,
-0.03283506631851196,
-0.053247105330228806,
0.022219303995370865,
0.02394677884876728,
-0.02511810138821602,
-0.019154785200953484,
0.050607990473508835,
0.013007309287786484,
-0.020134083926677704,
0.060553502291440964,
-0.025979379191994667,
-0.04733070731163025,
-0.061869263648986816,
0.05663282796740532,
0.018817974254488945,
-0.008596023544669151,
0.018164057284593582,
-0.04326767846941948,
0.009718497283756733,
-0.05226549133658409,
-0.037179939448833466,
0.005376945249736309,
0.023040853440761566,
-0.010144318453967571,
0.030826609581708908,
0.035652294754981995,
-0.07550518214702606,
0.02195856161415577,
-0.013597621582448483,
-0.033841636031866074,
0.05355751886963844,
0.00683498615399003,
0.11518872529268265,
-0.03265831992030144,
-0.021467668935656548,
0.0085692647844553,
-0.0013066304381936789,
-0.0021286276169121265,
-0.002586703049018979,
0.01288311742246151,
-0.009077666327357292,
0.009481723420321941,
-0.02055954933166504,
0.047066353261470795,
-0.055995091795921326,
-0.02001383528113365,
0.0564146526157856,
0.0013531637378036976,
0.028252314776182175,
-0.05628424510359764,
-0.024045420810580254,
0.0009118864545598626,
-0.03089257888495922,
-0.04132115840911865,
0.02305598370730877,
0.006393455434590578,
-0.021028779447078705,
-0.029920829460024834,
-0.0453692302107811,
0.009653571993112564,
0.07813313603401184,
-0.0053650918416678905,
-0.03649831935763359,
-0.02158620022237301,
-0.008014529012143612,
0.0460120253264904,
0.03590623289346695,
-0.026784369722008705,
0.03285643458366394,
0.05149531736969948,
0.011790781281888485,
0.002012813463807106,
0.06949414312839508,
0.011908285319805145,
-0.025831189006567,
-0.04590966925024986,
0.013887312263250351,
0.03112674504518509,
-0.03162182867527008,
0.02753029763698578,
0.01554853655397892,
0.006383719854056835,
-0.028433898463845253,
-0.030444910749793053,
0.05932985246181488,
0.0008455500355921686,
-0.001100775320082903,
0.004042321816086769,
-0.0402868390083313,
-0.03954928368330002,
0.06094740703701973,
0.002894053002819419,
-0.00806288793683052,
-0.0442078597843647,
-0.006884888745844364,
0.026976250112056732,
0.004874386824667454,
0.047199055552482605,
0.0401536300778389,
-0.010169381275773048,
0.08981480449438095,
-0.029045021161437035,
0.0008269816753454506,
-0.039239563047885895,
-0.04383724927902222,
0.017546094954013824,
0.067842036485672,
0.032420814037323,
0.03350774571299553,
0.0019177945796400309,
-0.06755463778972626,
0.040144357830286026,
0.07380689680576324,
0.06977857649326324,
0.010911048389971256,
-0.04237263649702072,
0.0005844291881658137,
0.01878366433084011,
0.05223633348941803,
-0.0505620613694191,
-0.046202003955841064,
0.004441982135176659,
0.06531418859958649,
-0.017625845968723297,
0.004181170370429754,
-0.018509773537516594,
0.012785308063030243,
-0.04672174155712128,
-0.05507397651672363,
0.04172743856906891,
0.022397134453058243,
0.015713799744844437,
0.01458771713078022,
0.008104606531560421,
-0.006630446296185255,
0.011756193824112415,
0.011874562129378319,
-0.0020283402409404516,
-0.04945683479309082,
0.014358071610331535,
-0.007747883442789316,
0.03601403906941414,
-0.0316496267914772,
0.025950172916054726,
-0.010469451546669006,
0.007503475062549114,
0.03360935300588608,
-0.03898308798670769,
0.02172754891216755,
0.006310520227998495,
0.019027089700102806,
-0.037582505494356155,
0.010149932466447353,
0.0027413158677518368,
0.023976804688572884,
0.0643225759267807,
0.0032897775527089834,
0.06969516724348068,
-0.009210752323269844,
0.05468002334237099,
0.0928756594657898,
0.028531871736049652,
0.04310615360736847,
0.041788674890995026,
0.0656551793217659,
0.0024062192533165216,
-0.014863935299217701,
0.03412630781531334,
-0.04881102964282036,
0.0005401683156378567,
-0.042457204312086105,
0.026786521077156067,
-0.005538005381822586,
-0.002162440214306116,
0.029896842315793037,
-0.021131068468093872,
-0.03829900920391083,
-0.010122428648173809,
-0.030751513317227364,
-0.026165369898080826,
0.06435596942901611,
0.010447363369166851,
0.005069003906100988,
0.00019802716269623488,
-0.015776611864566803,
0.03065580129623413,
-0.06609540432691574,
-0.05638028681278229,
0.006737951654940844,
-0.03156396374106407,
-0.007422532886266708,
-0.07728319615125656,
-0.02215046063065529,
-0.058459896594285965,
-0.03516019880771637,
0.030683819204568863,
0.038491442799568176,
-0.0056199380196630955,
-0.014563730917870998,
0.010676135309040546,
-0.04627764970064163,
-0.020007314160466194,
-0.05347759276628494,
-0.030856145545840263,
-0.04329909756779671,
-0.06289113312959671,
0.0112844780087471,
0.03000706434249878,
0.016536308452486992,
-0.015339220874011517,
0.012598850764334202,
-0.021285120397806168,
-0.018675632774829865,
0.07329212874174118,
0.0332418717443943,
-0.00915228109806776,
-0.03772109001874924,
0.03514761105179787,
-0.0032235654070973396,
0.0034148292616009712,
0.0015048057539388537,
-0.052948229014873505,
0.06745803356170654,
0.0679129809141159,
0.02467610128223896,
0.02917584776878357,
-0.013279291801154613,
-0.059460848569869995,
-0.04216180369257927,
-0.033525075763463974,
-0.05853348970413208,
-0.006314828060567379,
-0.029027577489614487,
-0.041499875485897064,
-0.019741414114832878,
-0.046845875680446625,
0.012192524038255215,
-0.024053283035755157,
0.006913156248629093,
0.05656253173947334,
0.056730762124061584,
0.03803057223558426,
0.04459445923566818,
-0.024209516122937202,
-0.02902512438595295,
0.06704951077699661,
-0.022066283971071243,
0.01675424911081791,
-0.06471625715494156,
0.002457918832078576,
0.029416507109999657,
0.0013478259788826108,
0.011227698996663094,
0.010329836048185825,
0.08925805240869522,
-0.004758602008223534,
-0.007251695729792118,
0.0147593067958951,
-0.014406275004148483,
-0.013902516104280949,
0.011509900912642479,
0.0011248968075960875,
-0.03180846944451332,
-0.036713216453790665,
-0.02471144311130047,
0.005356560926884413,
0.03775717318058014,
-0.07761520892381668,
-0.05371905490756035,
-0.026697618886828423,
0.03318887948989868,
-0.010317632928490639,
0.010591515339910984,
-0.04889681190252304,
0.014524737372994423,
-0.032958224415779114,
-0.015855370089411736,
0.024353332817554474,
0.008843845687806606,
0.003116005100309849,
0.03864770382642746,
0.038341276347637177,
-0.0359216183423996,
0.050471607595682144,
0.04769519716501236,
0.0556374229490757,
0.035788074135780334,
-0.025264302268624306,
0.007316475734114647,
-0.027267778292298317,
0.017829731106758118,
-0.0040617468766868114,
-0.04072504863142967,
-0.038017429411411285,
-0.07370902597904205,
-0.006075783167034388,
0.029020007699728012,
-0.031514208763837814,
-0.018881233409047127,
0.04447700455784798,
-0.004421744961291552,
-0.014871340245008469,
-0.011632661335170269,
0.0113717932254076,
0.04426154866814613,
-0.04817508906126022,
0.06780692934989929,
0.0026192397344857454,
0.018792955204844475,
-0.044610630720853806,
-0.009540724568068981,
-0.032896582037210464,
-0.010713166557252407,
-0.008514594286680222,
0.05634153261780739,
0.03435877338051796,
0.047768041491508484,
0.06888582557439804,
0.047719281166791916,
-0.031990621238946915,
0.050826478749513626,
0.03030424378812313,
-0.0012659162748605013,
-0.03231082856655121,
0.012287763878703117,
-0.018351247534155846,
-0.06163584813475609,
-0.0016401464818045497,
-0.032029107213020325,
0.020991792902350426,
0.019449405372142792,
0.01746596023440361,
-0.0023084550630301237,
0.003082985058426857,
-0.012180333025753498,
-0.042998552322387695,
-0.05201200768351555,
-0.040544942021369934,
-0.0027274382300674915,
-0.022566713392734528,
0.026686742901802063,
0.057555507868528366,
0.00005220175808062777,
0.04286401718854904,
0.05353005602955818,
-0.019858211278915405,
-0.03231804445385933,
0.02605350874364376,
0.024959713220596313,
-0.02118002437055111,
-0.0569201223552227,
-0.04931815713644028,
0.056748729199171066,
0.04475093260407448,
-0.014576325193047523,
-0.08885804563760757,
0.011970647610723972,
0.0531294010579586,
-0.041701097041368484,
0.06286661326885223,
-0.04096076637506485,
0.04534019157290459,
0.04212832450866699,
-0.022480221465229988,
0.009835653938353062,
-0.04687128961086273,
0.008610432967543602,
-0.014367815107107162,
0.0346892848610878,
-0.01555239874869585,
-0.029544230550527573,
-0.09708729386329651,
0.013144252821803093,
0.035538364201784134,
0.08168002963066101,
0.043786559253931046,
-0.04228940233588219,
-0.0529337078332901,
0.002208258956670761,
0.021267548203468323,
-0.08628026396036148,
0.008889995515346527,
0.028693635016679764,
0.04462224990129471,
-0.050110287964344025,
-0.057905975729227066,
-0.026598745957016945,
-0.009627220220863819,
0.04415100812911987,
0.005886418744921684,
-0.023110022768378258,
-0.05025586858391762,
0.027947060763835907,
-0.01102464273571968,
-0.03254124894738197,
-0.0800611823797226,
0.058460041880607605,
-0.028568461537361145,
-0.006715635769069195,
0.035273998975753784,
0.04226855933666229,
0.014037824235856533,
0.05512737110257149,
-0.008233798667788506,
0.01809496246278286,
-0.027224566787481308,
0.02495410107076168,
-0.022523077204823494,
-0.023689627647399902,
-0.009702838957309723,
-0.05518508329987526,
-0.03226453810930252,
-0.01687929779291153,
-0.048671457916498184,
-0.03730356693267822,
-0.03981807455420494,
0.016488270834088326,
-0.01667497493326664,
-0.010600847192108631,
-0.015531477518379688,
0.046494316309690475,
-0.021921511739492416,
-0.017765939235687256,
-0.02351541444659233,
-0.046453580260276794,
-0.06261079013347626,
-0.05243700370192528,
0.017447346821427345,
0.025025945156812668,
0.029812803491950035,
0.02693609520792961,
0.004136516246944666,
0.022856533527374268,
0.009181151166558266,
-0.026365218684077263,
0.025473322719335556,
0.007501706946641207,
-0.034728147089481354,
-0.03703629970550537,
0.01447569765150547,
0.023778222501277924,
0.03150445595383644,
-0.05827372521162033,
0.038329049944877625,
0.02724592201411724,
-0.03174685314297676,
-0.0042435708455741405,
0.002550118835642934,
0.044913578778505325,
-0.0633850023150444,
-0.06540005654096603,
-0.00021945936896372586,
-0.04358392208814621,
0.025598069652915,
0.0018985349452123046,
-0.01762903481721878,
-0.003985408693552017,
0.022789832204580307,
0.03674199804663658,
0.005710000172257423,
-0.03161666542291641,
0.013355040922760963,
-0.007372352760285139,
-0.013245705515146255,
-0.050388969480991364,
0.049392182379961014,
-0.02619624137878418,
0.02697223238646984,
0.0016587479040026665,
-0.020076151937246323,
-0.026865769177675247,
0.027254493907094002,
-0.0014139146078377962,
-0.011439005844295025,
-0.01335822232067585,
0.016773471608757973,
-0.04420045018196106,
0.03015362285077572,
-0.001108274795114994,
-0.005210582632571459,
-0.009054296649992466,
0.0526687391102314,
-0.049832504242658615,
-0.01755097508430481,
-0.032916147261857986,
0.002592136850580573,
-0.018654685467481613,
-0.008654762990772724,
0.004492921754717827,
-0.03176446259021759,
0.01578354649245739,
0.04895944148302078,
0.03233010321855545,
0.01991523802280426,
-0.02129678800702095,
-0.010185395367443562,
0.005772130563855171,
-0.038563285022974014,
-0.017477110028266907,
-0.036776382476091385,
0.0011951832566410303,
-0.025098010897636414,
0.08034653216600418,
0.029276560992002487,
-0.026034437119960785,
-0.045668549835681915,
0.05242694541811943,
0.04090393707156181,
-0.012570264749228954,
-0.010859351605176926,
0.039649561047554016,
0.021853873506188393,
0.0546598955988884,
-0.020755821838974953,
-0.018147997558116913,
-0.011790311895310879,
-0.04101303964853287,
0.02171475626528263,
-0.013055847026407719,
0.022097352892160416,
-0.014962401241064072,
-0.027807798236608505,
-0.022139646112918854,
0.06897083669900894,
0.008766106329858303,
0.00036955749965272844,
-0.006692638620734215,
-0.02539886347949505,
-0.008149687200784683,
0.027844442054629326,
-0.04405844584107399,
0.019475966691970825,
0.030541393905878067,
-0.05337318405508995,
0.07240869849920273,
-0.02083566039800644,
0.032870788127183914,
0.05457616224884987,
-0.005325984675437212,
0.012134524993598461,
0.024846060201525688,
-0.02716633677482605,
0.0016377833671867847,
0.04293086379766464,
-0.05309199169278145,
-0.004277427215129137,
0.009475477039813995,
0.061833903193473816,
-0.08521080017089844,
0.06806405633687973,
0.057837650179862976,
0.013785907067358494,
0.015995223075151443,
-0.033795665949583054,
-0.013622703962028027,
0.018483659252524376,
-0.04349348321557045,
0.07201020419597626,
0.026821685954928398,
-0.07357456535100937,
0.06437929719686508,
0.024266405031085014,
-0.07673603296279907,
0.051655545830726624,
0.052934158593416214,
0.030316606163978577,
0.03801286965608597,
0.07021956145763397,
-0.06899715960025787,
0.009445701725780964,
-0.0352618470788002,
0.00691075436770916,
-0.07162263244390488,
0.02002532407641411,
-0.001594971981830895,
-0.041101619601249695,
-0.04642024263739586,
0.02369212917983532,
-0.016362283378839493,
0.024234844371676445,
0.015735076740384102,
-0.058138784021139145,
-0.025962579995393753,
0.023256052285432816,
0.043376754969358444,
-0.029252372682094574,
0.024099867790937424,
-0.03325103595852852,
0.013551483862102032,
0.02393447794020176,
-0.00962755922228098,
-0.050253864377737045,
0.007420334033668041,
0.03500547260046005,
-0.04717467725276947,
-0.024988554418087006,
0.004638620186597109,
-0.005187130533158779,
-0.014821892604231834,
0.053068824112415314,
-0.013553312048316002,
0.04299186170101166,
0.026841146871447563,
-0.01249416172504425,
0.03388608992099762,
-0.03913949057459831,
-0.00037486947258003056,
-0.000985802966170013,
0.02367989718914032,
0.03256649151444435,
-0.010960415937006474,
0.04086514934897423,
0.02758866362273693,
0.05838305130600929,
-0.011009491048753262,
-0.023383652791380882,
-0.01753603294491768,
0.008183077909052372,
-0.049899931997060776,
0.0022404780611395836,
-0.021886905655264854,
-0.04230792447924614,
-0.04017023742198944,
-0.02558337152004242,
-0.005671348422765732,
0.032665714621543884,
-0.05133431404829025,
-0.00314528401941061,
0.048409223556518555,
-0.034843139350414276,
-0.01392125803977251,
-0.09445273876190186,
-0.009704616852104664,
-0.0451020710170269,
0.008324768394231796,
0.0074637518264353275,
-0.03432842716574669,
0.04078226909041405,
-0.040754105895757675,
-0.07606518268585205,
0.03331351280212402,
0.03466328606009483,
-0.043283045291900635,
0.06918282806873322,
0.021098941564559937,
-0.059410255402326584,
0.0025723373983055353,
0.04971969500184059,
-0.0665171891450882,
0.013197245076298714,
0.013564006425440311,
0.028282957151532173,
0.025096572935581207,
0.017641397193074226,
-0.002717126626521349,
-0.045975055545568466,
-0.015442276373505592,
-0.06785477697849274,
-0.010316316038370132,
-0.0020578380208462477,
0.05569765344262123
] |
Declan/NewYorkTimes_model_v4 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2020-04-29T13:26:09Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nl-en
* source languages: nl
* target languages: en
* OPUS readme: [nl-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2019-12-05.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-en/opus-2019-12-05.zip)
* test set translations: [opus-2019-12-05.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-en/opus-2019-12-05.test.txt)
* test set scores: [opus-2019-12-05.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-en/opus-2019-12-05.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.nl.en | 60.9 | 0.749 |
| [
-0.014745294116437435,
-0.02932536043226719,
-0.0031230428721755743,
0.033975593745708466,
0.03364065662026405,
0.02261229045689106,
-0.003619448048993945,
-0.005673312582075596,
-0.04975339397788048,
0.055663131177425385,
0.010102935135364532,
-0.01566941849887371,
0.004346661269664764,
0.05265142023563385,
-0.035949744284152985,
-0.02507927641272545,
-0.01090990100055933,
0.008939129300415516,
-0.03566109761595726,
-0.010104668326675892,
0.00021975771232973784,
0.007413913030177355,
-0.033980585634708405,
0.0317087285220623,
-0.02120780013501644,
0.005137079861015081,
-0.024669233709573746,
0.020180238410830498,
0.020973239094018936,
-0.07376056164503098,
-0.010855389758944511,
-0.014866966754198074,
-0.028384098783135414,
-0.00897111278027296,
-0.02936292625963688,
0.025168543681502342,
0.010159879922866821,
0.022465812042355537,
0.07490997761487961,
0.05875451862812042,
-0.00802841130644083,
-0.00009408122423337772,
-0.00783372763544321,
-0.027636684477329254,
0.04175958037376404,
0.0014025851851329207,
-0.031468331813812256,
-0.02884669601917267,
0.024049954488873482,
-0.026680558919906616,
-0.05049576982855797,
-0.05028242990374565,
-0.018561745062470436,
0.03080260381102562,
-0.009179050102829933,
0.0006944788037799299,
-0.09266142547130585,
-0.014491766691207886,
0.06525918841362,
-0.057535331696271896,
-0.032362889498472214,
0.01331914123147726,
-0.05179457738995552,
0.007984980940818787,
0.0484653078019619,
-0.03165518119931221,
-0.013284945860505104,
-0.04875591769814491,
0.045618534088134766,
-0.04048783704638481,
0.03214078024029732,
-0.03193531185388565,
0.02047676034271717,
-0.06782857328653336,
-0.05218958854675293,
-0.008475001901388168,
0.034659046679735184,
0.05385936424136162,
-0.043894439935684204,
0.047527629882097244,
0.045425597578287125,
-0.014728529378771782,
0.022482918575406075,
-0.01103245373815298,
-0.021571708843111992,
0.035536978393793106,
-0.028220616281032562,
-0.0019259285181760788,
0.01235910877585411,
0.04604030400514603,
-0.05192800611257553,
-0.03166867047548294,
-0.01628756709396839,
-0.0302620567381382,
-0.002963409759104252,
0.02839786186814308,
0.060062509030103683,
-0.03592516481876373,
0.004354425705969334,
0.04183317348361015,
0.024549616500735283,
0.04579717293381691,
-0.0009073298424482346,
0.07267720252275467,
-0.0274689719080925,
0.003093782579526305,
-0.0163495484739542,
-0.029039477929472923,
-0.06597472727298737,
0.004518806468695402,
0.030464962124824524,
-0.04025152325630188,
-0.006398175843060017,
0.05120903626084328,
0.032607823610305786,
-0.03546905517578125,
0.07197196036577225,
-0.02991671673953533,
-0.04469016566872597,
-0.0550110898911953,
0.057722434401512146,
0.011467695236206055,
0.0053632683120667934,
0.012528502382338047,
-0.0502169206738472,
0.01851583644747734,
-0.039136551320552826,
-0.03734336420893669,
0.005616033915430307,
0.026711197569966316,
-0.019066745415329933,
0.03758096694946289,
0.03259017691016197,
-0.05654218792915344,
0.022568626329302788,
-0.014344178140163422,
-0.03618747740983963,
0.06077520176768303,
0.03937522694468498,
0.10304182022809982,
-0.044419653713703156,
-0.031975533813238144,
0.01760977692902088,
0.0036452931817620993,
-0.03534730523824692,
0.010601057671010494,
-0.008189656771719456,
-0.013647346757352352,
-0.01594201847910881,
-0.0214031133800745,
0.051219094544649124,
-0.04731186479330063,
-0.02360498532652855,
0.054739732295274734,
-0.011065651662647724,
0.03709936887025833,
-0.02920248731970787,
-0.004575436469167471,
0.01183878630399704,
-0.023728422820568085,
-0.029734773561358452,
0.031418342143297195,
0.004842997528612614,
0.007757802493870258,
-0.02743678167462349,
-0.05691935122013092,
0.02063777670264244,
0.07965269684791565,
-0.02303454466164112,
-0.028416311368346214,
-0.02792414464056492,
0.002164645818993449,
0.042381368577480316,
0.017724448814988136,
-0.02907046116888523,
0.04009663313627243,
0.05556906759738922,
0.013112441636621952,
0.00993340089917183,
0.07041683793067932,
0.013258814811706543,
-0.017273975536227226,
-0.015031573362648487,
0.01804307848215103,
0.029984157532453537,
-0.0191345177590847,
0.006106771994382143,
0.03201252222061157,
0.021742576733231544,
-0.018128886818885803,
-0.03193221986293793,
0.056881383061409,
0.0030828083399683237,
0.006449614651501179,
0.012264554388821125,
-0.02786407060921192,
-0.014851515181362629,
0.05031757056713104,
-0.003013534238561988,
-0.018901683390140533,
-0.03832908347249031,
-0.02066693641245365,
0.015602689236402512,
0.030601801350712776,
0.03352687880396843,
0.05083642527461052,
-0.012378223240375519,
0.10500197112560272,
-0.024287234991788864,
0.007526954635977745,
-0.01689179800450802,
-0.0333327017724514,
0.019825994968414307,
0.07060190290212631,
0.02020150050520897,
0.03525257483124733,
0.0005105171585455537,
-0.050216034054756165,
0.03312129154801369,
0.0593101866543293,
0.060505907982587814,
0.009768227115273476,
-0.04673418402671814,
-0.009888825938105583,
0.016495171934366226,
0.039353251457214355,
-0.0351591557264328,
-0.0597289502620697,
0.020244676619768143,
0.07276172935962677,
-0.04492001608014107,
0.026435203850269318,
-0.03592662885785103,
0.019796699285507202,
-0.041189827024936676,
-0.03793816268444061,
0.04427008330821991,
0.02632584609091282,
-0.006869716104120016,
0.022890258580446243,
0.01004307996481657,
-0.017207162454724312,
0.02581964060664177,
0.005145435221493244,
0.003441707929596305,
-0.03074479289352894,
0.011952686123549938,
0.021024439483880997,
0.06115032359957695,
-0.027958685532212257,
0.040093448013067245,
-0.029201414436101913,
-0.00390953104943037,
0.031001819297671318,
-0.06767670810222626,
0.011631722562015057,
0.03636479377746582,
0.017253834754228592,
-0.022537652403116226,
0.007024088874459267,
0.0069099669344723225,
0.020356696099042892,
0.07422533631324768,
0.004991188179701567,
0.05628599226474762,
0.012483122758567333,
0.05990036576986313,
0.09728921204805374,
0.01485762745141983,
0.03616821765899658,
0.038151632994413376,
0.09118831902742386,
-0.008458716794848442,
-0.010683118365705013,
0.04323145002126694,
-0.04752515256404877,
0.017140578478574753,
-0.04178488999605179,
0.03497481718659401,
0.01593494601547718,
-0.007539012935012579,
0.0286024771630764,
0.0025058432947844267,
-0.01876150630414486,
0.007661806885153055,
-0.012939192354679108,
-0.024064207449555397,
0.04786363244056702,
0.013152283616364002,
0.006249725818634033,
0.008484925143420696,
-0.00007647481834283099,
0.027810512110590935,
-0.0685272067785263,
-0.06885111331939697,
0.015985660254955292,
-0.03256818279623985,
-0.005028616636991501,
-0.06956036388874054,
-0.014535101130604744,
-0.06590186804533005,
-0.021379245445132256,
0.032845791429281235,
0.007791085634380579,
-0.011325780302286148,
-0.02606339007616043,
0.007112076971679926,
-0.03276604413986206,
-0.01837090402841568,
-0.033296629786491394,
-0.034253448247909546,
-0.04147958382964134,
-0.08041402697563171,
0.0451633557677269,
0.01621820591390133,
0.02521594800055027,
-0.018763910979032516,
0.013446497730910778,
-0.017213499173521996,
-0.01458091102540493,
0.08003903925418854,
0.05411244556307793,
-0.028510019183158875,
-0.024232402443885803,
0.04888162761926651,
-0.033293720334768295,
-0.0003349431499373168,
-0.02185015380382538,
-0.021427324041724205,
0.07093746960163116,
0.05191440507769585,
0.019458211958408356,
0.005159432999789715,
-0.019535338506102562,
-0.0601399727165699,
-0.05008379742503166,
-0.036995694041252136,
-0.044954169541597366,
-0.014744914136826992,
-0.02948932722210884,
-0.05751444399356842,
-0.037744853645563126,
-0.03279155120253563,
0.0005696428124792874,
-0.03480862081050873,
0.02321486733853817,
0.035774827003479004,
0.03938612341880798,
0.041369061917066574,
0.036486394703388214,
-0.050784092396497726,
-0.03201718255877495,
0.07161984592676163,
0.008298206143081188,
0.01012563519179821,
-0.04945951700210571,
-0.010560214519500732,
0.051032088696956635,
0.008176576346158981,
0.013098220340907574,
0.020199351012706757,
0.0804588720202446,
0.0016962075605988503,
0.00014291593106463552,
0.014723009429872036,
-0.00573371909558773,
-0.0033834243658930063,
-0.01121158991008997,
-0.012062675319612026,
-0.04700424149632454,
-0.015797365456819534,
-0.019584964960813522,
0.017464788630604744,
0.04118563234806061,
-0.07217364013195038,
-0.032412152737379074,
-0.009044649079442024,
0.036515623331069946,
0.007232781033962965,
0.02339598722755909,
-0.014348236843943596,
0.012812134809792042,
-0.04397253692150116,
-0.018319325521588326,
0.006927211303263903,
0.00787770189344883,
0.004724625498056412,
0.04869254305958748,
0.03615351393818855,
-0.023936405777931213,
0.051413267850875854,
0.02826821804046631,
0.060409896075725555,
0.013372674584388733,
-0.03909533470869064,
0.016629919409751892,
-0.020356684923171997,
0.019867340102791786,
-0.006174928043037653,
-0.0305060762912035,
-0.04590845853090286,
-0.07464016228914261,
0.0008869096636772156,
0.026773933321237564,
-0.0352964848279953,
0.013573926873505116,
0.02459518238902092,
-0.04989262670278549,
0.007573945447802544,
0.0035939370281994343,
0.01658649370074272,
0.04695483297109604,
-0.05372820049524307,
0.06283657252788544,
-0.007892793044447899,
0.015498415566980839,
-0.05854573845863342,
0.011884283274412155,
-0.01473283488303423,
-0.0342758446931839,
0.03455997630953789,
0.0585191436111927,
0.01821138896048069,
0.04291572794318199,
0.09072428196668625,
0.050379808992147446,
-0.02689364366233349,
0.031362179666757584,
0.035184651613235474,
0.006870072800666094,
-0.05788012593984604,
-0.008276699110865593,
-0.007052225526422262,
-0.05439282953739166,
-0.0036645049694925547,
-0.021554341539740562,
0.01823505386710167,
0.014704548753798008,
0.0027097149286419153,
-0.020959215238690376,
-0.01293331291526556,
-0.031442321836948395,
-0.03156794235110283,
-0.06405499577522278,
-0.034021321684122086,
-0.011132891289889812,
-0.00662948377430439,
0.039463892579078674,
0.048991572111845016,
0.0009278572979383171,
0.040339939296245575,
0.052049025893211365,
-0.02611357346177101,
-0.019803689792752266,
0.009073073044419289,
0.022190922871232033,
-0.014538162387907505,
-0.05653601884841919,
-0.04084969311952591,
0.05111388862133026,
0.0423898845911026,
-0.03587982803583145,
-0.08389665931463242,
0.0030389351304620504,
0.06673124432563782,
-0.03484663367271423,
0.05245276167988777,
0.0003243968531023711,
0.04698386415839195,
0.05623319372534752,
-0.0152640575543046,
0.016210688278079033,
-0.03365837037563324,
0.015571356751024723,
0.002916960744187236,
0.03914482891559601,
-0.04839847981929779,
-0.03856182098388672,
-0.08449682593345642,
0.011031471192836761,
0.029812181368470192,
0.08885741978883743,
0.04239142686128616,
-0.04373285919427872,
-0.05449627339839935,
-0.011846890673041344,
0.041996825486421585,
-0.06001909449696541,
-0.01085833553224802,
0.014935255981981754,
0.05233405902981758,
-0.04441522806882858,
-0.05015239119529724,
-0.030839430168271065,
0.0011969913030043244,
0.035667069256305695,
0.0028967116959393024,
-0.0174902081489563,
-0.054483748972415924,
0.036961790174245834,
-0.00843445397913456,
-0.041538629680871964,
-0.11170566827058792,
0.010024773888289928,
-0.031356509774923325,
-0.003560687182471156,
0.04795258119702339,
0.023539593443274498,
0.03865282982587814,
0.060453448444604874,
0.003856428898870945,
0.03003016673028469,
-0.03344058245420456,
0.027771156281232834,
-0.0343317836523056,
0.010541513562202454,
0.014221255667507648,
-0.028737233951687813,
-0.029140543192625046,
-0.031321167945861816,
-0.044709399342536926,
-0.03265027701854706,
-0.02643175795674324,
0.012679225765168667,
-0.030230024829506874,
0.00033275934401899576,
-0.008734037168323994,
0.03493933007121086,
-0.015752311795949936,
-0.015815740451216698,
-0.007755995728075504,
-0.05321420356631279,
-0.08512695133686066,
-0.039649803191423416,
0.024789275601506233,
0.029518138617277145,
0.014534280635416508,
0.034184977412223816,
0.013677681796252728,
0.01634616032242775,
0.014431745745241642,
-0.03115694783627987,
0.044647589325904846,
0.00977802649140358,
-0.04595763981342316,
-0.036121442914009094,
0.013709497638046741,
0.03628766909241676,
0.022016337141394615,
-0.0513928085565567,
0.032059136778116226,
0.0043849945068359375,
-0.03475995361804962,
-0.015705056488513947,
-0.0024243753869086504,
0.03129635378718376,
-0.07144494354724884,
-0.04772067070007324,
0.0071577951312065125,
-0.04636723920702934,
0.02937203086912632,
-0.01602497696876526,
0.0015800122637301683,
0.013727775774896145,
0.023799151182174683,
0.03170353174209595,
0.004185122903436422,
-0.04607183858752251,
0.0030724736861884594,
0.0002917892124969512,
-0.005129633937031031,
-0.06865355372428894,
0.054395876824855804,
-0.040707871317863464,
0.026988882571458817,
-0.005732472985982895,
-0.0058751581236720085,
-0.028401583433151245,
0.036635346710681915,
-0.00954359769821167,
-0.005201437044888735,
-0.017731979489326477,
-0.0020274135749787092,
-0.04608697444200516,
0.051603298634290695,
0.007871318608522415,
0.014560563489794731,
-0.025043878704309464,
0.06705442816019058,
-0.04025516286492348,
-0.012961615808308125,
-0.025283005088567734,
0.01640082336962223,
-0.032705578953027725,
0.002152263419702649,
-0.01240602321922779,
-0.030543165281414986,
0.005803309381008148,
0.0416572205722332,
0.03595191240310669,
0.01710943505167961,
-0.026286130771040916,
0.008404510095715523,
0.01005531009286642,
-0.0451323576271534,
-0.004860562272369862,
-0.019406864419579506,
-0.026343289762735367,
-0.006563143339008093,
0.05549449846148491,
0.03296203538775444,
-0.03542516753077507,
-0.07654615491628647,
0.020896613597869873,
0.031137701123952866,
-0.007215722929686308,
-0.0007571772439405322,
0.021874135360121727,
0.036990970373153687,
0.05782492086291313,
-0.02935510315001011,
-0.0094678346067667,
-0.014833495952188969,
-0.026469489559531212,
0.023430513218045235,
-0.01976388320326805,
0.03267228975892067,
0.0007873848080635071,
-0.038361985236406326,
-0.015811936929821968,
0.06332646310329437,
0.015453469939529896,
0.015362582169473171,
0.005701631773263216,
-0.01206904649734497,
0.01781802996993065,
0.021578943356871605,
-0.061982084065675735,
0.004820085596293211,
0.04904735088348389,
-0.04208165407180786,
0.06746689230203629,
-0.019373653456568718,
0.04550504311919212,
0.058829985558986664,
-0.0028312697540968657,
-0.01988741010427475,
0.04929520562291145,
-0.02194124087691307,
-0.01884213089942932,
0.05188312381505966,
-0.0489112064242363,
-0.017918167635798454,
-0.014711984433233738,
0.06507167220115662,
-0.07677347958087921,
0.057636842131614685,
0.049612779170274734,
0.034619931131601334,
-0.0027940061409026384,
-0.044375695288181305,
-0.03395376354455948,
0.028271544724702835,
-0.0338309183716774,
0.07168411463499069,
0.02535790577530861,
-0.055143557488918304,
0.06730253994464874,
0.009998585097491741,
-0.07892166823148727,
0.04680653661489487,
0.040265269577503204,
0.017688557505607605,
0.02487497217953205,
0.059787455946207047,
-0.045631539076566696,
0.025823481380939484,
-0.05808129906654358,
0.007128946483135223,
-0.0724136009812355,
0.01222805492579937,
0.010646677576005459,
-0.023768184706568718,
-0.024196075275540352,
0.033284593373537064,
-0.0229988694190979,
0.027128105983138084,
0.017530657351017,
-0.04921700432896614,
-0.024096162989735603,
0.022095361724495888,
0.04146876931190491,
-0.01469495426863432,
0.015945490449666977,
-0.018742822110652924,
0.017846791073679924,
0.02653982676565647,
0.02025332674384117,
-0.060794245451688766,
-0.0018968019867315888,
0.031501755118370056,
-0.04658489301800728,
-0.02983740158379078,
-0.0008641833555884659,
0.01086127758026123,
-0.037975337356328964,
0.027895305305719376,
0.012198036536574364,
0.009900044649839401,
0.03476854786276817,
-0.018811382353305817,
0.04409629479050636,
-0.05405697971582413,
-0.004800879862159491,
0.006067286245524883,
0.008911597542464733,
0.024190813302993774,
-0.019737999886274338,
0.024182284250855446,
0.0267667006701231,
0.05723089352250099,
0.010487250052392483,
-0.043538425117731094,
-0.016212988644838333,
0.02592659369111061,
-0.03356470912694931,
0.008848745375871658,
-0.026963338255882263,
-0.06598544865846634,
-0.03570425510406494,
-0.020386407151818275,
-0.010299175046384335,
0.02205294743180275,
-0.02206638641655445,
0.009045065380632877,
0.05824488028883934,
-0.03555072471499443,
-0.03346477821469307,
-0.0800316110253334,
-0.00940061453729868,
-0.024829324334859848,
0.005680009722709656,
0.016281118616461754,
-0.024323124438524246,
0.028521504253149033,
-0.049108389765024185,
-0.06297830492258072,
0.06337667256593704,
0.017592497169971466,
-0.028020959347486496,
0.06466743350028992,
0.028904903680086136,
-0.030589185655117035,
0.013336513191461563,
0.05812929570674896,
-0.05657193809747696,
0.02178233116865158,
-0.003647296689450741,
0.019456569105386734,
0.015527470968663692,
0.024219566956162453,
-0.0178816020488739,
-0.03854946047067642,
-0.05139844864606857,
-0.05732908472418785,
-0.03333159163594246,
-0.002372707473114133,
0.07155022770166397
] |
Declan/NewYorkTimes_model_v6 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
language:
- nl
- eo
tags:
- translation
license: apache-2.0
---
### nld-epo
* source group: Dutch
* target group: Esperanto
* OPUS readme: [nld-epo](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-epo/README.md)
* model: transformer-align
* source language(s): nld
* target language(s): epo
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-epo/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-epo/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-epo/opus-2020-06-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nld.epo | 16.1 | 0.355 |
### System Info:
- hf_name: nld-epo
- source_languages: nld
- target_languages: epo
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-epo/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['nl', 'eo']
- src_constituents: {'nld'}
- tgt_constituents: {'epo'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-epo/opus-2020-06-16.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-epo/opus-2020-06-16.test.txt
- src_alpha3: nld
- tgt_alpha3: epo
- short_pair: nl-eo
- chrF2_score: 0.355
- bleu: 16.1
- brevity_penalty: 0.9359999999999999
- ref_len: 72293.0
- src_name: Dutch
- tgt_name: Esperanto
- train_date: 2020-06-16
- src_alpha2: nl
- tgt_alpha2: eo
- prefer_old: False
- long_pair: nld-epo
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.008252414874732494,
-0.02718559093773365,
-0.008263218216598034,
0.024252839386463165,
0.05173754319548607,
0.0200518649071455,
-0.0020881181117147207,
-0.006578876171261072,
-0.06720931082963943,
0.05667825788259506,
-0.0020866591949015856,
-0.026874128729104996,
-0.006192922592163086,
0.05312284454703331,
-0.03727928549051285,
-0.014884978532791138,
-0.025164445862174034,
-0.00879702903330326,
-0.03735734149813652,
-0.022830408066511154,
0.004439173731952906,
0.00974692590534687,
-0.011030909605324268,
0.02817268669605255,
-0.0030016987584531307,
0.02314464934170246,
-0.0294031985104084,
0.02510497160255909,
0.011166076175868511,
-0.0697912648320198,
-0.01636592485010624,
-0.008683632127940655,
-0.029207676649093628,
-0.0008279273170046508,
-0.02213950641453266,
0.00024639657931402326,
-0.010360710322856903,
-0.0050741578452289104,
0.07184845954179764,
0.05014403536915779,
-0.007122724782675505,
0.012114173732697964,
-0.029027115553617477,
-0.06199727579951286,
0.050045304000377655,
0.005086748860776424,
-0.05661946162581444,
-0.00644267164170742,
0.019106058403849602,
-0.018438754603266716,
-0.04935850948095322,
-0.07748939096927643,
-0.01759451813995838,
0.01422859262675047,
-0.017633618786931038,
0.007088347338140011,
-0.08519822359085083,
-0.01612882688641548,
0.07182351499795914,
-0.05307067930698395,
-0.02453932911157608,
0.006313890218734741,
-0.060035787522792816,
0.00887057464569807,
0.03579633682966232,
-0.022966716438531876,
-0.011347539722919464,
-0.026223843917250633,
0.037822261452674866,
-0.02746012434363365,
0.03178062662482262,
-0.03878212720155716,
0.018811069428920746,
-0.06046773120760918,
-0.035855982452631,
-0.015097497031092644,
0.025052810087800026,
0.03579465299844742,
-0.035587113350629807,
0.04535135626792908,
0.017530793324112892,
-0.025871457532048225,
0.015710800886154175,
-0.01928681507706642,
-0.03065473400056362,
0.04976094886660576,
-0.024480273947119713,
-0.015015505254268646,
0.010809246450662613,
0.04093872755765915,
-0.062910296022892,
-0.03138541802763939,
-0.01302583608776331,
-0.03774441406130791,
0.00901922769844532,
0.04982148855924606,
0.058669015765190125,
-0.03444512188434601,
0.020416470244526863,
0.04306057468056679,
0.015507099218666553,
0.046173084527254105,
0.007346911355853081,
0.06582485139369965,
-0.01168157160282135,
0.008074912242591381,
-0.010777860879898071,
-0.03271132707595825,
-0.054427050054073334,
0.0164572075009346,
0.020134195685386658,
-0.029159272089600563,
-0.013775702565908432,
0.05421481281518936,
0.016251519322395325,
-0.023045670241117477,
0.05406681448221207,
-0.021707816049456596,
-0.05073225498199463,
-0.05596574395895004,
0.056913528591394424,
0.02739720791578293,
-0.007424041163176298,
0.020740646868944168,
-0.05025201663374901,
0.021464575082063675,
-0.04253160580992699,
-0.040086645632982254,
0.0015476836124435067,
0.01954752393066883,
-0.004493642132729292,
0.03330311179161072,
0.04358471557497978,
-0.07717160880565643,
0.024503357708454132,
-0.018159376457333565,
-0.04195552319288254,
0.05870238319039345,
0.016001323238015175,
0.11700136959552765,
-0.031413737684488297,
-0.01693800836801529,
0.010110177099704742,
0.00004773871842189692,
-0.012481394223868847,
0.0038209313061088324,
0.010340274311602116,
-0.014949900098145008,
0.010939248837530613,
-0.016846733167767525,
0.048065781593322754,
-0.053435515612363815,
-0.012583855539560318,
0.05473892390727997,
-0.0021982828620821238,
0.026838362216949463,
-0.04826260358095169,
-0.03173426538705826,
0.003537449287250638,
-0.030333412811160088,
-0.03875681385397911,
0.021054666489362717,
0.005563435144722462,
-0.013539410196244717,
-0.03273821622133255,
-0.04701939970254898,
0.018457207828760147,
0.07124780863523483,
-0.01574496552348137,
-0.03438651189208031,
-0.02265777252614498,
-0.00533845741301775,
0.049134816974401474,
0.03204323351383209,
-0.025911524891853333,
0.03446032479405403,
0.04816334694623947,
0.010201581753790379,
0.006561496760696173,
0.0653398185968399,
0.01360239926725626,
-0.025874758139252663,
-0.039555873721838,
0.009977125562727451,
0.0277324840426445,
-0.03593239560723305,
0.017063980922102928,
0.017823463305830956,
0.008331893011927605,
-0.030892835929989815,
-0.03380353003740311,
0.05884358659386635,
0.001568622188642621,
0.0054646506905555725,
0.005179067142307758,
-0.02941824123263359,
-0.031509798020124435,
0.06065209209918976,
0.004984693601727486,
-0.01003731694072485,
-0.03903254494071007,
-0.00837564654648304,
0.01822836510837078,
0.018098516389727592,
0.04630834609270096,
0.03974087908864021,
-0.0015368321910500526,
0.09016039967536926,
-0.025232776999473572,
0.002461771247908473,
-0.04340045526623726,
-0.05321063846349716,
0.01733613945543766,
0.06564275175333023,
0.027002083137631416,
0.04579206928610802,
0.00031373207457363605,
-0.068047434091568,
0.03711651265621185,
0.0796649232506752,
0.07260297238826752,
0.0065932669676840305,
-0.03133607655763626,
0.002296079881489277,
0.023396916687488556,
0.04955561086535454,
-0.04514966532588005,
-0.051409315317869186,
0.013553056865930557,
0.0623970627784729,
-0.01973436400294304,
0.016212504357099533,
-0.016334153711795807,
0.015778621658682823,
-0.04446490854024887,
-0.055107634514570236,
0.03901247680187225,
0.023601865395903587,
0.008816562592983246,
0.01591075398027897,
0.008127165958285332,
-0.0013128559803590178,
0.00768429646268487,
0.011053547263145447,
0.00409817136824131,
-0.04054376110434532,
0.00751566281542182,
-0.009142717346549034,
0.049553729593753815,
-0.03267422318458557,
0.0306191835552454,
-0.010476893745362759,
0.013527014292776585,
0.035176075994968414,
-0.04401439055800438,
0.01320367306470871,
0.01607288233935833,
0.016854925081133842,
-0.03607150539755821,
0.006264520343393087,
0.006270641926676035,
0.03412140905857086,
0.06416821479797363,
0.0010954512981697917,
0.0652587041258812,
0.01218545064330101,
0.045820705592632294,
0.09004683047533035,
0.026802366599440575,
0.04091169685125351,
0.0354878269135952,
0.07773842662572861,
0.00604521157220006,
-0.013069970533251762,
0.04015665873885155,
-0.0502750389277935,
0.009634333662688732,
-0.03991450369358063,
0.037854310125112534,
-0.004530961625277996,
-0.002036035293713212,
0.03397703543305397,
-0.02174624241888523,
-0.03132479637861252,
-0.00982574187219143,
-0.03574267774820328,
-0.0325748585164547,
0.0639389306306839,
-0.000350334623362869,
0.00809941254556179,
-0.0009243195527233183,
-0.011801174841821194,
0.027747049927711487,
-0.07864505052566528,
-0.05659342184662819,
0.010917522013187408,
-0.03027050755918026,
-0.004148462787270546,
-0.07693062722682953,
-0.021249722689390182,
-0.054587043821811676,
-0.02436312474310398,
0.03312738984823227,
0.041715919971466064,
-0.005613815039396286,
-0.01388493925333023,
0.011616112664341927,
-0.04515784978866577,
-0.021772749722003937,
-0.05624473839998245,
-0.03153757005929947,
-0.04706393927335739,
-0.05982650816440582,
0.0198809951543808,
0.03148709610104561,
0.02175332047045231,
-0.019273677840828896,
0.014238311909139156,
-0.014756935648620129,
-0.025976637378335,
0.07656757533550262,
0.03828246146440506,
-0.016294442117214203,
-0.03239770978689194,
0.04188890382647514,
-0.0052122315391898155,
0.003976973704993725,
0.0026788171380758286,
-0.04318978264927864,
0.06950121372938156,
0.06572217494249344,
0.01500893384218216,
0.027033736929297447,
-0.002879911568015814,
-0.06395379453897476,
-0.04025580734014511,
-0.0306717436760664,
-0.05792337283492088,
-0.005587520077824593,
-0.023066876456141472,
-0.04102349653840065,
-0.028779983520507812,
-0.04492952674627304,
0.006478181108832359,
-0.018441755324602127,
0.006453243549913168,
0.051839426159858704,
0.04767041280865669,
0.03735187277197838,
0.05211034044623375,
-0.032795295119285583,
-0.021176399663090706,
0.06001477688550949,
-0.013499501161277294,
0.013905228115618229,
-0.07316557317972183,
-0.0010386521462351084,
0.023433778434991837,
0.0012597492896020412,
0.00930145476013422,
0.00938019622117281,
0.08363597840070724,
0.005397120490670204,
-0.008237727917730808,
0.010427545756101608,
-0.017563335597515106,
-0.023481233045458794,
0.005524990614503622,
0.0006612606812268496,
-0.022597001865506172,
-0.02844155579805374,
-0.022030998021364212,
0.004073198419064283,
0.036235325038433075,
-0.06990206986665726,
-0.06345495581626892,
-0.022982530295848846,
0.044848278164863586,
-0.0018647505203261971,
0.005458729807287455,
-0.04050115868449211,
0.015588358044624329,
-0.03443941846489906,
-0.015588399022817612,
0.023924848064780235,
0.01612483151257038,
-0.0026948682498186827,
0.03765450417995453,
0.04625692218542099,
-0.03512273728847504,
0.04496651887893677,
0.045396771281957626,
0.0570550262928009,
0.03705703094601631,
-0.01768324337899685,
0.0042851935140788555,
-0.023686571046710014,
0.016420966014266014,
-0.003370509948581457,
-0.04143739864230156,
-0.04229682683944702,
-0.07442276924848557,
-0.009612423367798328,
0.03027249313890934,
-0.025290770456194878,
-0.01777932420372963,
0.0386466309428215,
-0.01652798242866993,
-0.010860140435397625,
-0.007596541196107864,
0.011259705759584904,
0.04155920073390007,
-0.05402883514761925,
0.06347420811653137,
-0.0015340264653787017,
0.024586377665400505,
-0.04730367287993431,
-0.009954044595360756,
-0.028161603957414627,
-0.019121740013360977,
-0.0034475072752684355,
0.04927077144384384,
0.03488806262612343,
0.04672428220510483,
0.07841596007347107,
0.044165413826704025,
-0.03260379657149315,
0.05226096883416176,
0.022250041365623474,
0.002913955831900239,
-0.0387246273458004,
-0.00259872036986053,
-0.022763481363654137,
-0.062727190554142,
-0.008394237607717514,
-0.0325443297624588,
0.024938903748989105,
0.012939471751451492,
0.02323111891746521,
-0.004491795320063829,
0.0014929142780601978,
-0.01832435093820095,
-0.040921472012996674,
-0.054644860327243805,
-0.05007554963231087,
0.001490234863013029,
-0.020107217133045197,
0.0268083643168211,
0.066547691822052,
0.001273421454243362,
0.05066641420125961,
0.05269583687186241,
-0.023068398237228394,
-0.035500168800354004,
0.0198076032102108,
0.022125044837594032,
-0.026033228263258934,
-0.059972554445266724,
-0.050436634570360184,
0.06023946404457092,
0.046465374529361725,
-0.011163337156176567,
-0.08998166024684906,
0.012922595255076885,
0.05129220709204674,
-0.03748657926917076,
0.05025285854935646,
-0.029978333041071892,
0.04979177936911583,
0.043699949979782104,
-0.02382202073931694,
0.004929306451231241,
-0.05299410969018936,
0.003558916272595525,
-0.010623186826705933,
0.038664985448122025,
-0.02045239880681038,
-0.028883256018161774,
-0.0953584760427475,
0.019997306168079376,
0.046663038432598114,
0.08552319556474686,
0.037020210176706314,
-0.03624674305319786,
-0.05759843438863754,
-0.0009407787001691759,
0.01942213997244835,
-0.08521180599927902,
0.01033941749483347,
0.02259283885359764,
0.044823069125413895,
-0.0516536720097065,
-0.05696827545762062,
-0.0265489649027586,
-0.008778932504355907,
0.04062781110405922,
0.0003331105981487781,
-0.023977795615792274,
-0.05056010186672211,
0.0251631923019886,
-0.012753967195749283,
-0.023338088765740395,
-0.0844569280743599,
0.04148349538445473,
-0.03208658844232559,
-0.012774807401001453,
0.03344276174902916,
0.03807058930397034,
0.020403577014803886,
0.049266353249549866,
-0.013499015010893345,
0.027091393247246742,
-0.031035713851451874,
0.03259817138314247,
-0.02214353159070015,
-0.010550902225077152,
-0.011670747771859169,
-0.04959902912378311,
-0.03030530922114849,
-0.017857255414128304,
-0.053260769695043564,
-0.040241390466690063,
-0.04427437484264374,
0.011718065477907658,
-0.01927930861711502,
-0.010703440755605698,
-0.00892515480518341,
0.05842823535203934,
-0.02140633389353752,
-0.01526517141610384,
-0.0315108597278595,
-0.05341244488954544,
-0.057033438235521317,
-0.04393947497010231,
0.02254159189760685,
0.02947106584906578,
0.03764937445521355,
0.030853696167469025,
-0.002966559026390314,
0.02352103963494301,
0.010618176311254501,
-0.02195732668042183,
0.032960325479507446,
0.0023575383238494396,
-0.040098775178194046,
-0.041324954479932785,
0.011248046532273293,
0.01910826377570629,
0.0357242152094841,
-0.055746592581272125,
0.043072380125522614,
0.025951853021979332,
-0.03302128612995148,
-0.00920763798058033,
-0.0012839280534535646,
0.04398779571056366,
-0.06252985447645187,
-0.06520896404981613,
0.003397661726921797,
-0.04315648972988129,
0.02188776433467865,
0.0026884907856583595,
-0.0217711441218853,
-0.006134316325187683,
0.019505398347973824,
0.04059164226055145,
0.02123071625828743,
-0.03713918477296829,
0.018703008070588112,
0.0010442507918924093,
-0.019077634438872337,
-0.05175357684493065,
0.04182786867022514,
-0.028813431039452553,
0.022567955777049065,
-0.003863542340695858,
-0.014495071955025196,
-0.026385735720396042,
0.021968262270092964,
-0.0072687710635364056,
-0.0032267109490931034,
-0.013276582583785057,
0.016826432198286057,
-0.05149198696017265,
0.03651421144604683,
0.003002498997375369,
-0.0024981999304145575,
-0.01328145433217287,
0.053536295890808105,
-0.04435807093977928,
-0.0179457925260067,
-0.03354603052139282,
0.005008797626942396,
-0.022224800661206245,
0.001872374676167965,
0.006317677907645702,
-0.04343245178461075,
0.020167723298072815,
0.048429764807224274,
0.023094866424798965,
0.018850507214665413,
-0.0171899925917387,
-0.014362644404172897,
-0.002408629050478339,
-0.03834443911910057,
-0.003994578029960394,
-0.03594594448804855,
-0.004923657048493624,
-0.033946018666028976,
0.07165562361478806,
0.027902821078896523,
-0.025813454762101173,
-0.042499177157878876,
0.0413074716925621,
0.03746212273836136,
-0.005845255218446255,
-0.004925886634737253,
0.03823888301849365,
0.026674190536141396,
0.055123791098594666,
-0.02592354081571102,
-0.013101763091981411,
-0.01001407578587532,
-0.04851629585027695,
0.020880553871393204,
-0.01350469421595335,
0.019712161272764206,
-0.012005705386400223,
-0.03459271416068077,
-0.021527251228690147,
0.06279241293668747,
0.0070550753735005856,
0.006183653604239225,
0.0017361898208037019,
-0.02555302530527115,
0.001046368503011763,
0.02763165347278118,
-0.0480029433965683,
0.017634369432926178,
0.04083670675754547,
-0.05025353655219078,
0.0781988576054573,
-0.024314725771546364,
0.031182046979665756,
0.057259608060121536,
-0.001789313042536378,
0.007345864549279213,
0.028395777568221092,
-0.025887880474328995,
0.0022281769197434187,
0.04919473081827164,
-0.05800045281648636,
-0.002970782807096839,
0.006056437734514475,
0.06645497679710388,
-0.0786842405796051,
0.053443342447280884,
0.041791290044784546,
0.011722194030880928,
0.014660274609923363,
-0.03863677382469177,
-0.016582267358899117,
0.029329422861337662,
-0.03411363810300827,
0.07434462755918503,
0.03434262052178383,
-0.07312063872814178,
0.05742612108588219,
0.014692146331071854,
-0.08230120688676834,
0.05661622807383537,
0.049947261810302734,
0.03126099333167076,
0.04312378540635109,
0.07206138223409653,
-0.06379413604736328,
0.013434134423732758,
-0.033878106623888016,
0.00764110591262579,
-0.08201192319393158,
0.021844375878572464,
0.0007881323690526187,
-0.03772972151637077,
-0.045268092304468155,
0.03443967178463936,
-0.013642331585288048,
0.018406419083476067,
0.01579359360039234,
-0.05743333324790001,
-0.030575251206755638,
0.030060309916734695,
0.041261907666921616,
-0.028440959751605988,
0.022024737671017647,
-0.03472233563661575,
0.02261388674378395,
0.01709139719605446,
-0.009134192019701004,
-0.04905317723751068,
0.006799440830945969,
0.03418196365237236,
-0.04409872740507126,
-0.017459454014897346,
-0.0024638776667416096,
-0.0071907867677509785,
-0.021166788414120674,
0.048628825694322586,
-0.01750222034752369,
0.033044274896383286,
0.033630531281232834,
-0.012956231832504272,
0.03472365066409111,
-0.03958503529429436,
0.00024639524053782225,
-0.003956136293709278,
0.027636801823973656,
0.029492873698472977,
-0.020165732130408287,
0.04161469265818596,
0.023165108636021614,
0.05773956701159477,
-0.00795102771371603,
-0.030725449323654175,
-0.024426184594631195,
0.011675410903990269,
-0.051981519907712936,
0.0013068787520751357,
-0.010985895060002804,
-0.047725215554237366,
-0.038567591458559036,
-0.02563130296766758,
-0.009099878370761871,
0.03560670092701912,
-0.04417507350444794,
0.0023107891902327538,
0.05120573937892914,
-0.036084454506635666,
-0.01949668861925602,
-0.0883316695690155,
-0.01463326346129179,
-0.03775246441364288,
0.010128321126103401,
0.00783001258969307,
-0.02437039092183113,
0.03638674318790436,
-0.04350697249174118,
-0.07948707044124603,
0.03522694855928421,
0.032594308257102966,
-0.03651336207985878,
0.06906995922327042,
0.021284623071551323,
-0.05368199199438095,
0.000290047813905403,
0.05106054246425629,
-0.06258386373519897,
0.020115453749895096,
0.013704545795917511,
0.0241437666118145,
0.016212407499551773,
0.015298651531338692,
-0.006023705936968327,
-0.04664701968431473,
-0.019142871722579002,
-0.055790483951568604,
-0.01613244228065014,
-0.00115232786629349,
0.05549922585487366
] |
Declan/NewYorkTimes_model_v8 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nl-es
* source languages: nl
* target languages: es
* OPUS readme: [nl-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.nl.es | 51.6 | 0.698 |
| [
-0.014513013884425163,
-0.030408797785639763,
0.0007849147659726441,
0.033385153859853745,
0.03298578038811684,
0.021984992548823357,
-0.004130885004997253,
-0.004898276180028915,
-0.04470285028219223,
0.052768684923648834,
0.005307465326040983,
-0.014904416166245937,
0.0023902282118797302,
0.05455353483557701,
-0.03899141028523445,
-0.02209600619971752,
-0.0100319255143404,
0.00941017922013998,
-0.039528027176856995,
-0.013501974754035473,
-0.0021012688521295786,
0.006568982731550932,
-0.033654700964689255,
0.03205149993300438,
-0.025671081617474556,
0.0066009461879730225,
-0.017807871103286743,
0.017425911501049995,
0.01976788602769375,
-0.06848213821649551,
-0.011642911471426487,
-0.0168163925409317,
-0.02890114299952984,
-0.0102299265563488,
-0.03236980363726616,
0.024011045694351196,
0.012681985273957253,
0.0217996034771204,
0.07675773650407791,
0.05483950302004814,
-0.004792608320713043,
0.0021517672576010227,
-0.00826086662709713,
-0.030952222645282745,
0.036816179752349854,
0.006119938101619482,
-0.03425890952348709,
-0.03727789968252182,
0.02497728541493416,
-0.02684367261826992,
-0.053643178194761276,
-0.05484256520867348,
-0.01920650154352188,
0.03346734493970871,
-0.010351799428462982,
-0.003088169964030385,
-0.09303159266710281,
-0.01144449319690466,
0.06652805954217911,
-0.05845368653535843,
-0.029844088479876518,
0.014821765944361687,
-0.05486012622714043,
0.0038506018463522196,
0.04840188845992088,
-0.03215406462550163,
-0.011617299169301987,
-0.04612645134329796,
0.047283072024583817,
-0.04105483368039131,
0.032703276723623276,
-0.034606870263814926,
0.020496806129813194,
-0.06628727167844772,
-0.05446861684322357,
-0.011024254374206066,
0.03330085054039955,
0.05337008461356163,
-0.04699953272938728,
0.050037190318107605,
0.0444449782371521,
-0.011571231298148632,
0.024373752996325493,
-0.012844287790358067,
-0.02161991409957409,
0.041091516613960266,
-0.02738657407462597,
-0.004269144032150507,
0.014099779538810253,
0.04494374617934227,
-0.04780504107475281,
-0.030234018340706825,
-0.013914543204009533,
-0.031154273077845573,
-0.00033564737532287836,
0.03316063433885574,
0.061421770602464676,
-0.03806433081626892,
0.00988762453198433,
0.0446724034845829,
0.021205777302384377,
0.04749177768826485,
0.00025777675909921527,
0.07464274764060974,
-0.027257226407527924,
-0.000623222382273525,
-0.016010917723178864,
-0.029608620330691338,
-0.06392595916986465,
0.005243683233857155,
0.0316895991563797,
-0.0396900475025177,
-0.009168732911348343,
0.052468832582235336,
0.03631135821342468,
-0.03952543064951897,
0.07291243225336075,
-0.030482260510325432,
-0.04581987485289574,
-0.051020074635744095,
0.05980319157242775,
0.013121960684657097,
0.007295188028365374,
0.01202093530446291,
-0.055983465164899826,
0.01490996778011322,
-0.03767413645982742,
-0.03493170067667961,
0.002712665591388941,
0.025278685614466667,
-0.02333858609199524,
0.03665575012564659,
0.03172009065747261,
-0.059677138924598694,
0.019052062183618546,
-0.014345545321702957,
-0.038495827466249466,
0.05971857160329819,
0.04348934814333916,
0.09839940071105957,
-0.044269535690546036,
-0.029538100585341454,
0.014165302738547325,
0.004254191182553768,
-0.032221730798482895,
0.008698337711393833,
-0.006589081138372421,
-0.017670555040240288,
-0.015759963542222977,
-0.01958799734711647,
0.053273074328899384,
-0.04990382865071297,
-0.02577698975801468,
0.052942853420972824,
-0.014408987015485764,
0.03372475504875183,
-0.02772361785173416,
-0.005823098588734865,
0.00997795071452856,
-0.02213987335562706,
-0.030728355050086975,
0.032455116510391235,
0.0024098632857203484,
0.004057750571519136,
-0.03235771879553795,
-0.05917400121688843,
0.023253165185451508,
0.08125180751085281,
-0.021594129502773285,
-0.03139949589967728,
-0.026853103190660477,
0.002089553512632847,
0.04400257021188736,
0.013861461542546749,
-0.028174307197332382,
0.03661481663584709,
0.058326829224824905,
0.01592421345412731,
0.008683811873197556,
0.07097461074590683,
0.015328957699239254,
-0.01846621185541153,
-0.018025828525424004,
0.018283788114786148,
0.028651827946305275,
-0.021411381661891937,
0.005240870639681816,
0.033040113747119904,
0.023892194032669067,
-0.017072269693017006,
-0.03069595992565155,
0.05934945493936539,
0.0029327995143830776,
0.010254409164190292,
0.010857678018510342,
-0.02718237414956093,
-0.017626622691750526,
0.05078611522912979,
-0.010373278521001339,
-0.016640031710267067,
-0.036051202565431595,
-0.01820659637451172,
0.011265010572969913,
0.03357001766562462,
0.027858763933181763,
0.05042403191328049,
-0.01153487991541624,
0.10592375695705414,
-0.025315959006547928,
0.009343279525637627,
-0.018816782161593437,
-0.036598920822143555,
0.01570071466267109,
0.06654677540063858,
0.01999424211680889,
0.03541231155395508,
-0.0006701976526528597,
-0.05381431430578232,
0.03210613504052162,
0.06428031623363495,
0.05798926204442978,
0.007536550052464008,
-0.048660457134246826,
-0.010962248779833317,
0.02049039676785469,
0.038029663264751434,
-0.03377562388777733,
-0.06104688346385956,
0.021214131265878677,
0.07294715940952301,
-0.044438641518354416,
0.02584005706012249,
-0.037567101418972015,
0.02107769437134266,
-0.04035784304141998,
-0.04118435084819794,
0.04218186065554619,
0.023564964532852173,
-0.009598871693015099,
0.021121211349964142,
0.009059418924152851,
-0.013033611699938774,
0.02572469413280487,
0.0063974205404520035,
0.004856643732637167,
-0.03333810344338417,
0.012842895463109016,
0.013179839588701725,
0.057233452796936035,
-0.030568378046154976,
0.04053892940282822,
-0.026063578203320503,
-0.0029225831385701895,
0.03333823382854462,
-0.06430123746395111,
0.00813168752938509,
0.03812314197421074,
0.013790106400847435,
-0.022729555144906044,
0.006540700793266296,
0.006998501252382994,
0.020768756046891212,
0.0735885500907898,
0.005434175953269005,
0.059230949729681015,
0.01143660582602024,
0.057258982211351395,
0.09311512112617493,
0.018090976402163506,
0.033924996852874756,
0.03997107595205307,
0.09244612604379654,
-0.013316317461431026,
-0.011943422257900238,
0.04802125319838524,
-0.047673337161540985,
0.018159333616495132,
-0.04002444073557854,
0.03222065046429634,
0.0173579640686512,
-0.006534800864756107,
0.030628426000475883,
0.0018844385631382465,
-0.018106814473867416,
0.010915499180555344,
-0.012213167734444141,
-0.024207934737205505,
0.04912352189421654,
0.012618695385754108,
0.008035573177039623,
0.00427973223850131,
0.002099222969263792,
0.02818639948964119,
-0.06658469140529633,
-0.0671623945236206,
0.018884558230638504,
-0.03336431086063385,
-0.004942529834806919,
-0.06574979424476624,
-0.017493542283773422,
-0.064018614590168,
-0.01969784125685692,
0.03627733886241913,
0.0077933804132044315,
-0.006407734472304583,
-0.02359657920897007,
0.004985517356544733,
-0.031134488061070442,
-0.021502148360013962,
-0.03219706565141678,
-0.0319407656788826,
-0.03712978959083557,
-0.07840586453676224,
0.04191238060593605,
0.015783436596393585,
0.026836175471544266,
-0.01587379164993763,
0.014486460946500301,
-0.011534602381289005,
-0.017540497705340385,
0.07928645610809326,
0.05559622496366501,
-0.022232666611671448,
-0.02954181283712387,
0.04515693709254265,
-0.030713552609086037,
0.005800703540444374,
-0.02196238748729229,
-0.023454202339053154,
0.06534574180841446,
0.05255348980426788,
0.024410560727119446,
0.006998708005994558,
-0.019737860187888145,
-0.053036533296108246,
-0.054837629199028015,
-0.03617972880601883,
-0.04299181327223778,
-0.01661396212875843,
-0.02712291106581688,
-0.0574326366186142,
-0.03612064942717552,
-0.0389682799577713,
0.0009040653239935637,
-0.03114771656692028,
0.02442852221429348,
0.038614802062511444,
0.03628971800208092,
0.040687479078769684,
0.035443905740976334,
-0.053129855543375015,
-0.025844823569059372,
0.07376246154308319,
0.00973796658217907,
0.008790225721895695,
-0.05140077322721481,
-0.013383164070546627,
0.05326887220144272,
0.008976480923593044,
0.011436848901212215,
0.021091511473059654,
0.0801146999001503,
0.006778134033083916,
0.005045738536864519,
0.018988244235515594,
-0.006888211239129305,
-0.007609821390360594,
-0.005540247540920973,
-0.009801087900996208,
-0.046652477234601974,
-0.020072735846042633,
-0.021739546209573746,
0.017237504944205284,
0.042181190103292465,
-0.06968162953853607,
-0.03144710510969162,
-0.008359122090041637,
0.03336936980485916,
0.008454049937427044,
0.01847042329609394,
-0.01566852070391178,
0.010844819247722626,
-0.04130025953054428,
-0.019645147025585175,
0.00629983888939023,
0.005977291613817215,
0.0026105402503162622,
0.05268402025103569,
0.037194300442934036,
-0.02865825593471527,
0.05051656439900398,
0.025102946907281876,
0.06310414522886276,
0.017137419432401657,
-0.0410643145442009,
0.01806476153433323,
-0.021223390474915504,
0.01483940053731203,
-0.00545627111569047,
-0.025847768411040306,
-0.04422447085380554,
-0.0707416832447052,
0.0039047442842274904,
0.02360561303794384,
-0.0332433246076107,
0.011502848006784916,
0.026007667183876038,
-0.04945759102702141,
0.00825052335858345,
0.0017551974160596728,
0.013628022745251656,
0.04550084099173546,
-0.05649108067154884,
0.06574961543083191,
-0.009029434062540531,
0.016740422695875168,
-0.053891371935606,
0.010691080242395401,
-0.017305884510278702,
-0.03497075289487839,
0.03217100724577904,
0.06206450238823891,
0.019143695011734962,
0.044324230402708054,
0.08735165745019913,
0.04959368705749512,
-0.025676952674984932,
0.03405560180544853,
0.03286293148994446,
0.0038194777444005013,
-0.06047971919178963,
-0.007949089631438255,
-0.008984742686152458,
-0.05664080008864403,
0.0013603873085230589,
-0.020270230248570442,
0.020466608926653862,
0.01564183458685875,
0.0032376451417803764,
-0.021163536235690117,
-0.017385732382535934,
-0.03049587272107601,
-0.03239406645298004,
-0.06324980407953262,
-0.03206575661897659,
-0.012906567193567753,
-0.0020878883078694344,
0.04000416398048401,
0.047706641256809235,
-0.003574010916054249,
0.04469117522239685,
0.055640630424022675,
-0.025539377704262733,
-0.019211113452911377,
0.007562898099422455,
0.0230184905230999,
-0.015508337877690792,
-0.057899925857782364,
-0.04400103539228439,
0.05029205605387688,
0.04259205609560013,
-0.02769920602440834,
-0.08657452464103699,
0.0009437386179342866,
0.06825156509876251,
-0.03692905977368355,
0.050013087689876556,
-0.0011782289948314428,
0.049421340227127075,
0.05484898015856743,
-0.01453915424644947,
0.018001236021518707,
-0.032674457877874374,
0.017250169068574905,
0.0005867914878763258,
0.03605223447084427,
-0.04076400771737099,
-0.038340065628290176,
-0.08717294037342072,
0.012138484045863152,
0.02765548974275589,
0.08541359007358551,
0.039924751967191696,
-0.04218457639217377,
-0.056591421365737915,
-0.016537191346287727,
0.04515375196933746,
-0.06386857479810715,
-0.013867076486349106,
0.019519822672009468,
0.05396236479282379,
-0.04437951743602753,
-0.04706796631217003,
-0.027195315808057785,
0.00004164952406426892,
0.03612549230456352,
0.002503227675333619,
-0.019637692719697952,
-0.05473639816045761,
0.03679659962654114,
-0.008554763160645962,
-0.0415012501180172,
-0.111013263463974,
0.009826977737247944,
-0.032635997980833054,
-0.003030553460121155,
0.049177687615156174,
0.02938084304332733,
0.03821726515889168,
0.06357721984386444,
0.0010249187471345067,
0.027868466451764107,
-0.03395863249897957,
0.029409993439912796,
-0.03450390323996544,
0.01065259613096714,
0.013279702514410019,
-0.028537563979625702,
-0.028648391366004944,
-0.03486423194408417,
-0.04149980843067169,
-0.031076010316610336,
-0.021525977179408073,
0.017711592838168144,
-0.031531061977148056,
0.005923626013100147,
-0.010196279734373093,
0.03148443624377251,
-0.012717414647340775,
-0.011911453679203987,
-0.006244771182537079,
-0.05372234806418419,
-0.08396105468273163,
-0.04145422577857971,
0.026186833158135414,
0.026700355112552643,
0.01846110075712204,
0.03215206414461136,
0.014492430724203587,
0.01245626900345087,
0.01034903060644865,
-0.03362875059247017,
0.04333285242319107,
0.008726959116756916,
-0.04553592950105667,
-0.03560372442007065,
0.011802067048847675,
0.03859742730855942,
0.026620635762810707,
-0.05255534499883652,
0.032070424407720566,
0.0031148057896643877,
-0.030885322019457817,
-0.01090356707572937,
-0.005007941275835037,
0.030978191643953323,
-0.07284713536500931,
-0.04938967153429985,
0.0022249058820307255,
-0.04765729978680611,
0.02936897799372673,
-0.015356907621026039,
0.00022806106426287442,
0.014967214316129684,
0.020799266174435616,
0.03215238079428673,
0.002661505015566945,
-0.04510210454463959,
0.0013381652534008026,
0.002110147848725319,
-0.0041589136235415936,
-0.06758052110671997,
0.052043616771698,
-0.044260118156671524,
0.027453340590000153,
-0.0038609083276242018,
-0.006957210134714842,
-0.027876021340489388,
0.0362568274140358,
-0.009210369549691677,
-0.01062433049082756,
-0.021215787157416344,
0.00010951899457722902,
-0.04130319878458977,
0.05231194943189621,
0.00267565599642694,
0.012748382054269314,
-0.021489063277840614,
0.07154960930347443,
-0.0445428267121315,
-0.008610467426478863,
-0.02586831897497177,
0.015862874686717987,
-0.030059220269322395,
-0.0006213721935637295,
-0.013916794210672379,
-0.033596109598875046,
0.005918668583035469,
0.042219072580337524,
0.03393763676285744,
0.012998344376683235,
-0.02738005667924881,
0.005497682839632034,
0.012666233815252781,
-0.044357411563396454,
-0.0038528742734342813,
-0.018024982884526253,
-0.02292190119624138,
-0.0023331933189183474,
0.054458945989608765,
0.034233178943395615,
-0.03601522371172905,
-0.07530272006988525,
0.024009039625525475,
0.032504837960004807,
-0.007837856188416481,
-0.0025844192132353783,
0.02112632989883423,
0.034729283303022385,
0.061403412371873856,
-0.0306541807949543,
-0.00614591408520937,
-0.015026770532131195,
-0.02305729314684868,
0.02400929108262062,
-0.01749902218580246,
0.030344566330313683,
0.0032149592880159616,
-0.040549386292696,
-0.018044332042336464,
0.06750595569610596,
0.019489025697112083,
0.014122444204986095,
0.00316299544647336,
-0.016129856929183006,
0.015400979667901993,
0.020850561559200287,
-0.06611783057451248,
0.009977634064853191,
0.048579927533864975,
-0.04045310243964195,
0.06952410936355591,
-0.01794123463332653,
0.04196808859705925,
0.05763358622789383,
-0.002701546298339963,
-0.020104309543967247,
0.04796764999628067,
-0.02335890755057335,
-0.019119447097182274,
0.0497334785759449,
-0.05201525613665581,
-0.01701313629746437,
-0.0109966229647398,
0.06439898163080215,
-0.07880184799432755,
0.05251198634505272,
0.04961740970611572,
0.032360825687646866,
-0.003836015472188592,
-0.041760604828596115,
-0.030021818354725838,
0.02561732567846775,
-0.03444789722561836,
0.07017653435468674,
0.018693769350647926,
-0.056430649012327194,
0.07146412879228592,
0.012378598563373089,
-0.0759405717253685,
0.04496065899729729,
0.03785340487957001,
0.015032317489385605,
0.028247814625501633,
0.05838071182370186,
-0.04646651819348335,
0.027093946933746338,
-0.057569630444049835,
0.008948719128966331,
-0.07090818881988525,
0.010230235755443573,
0.00923496950417757,
-0.020923126488924026,
-0.022543063387274742,
0.0312906950712204,
-0.026096617802977562,
0.027740973979234695,
0.013329792767763138,
-0.05098888278007507,
-0.028216008096933365,
0.019293231889605522,
0.04349108785390854,
-0.017801815643906593,
0.011282228864729404,
-0.015988273546099663,
0.018344322219491005,
0.023017438128590584,
0.017288818955421448,
-0.062249183654785156,
0.00206727790646255,
0.03027382120490074,
-0.05370338261127472,
-0.031867217272520065,
-0.002059905556961894,
0.010810286737978458,
-0.03575216233730316,
0.026960022747516632,
0.01098576933145523,
0.007757899351418018,
0.03557470440864563,
-0.019268032163381577,
0.04410621523857117,
-0.05386311933398247,
-0.0030324968975037336,
0.0064646401442587376,
0.010328090749680996,
0.023552052676677704,
-0.022195665165781975,
0.02107273042201996,
0.02352040447294712,
0.05857304111123085,
0.008796998299658298,
-0.04292946681380272,
-0.014853324741125107,
0.02834567241370678,
-0.03820418938994408,
0.008481273427605629,
-0.02315858192741871,
-0.06493104994297028,
-0.03457913547754288,
-0.016868241131305695,
-0.007391452323645353,
0.019172057509422302,
-0.023774446919560432,
0.009441093541681767,
0.05401734635233879,
-0.03353791683912277,
-0.03226637840270996,
-0.08308339864015579,
-0.013138998299837112,
-0.023861674591898918,
0.0040687257423996925,
0.016868412494659424,
-0.026045748963952065,
0.027088431641459465,
-0.04683337360620499,
-0.06139625236392021,
0.06102659925818443,
0.016644736751914024,
-0.030936796218156815,
0.06338226050138474,
0.03255072981119156,
-0.03971131145954132,
0.012654748745262623,
0.062461886554956436,
-0.05468473210930824,
0.02317960187792778,
-0.003729922231286764,
0.02198817767202854,
0.015621522441506386,
0.023329438641667366,
-0.015848327428102493,
-0.038408663123846054,
-0.049015261232852936,
-0.05679938197135925,
-0.03372740373015404,
-0.0036081878934055567,
0.07078833132982254
] |
Declan/Politico_model_v1 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nl-fi
* source languages: nl
* target languages: fi
* OPUS readme: [nl-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.zip)
* test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.test.txt)
* test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nl.fi | 28.6 | 0.569 |
| [
-0.014837845228612423,
-0.034830108284950256,
0.003696024650707841,
0.03207884356379509,
0.02570173144340515,
0.024299869313836098,
0.0008870684541761875,
-0.007497839163988829,
-0.05030042678117752,
0.05066826939582825,
0.015185488387942314,
-0.01356931310147047,
0.007328676525503397,
0.0458550900220871,
-0.04617263376712799,
-0.02649790607392788,
-0.006375300232321024,
-0.0019084579544141889,
-0.03597164526581764,
-0.005010128486901522,
-0.00917113944888115,
0.005335119087249041,
-0.03379746899008751,
0.0379452258348465,
-0.02257527783513069,
0.007195495069026947,
-0.020982585847377777,
0.01783044822514057,
0.02591332048177719,
-0.07461973279714584,
-0.010094313882291317,
-0.02162216231226921,
-0.03407702594995499,
-0.015097507275640965,
-0.028821812942624092,
0.026694070547819138,
0.009502642787992954,
0.024825455620884895,
0.07139316201210022,
0.055314186960458755,
0.0029929596930742264,
0.002247585216537118,
-0.016279807314276695,
-0.01691383309662342,
0.039882175624370575,
0.006160463206470013,
-0.03112194687128067,
-0.028532154858112335,
0.02223261632025242,
-0.03179912641644478,
-0.04610073193907738,
-0.05555782467126846,
-0.024274827912449837,
0.03477800637483597,
-0.007423894479870796,
0.00244582979939878,
-0.09394922852516174,
0.00004771467501996085,
0.060244884341955185,
-0.054628629237413406,
-0.02931153029203415,
0.016735931858420372,
-0.05886917933821678,
0.008403440937399864,
0.04913473501801491,
-0.0362851545214653,
-0.00597787881270051,
-0.05051850154995918,
0.04403052479028702,
-0.033548496663570404,
0.032386813312768936,
-0.03384671360254288,
0.02210402674973011,
-0.06749799847602844,
-0.04653587192296982,
-0.012061233632266521,
0.032871492207050323,
0.04805603623390198,
-0.04765685647726059,
0.049213409423828125,
0.051209788769483566,
-0.0016922346549108624,
0.021446211263537407,
-0.00860635843127966,
-0.01180060300976038,
0.035390231758356094,
-0.02866244502365589,
-0.002333700191229582,
0.013416707515716553,
0.04320227727293968,
-0.045094218105077744,
-0.030431440100073814,
-0.0063413167372345924,
-0.03130045160651207,
0.0009435745305381715,
0.026029078289866447,
0.05770694836974144,
-0.030676420778036118,
0.003777360310778022,
0.041050419211387634,
0.023911746218800545,
0.05327396094799042,
-0.005056452006101608,
0.07073995471000671,
-0.019455011934041977,
0.0011299292091280222,
-0.014714423567056656,
-0.029028194025158882,
-0.06714159995317459,
0.006968719884753227,
0.035400405526161194,
-0.04357447847723961,
-0.0033265533857047558,
0.05066370591521263,
0.034150123596191406,
-0.04076056927442551,
0.07604586333036423,
-0.03178534656763077,
-0.036863747984170914,
-0.06163829192519188,
0.05706306919455528,
0.013935758732259274,
0.007663916330784559,
0.024113919585943222,
-0.050586067140102386,
0.025405412539839745,
-0.03789905086159706,
-0.03622870519757271,
0.0098870899528265,
0.02050035074353218,
-0.020068813115358353,
0.035445138812065125,
0.036569468677043915,
-0.05581270158290863,
0.015743864700198174,
-0.014721452258527279,
-0.04193241149187088,
0.05246001109480858,
0.04390454292297363,
0.10854823887348175,
-0.045112479478120804,
-0.032579246908426285,
0.015098334290087223,
0.003322119824588299,
-0.029978809878230095,
0.00971852708607912,
-0.004633038770407438,
-0.028067704290151596,
-0.021102169528603554,
-0.018410876393318176,
0.04654901847243309,
-0.051804959774017334,
-0.017523806542158127,
0.06263945251703262,
-0.015211340971291065,
0.0304900873452425,
-0.01968337595462799,
-0.006031954661011696,
0.008114537224173546,
-0.022289283573627472,
-0.02805968187749386,
0.03369492292404175,
0.0054939063265919685,
0.006747343111783266,
-0.03486853465437889,
-0.06439690291881561,
0.023095382377505302,
0.07829394191503525,
-0.022468969225883484,
-0.024053512141108513,
-0.02870786003768444,
0.008792273700237274,
0.032310497015714645,
0.014218153432011604,
-0.0225139781832695,
0.04297758638858795,
0.047039128839969635,
0.015507728792726994,
0.013754100538790226,
0.07545206695795059,
0.013179079629480839,
-0.016788294538855553,
-0.01641533151268959,
0.01585560292005539,
0.03413955494761467,
-0.014244693331420422,
-0.0010618631495162845,
0.03832646831870079,
0.021454527974128723,
-0.018957795575261116,
-0.022585095837712288,
0.058727141469717026,
0.0025803553871810436,
0.005324017256498337,
0.010871674865484238,
-0.030405867844820023,
-0.013609969057142735,
0.050511911511421204,
-0.0035581497941166162,
-0.014831336215138435,
-0.03818770498037338,
-0.027728328481316566,
0.019270140677690506,
0.03371066972613335,
0.021191546693444252,
0.04892310872673988,
-0.00768016604706645,
0.10944422334432602,
-0.03311575949192047,
0.01253490149974823,
-0.018561650067567825,
-0.03806028142571449,
0.01802656054496765,
0.0740308165550232,
0.021625429391860962,
0.040320344269275665,
-0.005666506942361593,
-0.05167394131422043,
0.02447163686156273,
0.05959159880876541,
0.058481644839048386,
0.01466270349919796,
-0.03764251619577408,
-0.010285204276442528,
0.025797128677368164,
0.03429582715034485,
-0.032013118267059326,
-0.06706223636865616,
0.016498617827892303,
0.06072995439171791,
-0.03800290822982788,
0.032985564321279526,
-0.029381925240159035,
0.02134556882083416,
-0.04129709303379059,
-0.043120186775922775,
0.04382355511188507,
0.024714382365345955,
-0.01353750005364418,
0.019862014800310135,
0.013535912148654461,
-0.010376373305916786,
0.029036182910203934,
-0.00019906180386897177,
0.003304282436147332,
-0.029977666214108467,
0.01812819018959999,
0.026432868093252182,
0.06045624241232872,
-0.02769639529287815,
0.03705189377069473,
-0.027356598526239395,
0.0014164390740916133,
0.029578788205981255,
-0.06928929686546326,
0.015851106494665146,
0.045077402144670486,
0.012161331251263618,
-0.03136260434985161,
0.0014138314872980118,
0.007911554537713528,
0.026687106117606163,
0.07286413758993149,
0.0046781920827925205,
0.06074993312358856,
0.01754145883023739,
0.06029210984706879,
0.09189858287572861,
0.008159821853041649,
0.025551654398441315,
0.04486353322863579,
0.08864937722682953,
-0.011876712553203106,
-0.015421675518155098,
0.04475495219230652,
-0.05393233895301819,
0.01866956800222397,
-0.03870564326643944,
0.032072413712739944,
0.014616433531045914,
-0.005694488063454628,
0.02466319501399994,
0.01001770794391632,
-0.018590347841382027,
0.0040545049123466015,
-0.013925188221037388,
-0.022486871108412743,
0.044888462871313095,
0.005759180057793856,
0.007644492667168379,
0.00794025044888258,
0.003908555489033461,
0.026915093883872032,
-0.06802073866128922,
-0.08018205314874649,
0.016016267240047455,
-0.031728558242321014,
-0.009338224306702614,
-0.06646158546209335,
-0.010685518383979797,
-0.061091940850019455,
-0.023175105452537537,
0.036035384982824326,
0.012689146213233471,
-0.007580577861517668,
-0.023788409307599068,
0.00836858619004488,
-0.033622659742832184,
-0.016249680891633034,
-0.03666480630636215,
-0.03464316576719284,
-0.04787150397896767,
-0.07462643086910248,
0.04708661139011383,
0.014499911107122898,
0.02645195834338665,
-0.0253031887114048,
0.01761309802532196,
-0.013519132509827614,
-0.015479308553040028,
0.0755501538515091,
0.0582454651594162,
-0.0317862443625927,
-0.025183256715536118,
0.04998857155442238,
-0.03358148783445358,
-0.0015017354162409902,
-0.021290751174092293,
-0.027588246390223503,
0.06952294707298279,
0.0464140847325325,
0.017385268583893776,
0.006778139155358076,
-0.02224244363605976,
-0.054513391107320786,
-0.06349098682403564,
-0.04028347507119179,
-0.03878306597471237,
-0.015025905333459377,
-0.020415373146533966,
-0.05716405808925629,
-0.04489879310131073,
-0.03245502710342407,
0.004868878982961178,
-0.031140470877289772,
0.027321776375174522,
0.028735291212797165,
0.037211183458566666,
0.037726327776908875,
0.028005139902234077,
-0.060028910636901855,
-0.03343977406620979,
0.07309220731258392,
0.004831748548895121,
0.006579972337931395,
-0.04855375736951828,
-0.0158566702157259,
0.04768530651926994,
0.015574311837553978,
0.0050980630330741405,
0.013629451394081116,
0.08431028574705124,
0.007169144228100777,
0.013055061921477318,
0.005563614424318075,
-0.009242464788258076,
-0.006734307389706373,
-0.008312683552503586,
-0.014509945176541805,
-0.0460304394364357,
-0.019282683730125427,
-0.01262547355145216,
0.012683638371527195,
0.04615587741136551,
-0.06923332810401917,
-0.03444931283593178,
-0.002624685177579522,
0.03420454263687134,
0.008293380960822105,
0.026329990476369858,
-0.016150860115885735,
0.017654476687312126,
-0.046813003718853,
-0.021350985392928123,
0.0035395037848502398,
0.008351564407348633,
0.00374924810603261,
0.050588421523571014,
0.037901539355516434,
-0.030071571469306946,
0.04881053790450096,
0.0248615313321352,
0.06299422681331635,
0.013913929462432861,
-0.04142598435282707,
0.020596982911229134,
-0.02316087856888771,
0.014781570062041283,
-0.00900305900722742,
-0.02800350822508335,
-0.044638872146606445,
-0.07521037757396698,
-0.0001231521600857377,
0.028742942959070206,
-0.036771949380636215,
0.018851125612854958,
0.02618267759680748,
-0.05300883576273918,
0.01020280085504055,
0.0005263085477054119,
0.01507134921848774,
0.05020422115921974,
-0.05721653997898102,
0.05990731716156006,
-0.011171416379511356,
0.020419891923666,
-0.05635567009449005,
0.016233574599027634,
-0.0125548355281353,
-0.04227544739842415,
0.03215460851788521,
0.06597612053155899,
0.014770385809242725,
0.040594350546598434,
0.0848717987537384,
0.05148182809352875,
-0.02244878001511097,
0.031546805053949356,
0.032376695424318314,
0.006474576890468597,
-0.06300406157970428,
-0.011185094714164734,
-0.0077942837961018085,
-0.049434222280979156,
-0.006294204853475094,
-0.019449416548013687,
0.0184781514108181,
0.013217305764555931,
-0.007546458393335342,
-0.020285265520215034,
-0.017976148054003716,
-0.02987455204129219,
-0.02938659116625786,
-0.06195780634880066,
-0.019925273954868317,
-0.0046747662127017975,
-0.0009748853044584394,
0.04073899984359741,
0.04473079368472099,
0.004620491061359644,
0.03387803956866264,
0.047511279582977295,
-0.022665929049253464,
-0.02530566044151783,
0.009885459206998348,
0.0193923506885767,
-0.02193618193268776,
-0.055704519152641296,
-0.03279949724674225,
0.05067677050828934,
0.03987908363342285,
-0.030326958745718002,
-0.09509123861789703,
0.0017325220396742225,
0.07447060197591782,
-0.02952856570482254,
0.0560266375541687,
-0.0012097301660105586,
0.04182552546262741,
0.054631106555461884,
-0.015788931399583817,
0.010224159806966782,
-0.02729305997490883,
0.019341612234711647,
0.003294833702966571,
0.03233158588409424,
-0.04918450862169266,
-0.03584424406290054,
-0.08933302015066147,
0.017874786630272865,
0.026321806013584137,
0.08815141022205353,
0.04627857729792595,
-0.039816077798604965,
-0.059922799468040466,
-0.015751153230667114,
0.04232059419155121,
-0.05015604943037033,
-0.013574282638728619,
0.016574496403336525,
0.06117644160985947,
-0.036511171609163284,
-0.05083935335278511,
-0.0248893853276968,
0.007814990356564522,
0.03158794343471527,
0.002951064147055149,
-0.014768905937671661,
-0.057890474796295166,
0.04457477107644081,
-0.011401052586734295,
-0.039232026785612106,
-0.11790253967046738,
0.003919051494449377,
-0.03535819426178932,
-0.005232044029980898,
0.05296996608376503,
0.022639676928520203,
0.031871095299720764,
0.05891082063317299,
0.009456685744225979,
0.023470479995012283,
-0.03804636001586914,
0.03013274446129799,
-0.03803855925798416,
0.012069220654666424,
0.01421466376632452,
-0.03078612871468067,
-0.02663392759859562,
-0.028940532356500626,
-0.05049876496195793,
-0.029832277446985245,
-0.025537034496665,
0.013685090467333794,
-0.029221728444099426,
0.005002189427614212,
-0.012659719213843346,
0.03397219628095627,
-0.013771535828709602,
-0.019572217017412186,
-0.009705068543553352,
-0.05997438728809357,
-0.08483629673719406,
-0.03931523859500885,
0.023919595405459404,
0.023339224979281425,
0.016405275091528893,
0.028129542246460915,
0.00935444887727499,
0.014865417033433914,
0.01648411713540554,
-0.036000676453113556,
0.044045109301805496,
0.015935374423861504,
-0.04369959235191345,
-0.041351594030857086,
0.01696195639669895,
0.03649573773145676,
0.02289237640798092,
-0.05105600878596306,
0.02844240330159664,
0.0026995157822966576,
-0.033729273825883865,
-0.01647978276014328,
-0.0014210486551746726,
0.037482984364032745,
-0.0748542845249176,
-0.046337325125932693,
0.0027184481732547283,
-0.049993887543678284,
0.030656464397907257,
-0.020219862461090088,
0.0026004977989941835,
0.023452233523130417,
0.025097966194152832,
0.025937287136912346,
0.0026816800236701965,
-0.05604077875614166,
-0.0052244942635297775,
0.00255559291690588,
0.0012904652394354343,
-0.06575840711593628,
0.0472034327685833,
-0.04227587580680847,
0.021832795813679695,
-0.01016622968018055,
-0.006041486281901598,
-0.03507436066865921,
0.03784216195344925,
-0.0034426210913807154,
-0.015121275559067726,
-0.014147358946502209,
-0.01187917124480009,
-0.04217679053544998,
0.04516665264964104,
-0.0025493872817605734,
0.020417358726263046,
-0.02410043030977249,
0.06625170260667801,
-0.03728349134325981,
-0.020310698077082634,
-0.01948951743543148,
0.008624847047030926,
-0.03480811417102814,
0.00255017401650548,
-0.01627371273934841,
-0.036882296204566956,
0.005522097460925579,
0.04116082563996315,
0.03800995275378227,
0.009957399219274521,
-0.021403126418590546,
0.013434503227472305,
0.01480864454060793,
-0.04324694350361824,
-0.006045673508197069,
-0.02010953426361084,
-0.023464273661375046,
-0.0061524854972958565,
0.050170134752988815,
0.03082714043557644,
-0.04848383367061615,
-0.07711344957351685,
0.016046589240431786,
0.0316816084086895,
-0.006921942811459303,
0.005943051539361477,
0.020533837378025055,
0.03874366357922554,
0.05145227536559105,
-0.022418932989239693,
-0.005012216046452522,
-0.022503701969981194,
-0.019050071015954018,
0.029243679717183113,
-0.017838386818766594,
0.02449508011341095,
0.004703461192548275,
-0.03257809951901436,
-0.007388997822999954,
0.06544645875692368,
0.012385617941617966,
0.01724287122488022,
0.0013439377071335912,
-0.01970829628407955,
0.014184607192873955,
0.023746438324451447,
-0.06948237121105194,
0.013221192173659801,
0.04445498809218407,
-0.04397222772240639,
0.06834877282381058,
-0.013111392967402935,
0.044688254594802856,
0.060180991888046265,
0.0027395051438361406,
-0.01773257926106453,
0.04686446487903595,
-0.015094809234142303,
-0.026757771149277687,
0.048611924052238464,
-0.05254615843296051,
-0.02232123166322708,
-0.01664852909743786,
0.06955303251743317,
-0.06191082298755646,
0.049332182854413986,
0.04787050187587738,
0.03880053386092186,
-0.0025826371274888515,
-0.04102739691734314,
-0.040745820850133896,
0.03441207483410835,
-0.03768250346183777,
0.07273257523775101,
0.019832661375403404,
-0.062454938888549805,
0.06621547788381577,
0.013982865959405899,
-0.08281585574150085,
0.04298311099410057,
0.042949747294187546,
0.012962555512785912,
0.02626887336373329,
0.052039243280887604,
-0.044208161532878876,
0.01863468810915947,
-0.05648225545883179,
0.010422035120427608,
-0.06929238140583038,
0.008067994378507137,
0.009716533124446869,
-0.02277451381087303,
-0.01663229428231716,
0.03752950578927994,
-0.018499838188290596,
0.028798889368772507,
0.016484780237078667,
-0.04500022530555725,
-0.02171364799141884,
0.02267116867005825,
0.03251703828573227,
-0.01326931081712246,
0.01268780417740345,
-0.02160956896841526,
0.020118027925491333,
0.026620039716362953,
0.017131425440311432,
-0.06483865529298782,
-0.001888963975943625,
0.028234707191586494,
-0.05489081144332886,
-0.030048448592424393,
0.014392933808267117,
0.007287167478352785,
-0.037670236080884933,
0.027230724692344666,
0.009858162142336369,
-0.0010179736418649554,
0.03437216207385063,
-0.0215607937425375,
0.04156135395169258,
-0.058972638100385666,
-0.007281758822500706,
0.0029639247804880142,
-0.001576802576892078,
0.015571800991892815,
-0.018121367320418358,
0.021365933120250702,
0.016068708151578903,
0.054749853909015656,
0.018037889152765274,
-0.04779946058988571,
-0.012760171666741371,
0.03225456550717354,
-0.024074332788586617,
0.01207067258656025,
-0.02101937122642994,
-0.06928302347660065,
-0.03873666375875473,
-0.024281617254018784,
-0.0039872159250080585,
0.01723790168762207,
-0.011292821727693081,
0.006757515948265791,
0.047894638031721115,
-0.03175332397222519,
-0.032905109226703644,
-0.07033892720937729,
-0.010861235670745373,
-0.020331548526883125,
0.016695771366357803,
0.015543089248239994,
-0.025445541366934776,
0.0263949166983366,
-0.04455330967903137,
-0.06329943239688873,
0.05907159671187401,
0.01237453706562519,
-0.02455650456249714,
0.05975025147199631,
0.02846437506377697,
-0.021549660712480545,
0.023060794919729233,
0.06583353877067566,
-0.05224377661943436,
0.024018894881010056,
-0.001339052920229733,
0.01787279173731804,
0.01631881482899189,
0.017062459141016006,
-0.013033740222454071,
-0.0435977429151535,
-0.0596805214881897,
-0.0481480248272419,
-0.034305304288864136,
-0.003670171834528446,
0.06995121389627457
] |
Declan/Politico_model_v2 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nl-fr
* source languages: nl
* target languages: fr
* OPUS readme: [nl-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-fr/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fr/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fr/opus-2020-01-24.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.nl.fr | 51.3 | 0.674 |
| [
-0.013367557898163795,
-0.031327251344919205,
-0.0068641165271401405,
0.03333158791065216,
0.02979978360235691,
0.022457381710410118,
-0.006649896968156099,
-0.007481626234948635,
-0.04641644284129143,
0.05263851583003998,
0.008845475502312183,
-0.012087211012840271,
-0.0031804360914975405,
0.04850257560610771,
-0.034297872334718704,
-0.023997178301215172,
-0.009992553852498531,
0.005950831808149815,
-0.033991701900959015,
-0.010813839733600616,
0.0021198010072112083,
0.012333983555436134,
-0.03416157141327858,
0.03142562136054039,
-0.020899763330817223,
0.001553250360302627,
-0.024033619090914726,
0.022017551586031914,
0.020306438207626343,
-0.07547106593847275,
-0.008149896748363972,
-0.014853849075734615,
-0.03371017053723335,
-0.012938405387103558,
-0.021872106939554214,
0.028024189174175262,
0.005015251692384481,
0.021679971367120743,
0.07394204288721085,
0.05388395115733147,
-0.0024055384565144777,
-0.007692667655646801,
-0.011806007474660873,
-0.02059881202876568,
0.039595022797584534,
0.00004461754360818304,
-0.03501340001821518,
-0.03313690796494484,
0.02405310980975628,
-0.030002491548657417,
-0.05441850423812866,
-0.050672437995672226,
-0.01363464817404747,
0.03062785044312477,
-0.0025271307677030563,
-0.003861374454572797,
-0.0920100137591362,
-0.010718592442572117,
0.061493463814258575,
-0.055310700088739395,
-0.026072701439261436,
0.019187703728675842,
-0.053594671189785004,
0.010061737149953842,
0.04935964569449425,
-0.03337005525827408,
-0.010860023088753223,
-0.04391121491789818,
0.047417234629392624,
-0.041065700352191925,
0.03479648754000664,
-0.027332767844200134,
0.016272829845547676,
-0.07341966778039932,
-0.04836932569742203,
-0.005129501223564148,
0.031159883365035057,
0.05746081843972206,
-0.044792380183935165,
0.04710078611969948,
0.043417129665613174,
-0.011883744038641453,
0.021586457267403603,
-0.013122329488396645,
-0.024896986782550812,
0.037230394780635834,
-0.02911471016705036,
-0.0002575177641119808,
0.015980975702404976,
0.045039545744657516,
-0.04853302612900734,
-0.03902342915534973,
-0.008331671357154846,
-0.029661722481250763,
0.0023643216118216515,
0.0338364839553833,
0.06082557514309883,
-0.041140537708997726,
0.008314864709973335,
0.04504678398370743,
0.022147178649902344,
0.04467061534523964,
0.0010334438411518931,
0.07304805517196655,
-0.02136354148387909,
0.0006528226076625288,
-0.017162125557661057,
-0.025801964104175568,
-0.06769677996635437,
0.012238630093634129,
0.03580063208937645,
-0.0411844365298748,
-0.009994435124099255,
0.05428452789783478,
0.03195922449231148,
-0.037995364516973495,
0.06863608211278915,
-0.031906187534332275,
-0.044250838458538055,
-0.055290017277002335,
0.05266990885138512,
0.012630457989871502,
0.008856450207531452,
0.009837190620601177,
-0.0535736083984375,
0.016225134953856468,
-0.03987320885062218,
-0.03430608659982681,
0.00014974201621953398,
0.020547281950712204,
-0.017315035685896873,
0.03780636936426163,
0.03209031745791435,
-0.052454765886068344,
0.01992114447057247,
-0.022814244031906128,
-0.039839815348386765,
0.05863146111369133,
0.03975657746195793,
0.10539168864488602,
-0.04462944716215134,
-0.03147396817803383,
0.020297931507229805,
0.007017543539404869,
-0.04135482758283615,
0.013804816640913486,
-0.011377610266208649,
-0.01931004226207733,
-0.021536340937018394,
-0.016321415081620216,
0.05517721548676491,
-0.05023497715592384,
-0.026666270568966866,
0.05218902975320816,
-0.014224844984710217,
0.037596240639686584,
-0.02909500151872635,
-0.004648757167160511,
0.008896904066205025,
-0.021531464532017708,
-0.03476504608988762,
0.027710525318980217,
0.006147196050733328,
0.006053678225725889,
-0.031221754848957062,
-0.05689352750778198,
0.018277009949088097,
0.08335902541875839,
-0.02157469280064106,
-0.027956562116742134,
-0.025409555062651634,
0.004687929525971413,
0.036497972905635834,
0.019236113876104355,
-0.030789079144597054,
0.045505426824092865,
0.055814653635025024,
0.014048336073756218,
0.010971452109515667,
0.07290656119585037,
0.023946303874254227,
-0.021665295585989952,
-0.01813305914402008,
0.0142278503626585,
0.026516422629356384,
-0.02766738273203373,
0.01082998514175415,
0.03164540231227875,
0.026691867038607597,
-0.01838155835866928,
-0.035432614386081696,
0.060239844024181366,
0.009561562910676003,
0.006330289412289858,
0.01633824035525322,
-0.031854383647441864,
-0.01748419553041458,
0.04950479045510292,
-0.008717757649719715,
-0.014739148318767548,
-0.036025866866111755,
-0.026098236441612244,
0.01673601008951664,
0.025936583057045937,
0.03222145512700081,
0.0483318492770195,
-0.014858304522931576,
0.10646059364080429,
-0.024596000090241432,
0.009279767982661724,
-0.01697457581758499,
-0.030832333490252495,
0.013080785050988197,
0.06904087215662003,
0.014870775863528252,
0.03963432088494301,
-0.003204605309292674,
-0.051214542239904404,
0.036283742636442184,
0.058468278497457504,
0.05919346958398819,
0.01079556904733181,
-0.04761666804552078,
-0.013403466902673244,
0.01884266920387745,
0.03894033655524254,
-0.03793824091553688,
-0.053862541913986206,
0.019524380564689636,
0.06000388786196709,
-0.045598141849040985,
0.02578064613044262,
-0.03796181455254555,
0.019573938101530075,
-0.03752785548567772,
-0.041671015322208405,
0.04623803868889809,
0.0325823649764061,
-0.0074160657823085785,
0.028757238760590553,
0.01472855731844902,
-0.02141580916941166,
0.02798721380531788,
0.009336407296359539,
-0.00018826469022314996,
-0.03558087348937988,
0.012633491307497025,
0.019888021051883698,
0.05553494393825531,
-0.03222057223320007,
0.04224783927202225,
-0.029454534873366356,
-0.0029893869068473577,
0.02942115068435669,
-0.0661151111125946,
0.009571767412126064,
0.040456511080265045,
0.01642436534166336,
-0.02234063856303692,
-0.0003540649777278304,
0.002590565476566553,
0.01704181171953678,
0.07626210898160934,
0.007094216998666525,
0.056970685720443726,
0.012248100712895393,
0.061082255095243454,
0.09562422335147858,
0.02202737145125866,
0.03451509401202202,
0.036513570696115494,
0.0843694657087326,
-0.0099037429317832,
-0.014816127717494965,
0.0427006296813488,
-0.04541029781103134,
0.021213633939623833,
-0.03890761733055115,
0.032155267894268036,
0.02057896926999092,
-0.008166654035449028,
0.024709776043891907,
0.003398558823391795,
-0.015986476093530655,
0.007030191831290722,
-0.0074135130271315575,
-0.02555428072810173,
0.04654957354068756,
0.015163157135248184,
0.0025475129950791597,
0.01123980712145567,
0.008668087422847748,
0.024634936824440956,
-0.059511128813028336,
-0.06341874599456787,
0.018137918785214424,
-0.03284711763262749,
-0.0037119502667337656,
-0.07233523577451706,
-0.019306154921650887,
-0.06731516122817993,
-0.018614616245031357,
0.03229258581995964,
0.012202611193060875,
-0.00689080823212862,
-0.026502151042222977,
0.01121336780488491,
-0.028591696172952652,
-0.01561072375625372,
-0.03790270537137985,
-0.034513622522354126,
-0.04106394946575165,
-0.0839170515537262,
0.04851740971207619,
0.01246084738522768,
0.02366289123892784,
-0.015633687376976013,
0.012067975476384163,
-0.02219465561211109,
-0.00951396580785513,
0.08064177632331848,
0.054658208042383194,
-0.024848544970154762,
-0.029902800917625427,
0.04460114240646362,
-0.03751232847571373,
-0.0010457817697897553,
-0.027471179142594337,
-0.035485103726387024,
0.07225436717271805,
0.051952701061964035,
0.02093074657022953,
0.008123750798404217,
-0.024074099957942963,
-0.05545148625969887,
-0.05627219006419182,
-0.03215673938393593,
-0.046579476445913315,
-0.014573805034160614,
-0.029261039569973946,
-0.050269465893507004,
-0.035621609538793564,
-0.03651716932654381,
-0.0017579372506588697,
-0.0263214111328125,
0.020222151651978493,
0.030514348298311234,
0.0381847582757473,
0.037845220416784286,
0.04067976772785187,
-0.05195271223783493,
-0.03794939070940018,
0.07639340311288834,
0.012777969241142273,
0.0044206674210727215,
-0.04226718842983246,
-0.009134081192314625,
0.05382975563406944,
0.007918363437056541,
0.005387621466070414,
0.01177943591028452,
0.07709766924381256,
0.005791614297777414,
0.007482172455638647,
0.009735471569001675,
-0.004561958834528923,
-0.0003218974743504077,
-0.007235877215862274,
-0.007337396498769522,
-0.04602307081222534,
-0.023380180820822716,
-0.019454503431916237,
0.026094114407896996,
0.03778684139251709,
-0.07244402915239334,
-0.0345577709376812,
-0.008372940123081207,
0.03584625944495201,
0.008847527205944061,
0.022953910753130913,
-0.010148124769330025,
0.01389763318002224,
-0.04584722965955734,
-0.018551373854279518,
0.010539000853896141,
0.00780783174559474,
0.0045347195118665695,
0.05326765030622482,
0.03340016305446625,
-0.02283046580851078,
0.04676775634288788,
0.0314822755753994,
0.06476348638534546,
0.015053966082632542,
-0.04024626687169075,
0.01641073450446129,
-0.013628663495182991,
0.014149397611618042,
-0.00704814912751317,
-0.018173571676015854,
-0.04482971504330635,
-0.0756291002035141,
-0.006230573169887066,
0.02520623244345188,
-0.026314791291952133,
0.008830462582409382,
0.02608150616288185,
-0.05347800999879837,
0.007401186041533947,
0.006489561405032873,
0.01614338904619217,
0.04493536055088043,
-0.05550301447510719,
0.06295477598905563,
-0.016464747488498688,
0.024902496486902237,
-0.055777404457330704,
0.017108961939811707,
-0.011283060535788536,
-0.032597072422504425,
0.028244594112038612,
0.06003577634692192,
0.017923887819051743,
0.04798316955566406,
0.08674659579992294,
0.04894939810037613,
-0.02325231395661831,
0.02652876079082489,
0.03271479159593582,
0.004995165392756462,
-0.056286126375198364,
-0.012083635665476322,
-0.0008756867609918118,
-0.053318679332733154,
-0.0023253532126545906,
-0.017824601382017136,
0.014692704193294048,
0.01388836931437254,
-0.0047155688516795635,
-0.019008588045835495,
-0.01579294353723526,
-0.029583292081952095,
-0.036813702434301376,
-0.05986294522881508,
-0.03188195079565048,
-0.014259513467550278,
-0.00006259050860535353,
0.04138510301709175,
0.04582258313894272,
-0.0013425619108602405,
0.04544684663414955,
0.050330474972724915,
-0.0251399464905262,
-0.022245241329073906,
0.012476462870836258,
0.01958658918738365,
-0.009842970408499241,
-0.05728917941451073,
-0.038745831698179245,
0.04582247883081436,
0.043123528361320496,
-0.034956011921167374,
-0.08069603890180588,
-0.0004847564559895545,
0.0706091895699501,
-0.029633013531565666,
0.053202830255031586,
0.0024764349218457937,
0.046996235847473145,
0.057864874601364136,
-0.018697846680879593,
0.016320237889885902,
-0.03264303132891655,
0.023557208478450775,
0.0023978317622095346,
0.029015105217695236,
-0.04835478588938713,
-0.0343337245285511,
-0.08786185830831528,
0.00964062474668026,
0.028439277783036232,
0.08550746738910675,
0.03447631001472473,
-0.03719320520758629,
-0.05851640924811363,
-0.011898099444806576,
0.0413392148911953,
-0.05977889522910118,
-0.013058070093393326,
0.016294028609991074,
0.061054080724716187,
-0.043088648468256,
-0.05033302307128906,
-0.02616971917450428,
0.00503272982314229,
0.04135226458311081,
0.007486873306334019,
-0.010763585567474365,
-0.05413169413805008,
0.040389690548181534,
-0.00974783580750227,
-0.03597107529640198,
-0.11265674978494644,
0.004223471041768789,
-0.02928517758846283,
-0.005218759644776583,
0.050454020500183105,
0.020491989329457283,
0.03446563333272934,
0.059116948395967484,
0.007233929354697466,
0.031178681179881096,
-0.02633770927786827,
0.028845764696598053,
-0.03196277469396591,
0.006159345153719187,
0.01591797173023224,
-0.03195437416434288,
-0.02586211822926998,
-0.029878675937652588,
-0.039799220860004425,
-0.029918940737843513,
-0.025060905143618584,
0.015327041037380695,
-0.0292640533298254,
0.0014139192644506693,
-0.01741102524101734,
0.0327022559940815,
-0.015198588371276855,
-0.01187352929264307,
-0.009316063486039639,
-0.050948865711688995,
-0.08376387506723404,
-0.04431856423616409,
0.023637695237994194,
0.03260800987482071,
0.01089572161436081,
0.0383981429040432,
0.00835445150732994,
0.015679653733968735,
0.01634817384183407,
-0.03127849102020264,
0.04954884201288223,
0.011143810115754604,
-0.04830474406480789,
-0.03666692227125168,
0.012181011959910393,
0.03152701258659363,
0.022496582940220833,
-0.047099292278289795,
0.0321420282125473,
0.004734937567263842,
-0.03566768392920494,
-0.018234893679618835,
-0.0044587342999875546,
0.022811444476246834,
-0.06774569302797318,
-0.05720752105116844,
0.002370382659137249,
-0.045147549360990524,
0.035666324198246,
-0.012021254748106003,
0.0003508270892780274,
0.01692727580666542,
0.02566319890320301,
0.037405550479888916,
0.004312156233936548,
-0.04739471152424812,
0.011796735227108002,
-0.0013145097764208913,
-0.005821775645017624,
-0.07240244746208191,
0.04951339215040207,
-0.04322213679552078,
0.02589065209031105,
-0.00020335275621619076,
-0.010972319170832634,
-0.02553635463118553,
0.034413617104291916,
-0.012364056892693043,
-0.01064679492264986,
-0.02004965767264366,
0.0031217634677886963,
-0.04496191814541817,
0.05012939125299454,
0.003350562648847699,
0.01445673406124115,
-0.024224555119872093,
0.06576987355947495,
-0.03590930625796318,
-0.017844686284661293,
-0.022619586437940598,
0.02035604417324066,
-0.03258613124489784,
0.0013557166093960404,
-0.017556805163621902,
-0.03383266553282738,
0.007635209709405899,
0.04053293168544769,
0.03470710664987564,
0.014338581822812557,
-0.02483096346259117,
0.011276395991444588,
0.006738169584423304,
-0.04815913736820221,
-0.006544094532728195,
-0.0167806725949049,
-0.026017744094133377,
-0.011733179911971092,
0.05653425306081772,
0.03326283022761345,
-0.034966688603162766,
-0.07186351716518402,
0.029464125633239746,
0.02784734033048153,
-0.00473844725638628,
0.0033355574123561382,
0.02899719402194023,
0.041571617126464844,
0.055704694241285324,
-0.031514763832092285,
-0.009917632676661015,
-0.01640593446791172,
-0.022636186331510544,
0.022915080189704895,
-0.015589846298098564,
0.03149383142590523,
0.006992741487920284,
-0.035206545144319534,
-0.01705290377140045,
0.07102947682142258,
0.02010580152273178,
0.0095600550994277,
0.002501762704923749,
-0.008747903630137444,
0.01518376637250185,
0.02898653969168663,
-0.06389026343822479,
0.007608999032527208,
0.04810724034905434,
-0.04066960886120796,
0.06933725625276566,
-0.023347241804003716,
0.05022233724594116,
0.061170544475317,
-0.00013888588000554591,
-0.017098916694521904,
0.05646741762757301,
-0.02298794686794281,
-0.015084783546626568,
0.050176579505205154,
-0.04911617189645767,
-0.01663883402943611,
-0.015067500062286854,
0.06303105503320694,
-0.0665244534611702,
0.05281407758593559,
0.04800136014819145,
0.03554600477218628,
-0.00364870298653841,
-0.04504464939236641,
-0.03333209455013275,
0.0283276978880167,
-0.03789541497826576,
0.0803012028336525,
0.022127442061901093,
-0.05581280216574669,
0.0695870891213417,
0.01063571311533451,
-0.08150714635848999,
0.04857777804136276,
0.04293347895145416,
0.01875486969947815,
0.019772417843341827,
0.059126947075128555,
-0.04895174875855446,
0.023850025609135628,
-0.05603127181529999,
0.012020602822303772,
-0.07005568593740463,
0.015110244043171406,
0.008522440679371357,
-0.02088993601500988,
-0.0191459059715271,
0.031951773911714554,
-0.021465320140123367,
0.030164089053869247,
0.016437629237771034,
-0.03968263044953346,
-0.024928046390414238,
0.018996691331267357,
0.03907347843050957,
-0.0130039993673563,
0.009880016557872295,
-0.020149851217865944,
0.015638025477528572,
0.023630086332559586,
0.02105042152106762,
-0.057157255709171295,
-0.0032897547353059053,
0.023839404806494713,
-0.044936832040548325,
-0.03647574037313461,
-0.00207020272500813,
0.011849216185510159,
-0.027656227350234985,
0.02070647105574608,
0.014870605431497097,
0.008378908969461918,
0.03633829206228256,
-0.021428637206554413,
0.045285020023584366,
-0.058385077863931656,
-0.0037681134417653084,
0.010581031441688538,
0.009397359564900398,
0.019340161234140396,
-0.01837109960615635,
0.022787924855947495,
0.028331173583865166,
0.06015745922923088,
0.014554698951542377,
-0.04032788425683975,
-0.02039959467947483,
0.02409474551677704,
-0.03046180121600628,
0.010471677407622337,
-0.018603220582008362,
-0.06811615079641342,
-0.03453454002737999,
-0.018718063831329346,
-0.016846779733896255,
0.01927398145198822,
-0.022468576207756996,
0.0075386688113212585,
0.05721129849553108,
-0.036907799541950226,
-0.033465344458818436,
-0.08702276647090912,
-0.007872193120419979,
-0.02802472561597824,
0.010276466608047485,
0.019749294966459274,
-0.03207250311970711,
0.022861173376441002,
-0.04392646998167038,
-0.05957376956939697,
0.0658135712146759,
0.012662633322179317,
-0.03572024032473564,
0.06344828009605408,
0.03551403060555458,
-0.0350164994597435,
0.01904134452342987,
0.05906032770872116,
-0.05227012559771538,
0.02084459736943245,
0.00027546717319637537,
0.02494386024773121,
0.021930929273366928,
0.023249030113220215,
-0.015102656558156013,
-0.04794874042272568,
-0.058977093547582626,
-0.05275281146168709,
-0.03557286038994789,
0.000366889318684116,
0.0760844275355339
] |
Declan/Politico_model_v3 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
language:
- nl
- no
tags:
- translation
license: apache-2.0
---
### nld-nor
* source group: Dutch
* target group: Norwegian
* OPUS readme: [nld-nor](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-nor/README.md)
* model: transformer-align
* source language(s): nld
* target language(s): nob
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-nor/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-nor/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-nor/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nld.nor | 36.1 | 0.562 |
### System Info:
- hf_name: nld-nor
- source_languages: nld
- target_languages: nor
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-nor/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['nl', 'no']
- src_constituents: {'nld'}
- tgt_constituents: {'nob', 'nno'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-nor/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-nor/opus-2020-06-17.test.txt
- src_alpha3: nld
- tgt_alpha3: nor
- short_pair: nl-no
- chrF2_score: 0.562
- bleu: 36.1
- brevity_penalty: 0.966
- ref_len: 1459.0
- src_name: Dutch
- tgt_name: Norwegian
- train_date: 2020-06-17
- src_alpha2: nl
- tgt_alpha2: no
- prefer_old: False
- long_pair: nld-nor
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.005939009599387646,
-0.02441266179084778,
-0.008287610486149788,
0.03228762745857239,
0.04908674955368042,
0.01361771859228611,
-0.00927866343408823,
-0.008483870886266232,
-0.07245738804340363,
0.05994937941431999,
0.0046574948355555534,
-0.02704712189733982,
-0.009525666013360023,
0.055630456656217575,
-0.03719887137413025,
-0.0219753235578537,
-0.02143021486699581,
-0.014202067628502846,
-0.0390961728990078,
-0.030090615153312683,
0.002166822087019682,
0.012281668372452259,
-0.01490651536732912,
0.030649684369564056,
0.00330969225615263,
0.02582767978310585,
-0.024907583370804787,
0.04250798001885414,
0.01816113106906414,
-0.06542562693357468,
-0.017977524548768997,
-0.011949495412409306,
-0.03866560384631157,
-0.004705328028649092,
-0.02108805440366268,
-0.004450618289411068,
-0.010110353119671345,
0.000037383502785814926,
0.0714239552617073,
0.046383246779441833,
-0.009156275540590286,
0.009485078044235706,
-0.029691291972994804,
-0.0574759915471077,
0.039438582956790924,
0.011739326640963554,
-0.05325012281537056,
-0.009914909489452839,
0.018088558688759804,
-0.034018199890851974,
-0.04467004910111427,
-0.0727815255522728,
-0.015704099088907242,
0.01646720990538597,
-0.01917717233300209,
0.004011241719126701,
-0.0849456861615181,
-0.013975266367197037,
0.07288085669279099,
-0.04975932091474533,
-0.030806882306933403,
0.005825566127896309,
-0.05216655880212784,
0.009138410910964012,
0.039933670312166214,
-0.031537629663944244,
-0.00975734367966652,
-0.028809845447540283,
0.034967295825481415,
-0.028461137786507607,
0.031911179423332214,
-0.04277501255273819,
0.021992497146129608,
-0.061810415238142014,
-0.031577106565237045,
-0.012503266334533691,
0.026637479662895203,
0.032933495938777924,
-0.040578655898571014,
0.053314194083213806,
0.009533768519759178,
-0.02682427503168583,
0.013744712807238102,
-0.020923245698213577,
-0.030243467539548874,
0.047562286257743835,
-0.021814825013279915,
-0.013513532467186451,
0.013327427208423615,
0.040319714695215225,
-0.0627717673778534,
-0.031678929924964905,
-0.010591519996523857,
-0.03312340006232262,
-0.000010934730198641773,
0.04774090275168419,
0.049859318882226944,
-0.03161410614848137,
0.012320886366069317,
0.03342815116047859,
0.02253122255206108,
0.04451027512550354,
0.010164950042963028,
0.05962463468313217,
-0.010133889503777027,
-0.005313204135745764,
-0.013451013714075089,
-0.031007414683699608,
-0.05432969331741333,
0.019984997808933258,
0.01751730963587761,
-0.035746511071920395,
-0.009693922474980354,
0.04909044876694679,
0.015985816717147827,
-0.023676685988903046,
0.052999403327703476,
-0.029264457523822784,
-0.05359245091676712,
-0.054860394448041916,
0.053891632705926895,
0.02170536480844021,
-0.005611396860331297,
0.014284934848546982,
-0.050487395375967026,
0.02313758060336113,
-0.04301317781209946,
-0.039961058646440506,
0.008427987806499004,
0.019549058750271797,
-0.015326566062867641,
0.025951072573661804,
0.042050428688526154,
-0.07918022572994232,
0.018362637609243393,
-0.016226736828684807,
-0.03564738482236862,
0.05794498696923256,
0.007218895014375448,
0.11953625828027725,
-0.0331563875079155,
-0.03346474468708038,
0.013486407697200775,
0.004275591112673283,
-0.007450928445905447,
0.0012176079908385873,
0.004029442090541124,
-0.02069602720439434,
0.00832122378051281,
-0.015943177044391632,
0.05016298592090607,
-0.0621262826025486,
-0.0016743650194257498,
0.061114389449357986,
0.002811866346746683,
0.029299896210432053,
-0.0469956248998642,
-0.02603246085345745,
-0.0016128148417919874,
-0.027912303805351257,
-0.03649299591779709,
0.030497968196868896,
0.009871072135865688,
-0.019105907529592514,
-0.0342089906334877,
-0.05165629833936691,
0.01616041176021099,
0.06422125548124313,
-0.009125512093305588,
-0.02505236119031906,
-0.02890501171350479,
-0.004197546746581793,
0.05050785839557648,
0.03421762213110924,
-0.02508753351867199,
0.03417424485087395,
0.054255858063697815,
0.009737251326441765,
0.003323520999401808,
0.0727643072605133,
0.012790634296834469,
-0.033581968396902084,
-0.03973538428544998,
0.016683844849467278,
0.02866709977388382,
-0.02771957777440548,
0.019268127158284187,
0.021545536816120148,
0.0029232024680823088,
-0.0325530581176281,
-0.03103058785200119,
0.060738496482372284,
0.002217430155724287,
0.002712901681661606,
0.010181120596826077,
-0.02517380379140377,
-0.032104965299367905,
0.053267594426870346,
0.0030527296476066113,
-0.01052030548453331,
-0.03780418261885643,
-0.010519913397729397,
0.02983601577579975,
0.006029149983078241,
0.052340779453516006,
0.03776104375720024,
-0.01857825741171837,
0.09250342845916748,
-0.03204048052430153,
-0.0025022889021784067,
-0.03661258518695831,
-0.04916026070713997,
0.015912137925624847,
0.06654731184244156,
0.042378272861242294,
0.03613368421792984,
0.0030585804488509893,
-0.0654439926147461,
0.03230573609471321,
0.07474410533905029,
0.07496816664934158,
0.010392232798039913,
-0.0327763631939888,
0.005601657088845968,
0.014110621996223927,
0.03983749821782112,
-0.05194544419646263,
-0.05472441017627716,
0.013371280394494534,
0.0631866455078125,
-0.019171064719557762,
0.014623787254095078,
-0.018020452931523323,
0.013815196231007576,
-0.04957405850291252,
-0.0616113506257534,
0.04345165938138962,
0.01927322894334793,
0.003332426305860281,
0.01799062080681324,
0.006544396746903658,
0.006220168899744749,
0.018295571208000183,
0.011649842374026775,
0.004050604999065399,
-0.04135691747069359,
0.012502123601734638,
-0.007618801202625036,
0.03307082876563072,
-0.029604565352201462,
0.02548900432884693,
-0.016194704920053482,
0.01539298240095377,
0.033529654145240784,
-0.04676475748419762,
0.015504124574363232,
0.01602417416870594,
0.015434402041137218,
-0.045129530131816864,
0.01381532009691,
0.008228607475757599,
0.04016437008976936,
0.058596573770046234,
0.0039644427597522736,
0.060751497745513916,
0.005106068681925535,
0.056882359087467194,
0.09049854427576065,
0.028702063485980034,
0.0438019335269928,
0.04201074689626694,
0.06730971485376358,
0.00644359365105629,
-0.021589113399386406,
0.03742339834570885,
-0.05699437856674194,
0.012854190543293953,
-0.04194993898272514,
0.034639403223991394,
-0.0006247355486266315,
0.0048559969291090965,
0.0302895437926054,
-0.011219823732972145,
-0.03670401871204376,
-0.0060864840634167194,
-0.032781656831502914,
-0.022303344681859016,
0.05878477543592453,
0.007703057490289211,
0.012748952023684978,
0.0008376917685382068,
-0.010276339948177338,
0.031111231073737144,
-0.0777147188782692,
-0.046510353684425354,
0.009747322648763657,
-0.03390089049935341,
-0.006568496115505695,
-0.08200033754110336,
-0.02397727780044079,
-0.05637725070118904,
-0.03669659420847893,
0.026964277029037476,
0.042095452547073364,
0.0004026600799988955,
-0.014639338478446007,
0.01519082859158516,
-0.04764993488788605,
-0.0215834341943264,
-0.05996369943022728,
-0.03395303711295128,
-0.05607731267809868,
-0.06406178325414658,
0.023472094908356667,
0.0389132983982563,
0.013183694332838058,
-0.010133178904652596,
0.013972313143312931,
-0.016475778073072433,
-0.03321373835206032,
0.07542264461517334,
0.03543330356478691,
-0.02072005718946457,
-0.02319174073636532,
0.03698991239070892,
-0.0015599103644490242,
0.009436234831809998,
0.003738533006981015,
-0.04178759455680847,
0.06809888035058975,
0.07354485988616943,
0.020774435251951218,
0.02236708253622055,
-0.0035249334760010242,
-0.06320200860500336,
-0.04596541449427605,
-0.033652063459157944,
-0.06199004501104355,
-0.0062170750461518764,
-0.023206740617752075,
-0.03977086767554283,
-0.02176058664917946,
-0.044785358011722565,
-0.0022582486271858215,
-0.020998625084757805,
0.005419424269348383,
0.050648074597120285,
0.053382981568574905,
0.03195301815867424,
0.04740637540817261,
-0.02363627403974533,
-0.03213667869567871,
0.06456049531698227,
-0.0271159578114748,
0.015451722778379917,
-0.0735091120004654,
-0.005053577944636345,
0.03648129105567932,
-0.0015800854889675975,
0.009248852729797363,
0.00540844677016139,
0.08743079751729965,
-0.000529157870914787,
-0.008054551668465137,
0.0030955884139984846,
-0.01575535349547863,
-0.01525869220495224,
0.011450769379734993,
-0.0029182671569287777,
-0.031973887234926224,
-0.03491814807057381,
-0.02486661821603775,
0.00302327424287796,
0.03741425648331642,
-0.06822909414768219,
-0.05978354811668396,
-0.023791231215000153,
0.040922459214925766,
0.006211710628122091,
-0.0008244943455792964,
-0.03618321195244789,
0.0139471972361207,
-0.033567529171705246,
-0.010419437661767006,
0.0171633530408144,
0.01691080816090107,
0.003442317945882678,
0.04026829078793526,
0.04484376311302185,
-0.02845766581594944,
0.04402180016040802,
0.05113983154296875,
0.05345366150140762,
0.03054940514266491,
-0.025106236338615417,
0.008427858352661133,
-0.0219301488250494,
0.01837957464158535,
-0.014103978872299194,
-0.04254036024212837,
-0.04355747625231743,
-0.06505569815635681,
-0.006132675800472498,
0.02600427158176899,
-0.02750401571393013,
-0.009733886457979679,
0.04206794127821922,
-0.01015685684978962,
-0.008838982321321964,
-0.006573953200131655,
0.011847492307424545,
0.036340028047561646,
-0.051900576800107956,
0.05170898512005806,
-0.007416797801852226,
0.012154647149145603,
-0.04613523557782173,
-0.011735096573829651,
-0.030894288793206215,
-0.01856440119445324,
-0.0003318874805700034,
0.05013887584209442,
0.03628174588084221,
0.03904973715543747,
0.06692153215408325,
0.04262154549360275,
-0.03100159764289856,
0.054210737347602844,
0.027394957840442657,
0.004641862120479345,
-0.03862464800477028,
0.00150975096039474,
-0.014032706618309021,
-0.06453072279691696,
-0.0002849948068615049,
-0.03415016829967499,
0.018398286774754524,
0.0216694213449955,
0.02858874946832657,
-0.009838161058723927,
0.000624532753136009,
-0.011710046790540218,
-0.04472113028168678,
-0.05780773609876633,
-0.050695039331912994,
0.005198040511459112,
-0.015552324242889881,
0.030973462387919426,
0.05477454885840416,
-0.0028266103472560644,
0.052445560693740845,
0.05744040384888649,
-0.028741750866174698,
-0.03669072315096855,
0.025159528478980064,
0.027392465621232986,
-0.025758398696780205,
-0.058849938213825226,
-0.04819965735077858,
0.059923961758613586,
0.05367377772927284,
-0.017162136733531952,
-0.08129636198282242,
0.009649157524108887,
0.05340218544006348,
-0.03650112822651863,
0.06356407701969147,
-0.030528627336025238,
0.04842422530055046,
0.040125176310539246,
-0.021038591861724854,
0.009673992171883583,
-0.052288174629211426,
0.01451079174876213,
-0.0018712327582761645,
0.032844435423612595,
-0.021389048546552658,
-0.0257086344063282,
-0.0917186364531517,
0.011859280988574028,
0.04160398244857788,
0.07562459260225296,
0.044203002005815506,
-0.02966366708278656,
-0.05773982033133507,
0.007180588785558939,
0.02108985371887684,
-0.08432189375162125,
0.02131587080657482,
0.03068787045776844,
0.038567449897527695,
-0.05680607259273529,
-0.06127479299902916,
-0.016100458800792694,
-0.011180270463228226,
0.04119517281651497,
-0.0007140018278732896,
-0.02733965590596199,
-0.04297780245542526,
0.02471914514899254,
-0.007785233668982983,
-0.01619376242160797,
-0.08576910942792892,
0.04041604325175285,
-0.029586022719740868,
-0.008957795798778534,
0.026117557659745216,
0.03688091039657593,
0.01944636180996895,
0.04736907407641411,
-0.0101367998868227,
0.02499767765402794,
-0.03657117486000061,
0.022991780191659927,
-0.0226272065192461,
-0.015301800332963467,
-0.01937026157975197,
-0.044080354273319244,
-0.031905677169561386,
-0.015269453637301922,
-0.05634069815278053,
-0.038953833281993866,
-0.03981517255306244,
0.013658013194799423,
-0.01229262724518776,
-0.011921023949980736,
-0.008620079606771469,
0.0506310872733593,
-0.018137622624635696,
-0.02128516510128975,
-0.022682450711727142,
-0.054546307772397995,
-0.05739973857998848,
-0.03599892556667328,
0.023539943620562553,
0.0287384781986475,
0.02505774237215519,
0.028727896511554718,
-0.004227877128869295,
0.019712667912244797,
0.014389842748641968,
-0.02352328971028328,
0.02992044948041439,
-0.006595021113753319,
-0.04081035777926445,
-0.037187833338975906,
0.016223933547735214,
0.025363154709339142,
0.03770088776946068,
-0.05682506039738655,
0.04284137859940529,
0.025014718994498253,
-0.033002231270074844,
-0.014395039528608322,
0.0015840743435546756,
0.050035782158374786,
-0.05653473734855652,
-0.06488249450922012,
0.008334447629749775,
-0.04391809552907944,
0.023110641166567802,
-0.009067295119166374,
-0.019081709906458855,
0.003288497682660818,
0.023841530084609985,
0.039185743778944016,
0.015669872984290123,
-0.03545980155467987,
0.017959995195269585,
-0.00059570895973593,
-0.01363568939268589,
-0.05606476590037346,
0.03542587161064148,
-0.017518039792776108,
0.023953352123498917,
0.0013489479897543788,
-0.015351342968642712,
-0.02517908625304699,
0.02658875286579132,
-0.006592999678105116,
-0.011687078513205051,
-0.019657621160149574,
0.01543650683015585,
-0.05206648260354996,
0.03616900369524956,
0.0046891686506569386,
-0.0013573187170550227,
-0.011576464399695396,
0.04857872053980827,
-0.04438074678182602,
-0.019652193412184715,
-0.03180287033319473,
0.003439485328271985,
-0.025559773668646812,
-0.0015873340889811516,
0.010191306471824646,
-0.04665927216410637,
0.028670284897089005,
0.05493824928998947,
0.010730820707976818,
0.01801530085504055,
-0.011563891544938087,
-0.0095761027187109,
-0.0037092361599206924,
-0.03320734575390816,
-0.010297772474586964,
-0.034855205565690994,
-0.003548199310898781,
-0.027387408539652824,
0.07259900867938995,
0.022328495979309082,
-0.03114299662411213,
-0.044656652957201004,
0.05104675889015198,
0.04174988716840744,
-0.003089579753577709,
-0.006866502575576305,
0.04479801654815674,
0.022527022287249565,
0.05962955951690674,
-0.03068029135465622,
-0.019178278744220734,
-0.013245070353150368,
-0.0449751541018486,
0.025983043015003204,
-0.010233506560325623,
0.02206013910472393,
-0.012399040162563324,
-0.03726745769381523,
-0.024579616263508797,
0.06718399375677109,
0.012249565683305264,
-0.0007063224911689758,
0.01257823221385479,
-0.030673634260892868,
-0.004056683741509914,
0.040020208805799484,
-0.04980921745300293,
0.01177495252341032,
0.036565352231264114,
-0.050198350101709366,
0.07160527259111404,
-0.018769633024930954,
0.032748349010944366,
0.05326599255204201,
0.0018194029107689857,
0.009253471158444881,
0.03652260825037956,
-0.027805473655462265,
0.0071484725922346115,
0.04786388576030731,
-0.06142362952232361,
-0.0009678954374976456,
0.0016544685931876302,
0.06425908952951431,
-0.08168184012174606,
0.05444467067718506,
0.048299144953489304,
-0.0011559153208509088,
0.01164916716516018,
-0.035294994711875916,
-0.018047917634248734,
0.024907074868679047,
-0.033075761049985886,
0.07920290529727936,
0.03510342538356781,
-0.06584925204515457,
0.06728909909725189,
0.018283478915691376,
-0.08234833925962448,
0.058676671236753464,
0.053348422050476074,
0.0309944748878479,
0.03626421466469765,
0.07390808314085007,
-0.05795954167842865,
0.010528362356126308,
-0.026549218222498894,
0.01321997120976448,
-0.0746019259095192,
0.010415947064757347,
0.008631691336631775,
-0.03625152260065079,
-0.045988354831933975,
0.03700771927833557,
-0.025216303765773773,
0.031154891476035118,
0.01864529587328434,
-0.053249046206474304,
-0.030014697462320328,
0.023100363090634346,
0.04867517203092575,
-0.02516750991344452,
0.013691293075680733,
-0.04230570048093796,
0.01999361254274845,
0.016782131046056747,
-0.011707643046975136,
-0.05788576602935791,
0.0009042914607562125,
0.03496159240603447,
-0.048635173588991165,
-0.017209453508257866,
0.005412532947957516,
-0.006754778325557709,
-0.022232864052057266,
0.058749888092279434,
-0.006220209877938032,
0.028574448078870773,
0.03276759013533592,
-0.017259620130062103,
0.04036056995391846,
-0.03249483183026314,
0.0035559432581067085,
-0.004571931902319193,
0.023754877969622612,
0.029637470841407776,
-0.013772844336926937,
0.04032425954937935,
0.03147310018539429,
0.05529183894395828,
-0.012532796710729599,
-0.035684749484062195,
-0.01978621818125248,
0.014306391589343548,
-0.04975789785385132,
-0.0053196619264781475,
-0.017454346641898155,
-0.045545998960733414,
-0.03990746662020683,
-0.03407939895987511,
-0.018700581043958664,
0.036167584359645844,
-0.04524355009198189,
0.006293085403740406,
0.05124516785144806,
-0.029368186369538307,
-0.02452212944626808,
-0.08262228220701218,
-0.015250135213136673,
-0.03791418671607971,
0.008336431346833706,
0.006078590173274279,
-0.027607830241322517,
0.03401591256260872,
-0.03203021362423897,
-0.06854580342769623,
0.03506242111325264,
0.03455512225627899,
-0.04025758057832718,
0.07245896011590958,
0.02309735119342804,
-0.04675961285829544,
-0.001617218367755413,
0.05651812255382538,
-0.06800530105829239,
0.024734482169151306,
0.005231874529272318,
0.028106551617383957,
0.017546718940138817,
0.020679553970694542,
-0.008701080456376076,
-0.04729344695806503,
-0.023851752281188965,
-0.0611458346247673,
-0.011976243928074837,
-0.0034982000943273306,
0.05525294691324234
] |
Declan/Politico_model_v4 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | 2020-04-29T13:28:09Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nl-sv
* source languages: nl
* target languages: sv
* OPUS readme: [nl-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| GlobalVoices.nl.sv | 25.0 | 0.518 |
| [
-0.016289792954921722,
-0.023790040984749794,
-0.0035062653478235006,
0.03614030405879021,
0.03270995244383812,
0.01854857988655567,
0.0015373462811112404,
-0.005628923885524273,
-0.04361562803387642,
0.0604434534907341,
0.008953502401709557,
-0.01569250039756298,
0.015485565178096294,
0.04727494716644287,
-0.03705930709838867,
-0.026826824992895126,
-0.013253509998321533,
0.010007992386817932,
-0.04382016882300377,
-0.011803888715803623,
-0.006910489406436682,
0.009421167895197868,
-0.037778083235025406,
0.0347408726811409,
-0.021286793053150177,
0.011149358004331589,
-0.017561472952365875,
0.016854681074619293,
0.02270178496837616,
-0.06906480342149734,
-0.009407165460288525,
-0.0219468604773283,
-0.024467701092362404,
-0.016008270904421806,
-0.03087880276143551,
0.025467760860919952,
0.01656210422515869,
0.024761918932199478,
0.07399725914001465,
0.055192653089761734,
-0.004646665882319212,
-0.0036403927952051163,
-0.01023776549845934,
-0.023620419204235077,
0.042448580265045166,
0.004898147191852331,
-0.031122814863920212,
-0.03690697252750397,
0.019919242709875107,
-0.029978647828102112,
-0.044059570878744125,
-0.04748649150133133,
-0.021093253046274185,
0.03699955344200134,
-0.01095079816877842,
-0.005826050881296396,
-0.09618386626243591,
-0.01037154532968998,
0.06817793101072311,
-0.055946897715330124,
-0.02896549552679062,
0.01856323331594467,
-0.04845485836267471,
0.006741514429450035,
0.0450257770717144,
-0.04102747514843941,
-0.012614713981747627,
-0.050652824342250824,
0.0434994101524353,
-0.03402356803417206,
0.03702881559729576,
-0.03102997876703739,
0.018057608976960182,
-0.07125705480575562,
-0.0455557219684124,
-0.007246214896440506,
0.02941799908876419,
0.05445132404565811,
-0.043445028364658356,
0.05014457553625107,
0.044760964810848236,
-0.01415223814547062,
0.023612525314092636,
-0.010753368027508259,
-0.014654694125056267,
0.03696348890662193,
-0.030049318447709084,
-0.0027686089742928743,
0.008382249623537064,
0.04704125598073006,
-0.044537391513586044,
-0.032553743571043015,
-0.00781695730984211,
-0.035875339061021805,
-0.0058470251969993114,
0.030266551300883293,
0.05876625329256058,
-0.0356084443628788,
0.0002155349066015333,
0.04421162232756615,
0.023582670837640762,
0.0460481159389019,
-0.00637400709092617,
0.06965778768062592,
-0.02806430496275425,
-0.0015294026816263795,
-0.018416641280055046,
-0.03008132241666317,
-0.06733404099941254,
0.004972775001078844,
0.03136555477976799,
-0.04422198235988617,
-0.004533406812697649,
0.04777008667588234,
0.03603293374180794,
-0.03850354626774788,
0.06730102747678757,
-0.03794853016734123,
-0.041590478271245956,
-0.054018743336200714,
0.053074780851602554,
0.0133398761972785,
0.013358778320252895,
0.01672796905040741,
-0.05831235274672508,
0.021611332893371582,
-0.042094819247722626,
-0.041678596287965775,
0.010259689763188362,
0.02347363717854023,
-0.021605268120765686,
0.03441845253109932,
0.033045604825019836,
-0.05446632578969002,
0.01688535325229168,
-0.011888949200510979,
-0.037940774112939835,
0.053836144506931305,
0.041625089943408966,
0.09528001397848129,
-0.04767966642975807,
-0.03324035555124283,
0.014753363095223904,
0.0023780714254826307,
-0.032050374895334244,
0.012405389919877052,
-0.0054302276112139225,
-0.016149377450346947,
-0.020997565239667892,
-0.015933461487293243,
0.050569646060466766,
-0.04775748401880264,
-0.019646750763058662,
0.061198510229587555,
-0.014986369758844376,
0.032723285257816315,
-0.019038904458284378,
0.0001820900070015341,
0.010978324338793755,
-0.022768495604395866,
-0.027266722172498703,
0.03404365852475166,
0.006884677801281214,
-0.0002712487184908241,
-0.03133390471339226,
-0.05851057171821594,
0.023545047268271446,
0.07479529827833176,
-0.024506645277142525,
-0.025535400956869125,
-0.025518979877233505,
0.007165899500250816,
0.04369118809700012,
0.017283538356423378,
-0.029832083731889725,
0.034279558807611465,
0.05528050288558006,
0.012540883384644985,
0.008229528553783894,
0.07822944223880768,
0.013589720241725445,
-0.015057837590575218,
-0.013075800612568855,
0.01852322369813919,
0.02463480271399021,
-0.01964953914284706,
-0.003550989320501685,
0.040839239954948425,
0.021357078105211258,
-0.015240989625453949,
-0.023258361965417862,
0.05704617127776146,
0.000865661189891398,
-0.0014544501900672913,
0.01297459751367569,
-0.023735934868454933,
-0.015585673041641712,
0.04521845653653145,
-0.010665898211300373,
-0.013817383907735348,
-0.0381588339805603,
-0.02546584978699684,
0.008932795375585556,
0.033800672739744186,
0.029727062210440636,
0.05200759321451187,
-0.01205824688076973,
0.10072347521781921,
-0.029556140303611755,
0.008045916445553303,
-0.016570555046200752,
-0.03934648633003235,
0.013722622767090797,
0.06765217334032059,
0.024368800222873688,
0.035097211599349976,
-0.00664755143225193,
-0.05432873219251633,
0.03226957097649574,
0.06847986578941345,
0.05810820311307907,
0.011722725816071033,
-0.041827380657196045,
-0.011958163231611252,
0.016189375892281532,
0.03856123611330986,
-0.03617363050580025,
-0.06726863980293274,
0.018993159756064415,
0.07228608429431915,
-0.042857132852077484,
0.032175011932849884,
-0.03717365488409996,
0.024113930761814117,
-0.043484821915626526,
-0.04212946444749832,
0.048438459634780884,
0.026434829458594322,
-0.011087055318057537,
0.022567078471183777,
0.009315229952335358,
-0.0076018162071704865,
0.02826731465756893,
0.0058969310484826565,
0.007803069427609444,
-0.032593633979558945,
0.012686722911894321,
0.01827664114534855,
0.05424550175666809,
-0.02769683115184307,
0.04009535536170006,
-0.02693951316177845,
0.0010254808003082871,
0.03328890725970268,
-0.06919417530298233,
0.01657027378678322,
0.03906925767660141,
0.010056319646537304,
-0.029787825420498848,
0.00486057298257947,
0.006235884502530098,
0.025739826261997223,
0.07538232952356339,
0.006070062052458525,
0.05621824786067009,
0.015294867567718029,
0.06206365302205086,
0.09490778297185898,
0.024830419570207596,
0.02821403555572033,
0.04026075452566147,
0.08865081518888474,
-0.011444145813584328,
-0.012264303863048553,
0.047334570437669754,
-0.048541612923145294,
0.017586572095751762,
-0.04226192831993103,
0.033350326120853424,
0.018720516934990883,
-0.004148721694946289,
0.027511246502399445,
0.007050666958093643,
-0.015001511201262474,
0.01627994328737259,
-0.01586352288722992,
-0.024311643093824387,
0.04741079732775688,
0.01067716721445322,
0.00456663966178894,
0.002795899286866188,
-0.0006152502610348165,
0.02631678618490696,
-0.07294165343046188,
-0.07118384540081024,
0.01386301964521408,
-0.03214872255921364,
0.003003643127158284,
-0.06132006645202637,
-0.021898703649640083,
-0.06616954505443573,
-0.02042015828192234,
0.035310301929712296,
0.005978947971016169,
-0.009171413257718086,
-0.02727697044610977,
0.0020401272922754288,
-0.030514171347022057,
-0.021626783534884453,
-0.03392358124256134,
-0.033932507038116455,
-0.03658062964677811,
-0.08040866255760193,
0.04571426287293434,
0.01554995495826006,
0.02515101619064808,
-0.022798622027039528,
0.01305137574672699,
-0.016567792743444443,
-0.016362175345420837,
0.07567236572504044,
0.055442389100790024,
-0.028397297486662865,
-0.022929735481739044,
0.0458543561398983,
-0.03579837828874588,
0.004767721984535456,
-0.02504289709031582,
-0.02006656862795353,
0.06736142933368683,
0.05161961168050766,
0.0209201592952013,
0.005162425339221954,
-0.020557135343551636,
-0.05821117013692856,
-0.060823868960142136,
-0.03935137391090393,
-0.04121082276105881,
-0.011391108855605125,
-0.025449642911553383,
-0.05488090589642525,
-0.03699687495827675,
-0.027106575667858124,
-0.00418154476210475,
-0.02667185291647911,
0.020693494006991386,
0.03240552917122841,
0.03735053166747093,
0.03913300484418869,
0.030344601720571518,
-0.06048041209578514,
-0.03634137287735939,
0.07658696174621582,
0.009401683695614338,
0.011519810184836388,
-0.048254095017910004,
-0.012753965333104134,
0.04946180433034897,
0.013333698734641075,
0.009054026566445827,
0.02059883438050747,
0.08317331969738007,
0.005762385670095682,
0.005271057598292828,
0.01171163097023964,
-0.009953247383236885,
-0.004574448801577091,
-0.008884401991963387,
-0.013901479542255402,
-0.04799984022974968,
-0.020305898040533066,
-0.015590404160320759,
0.01862432062625885,
0.04515904188156128,
-0.06349768489599228,
-0.028840506449341774,
-0.007306200917810202,
0.032211605459451675,
0.009475983679294586,
0.017239008098840714,
-0.010437792167067528,
0.01831987127661705,
-0.04153504595160484,
-0.018239106982946396,
-0.0020720073953270912,
0.010442002676427364,
0.007766081485897303,
0.05580641329288483,
0.03121868707239628,
-0.025778131559491158,
0.04641949385404587,
0.027244191616773605,
0.06409163773059845,
0.016070855781435966,
-0.04038349539041519,
0.022602569311857224,
-0.028197946026921272,
0.016766535118222237,
-0.008265805430710316,
-0.026875857263803482,
-0.048373300582170486,
-0.07420819997787476,
0.003218388184905052,
0.029650596901774406,
-0.036976587027311325,
0.013397072441875935,
0.026405425742268562,
-0.053479742258787155,
0.013150069862604141,
0.0025314418599009514,
0.018275683745741844,
0.04522555693984032,
-0.05768702179193497,
0.0636538714170456,
-0.007658843882381916,
0.01949303410947323,
-0.0606219656765461,
0.018225189298391342,
-0.012738854624330997,
-0.0360516719520092,
0.03654192388057709,
0.06739864498376846,
0.015720464289188385,
0.04908038303256035,
0.08611265569925308,
0.05124392360448837,
-0.029511306434869766,
0.031368594616651535,
0.03239399939775467,
0.011768165975809097,
-0.06275150179862976,
-0.005869037937372923,
-0.00467190844938159,
-0.055347900837659836,
0.0021592292468994856,
-0.02236178331077099,
0.020976487547159195,
0.016110146418213844,
-0.0038724185433238745,
-0.024990450590848923,
-0.013206332921981812,
-0.03109021671116352,
-0.025148775428533554,
-0.07014613598585129,
-0.033877890557050705,
-0.012055935338139534,
-0.0018823103746399283,
0.04949142411351204,
0.048158060759305954,
0.0011298333993181586,
0.04124291241168976,
0.05046100914478302,
-0.02409793995320797,
-0.025551285594701767,
0.01090047974139452,
0.024571958929300308,
-0.018925372511148453,
-0.0532693974673748,
-0.04180234670639038,
0.04940063878893852,
0.04103471338748932,
-0.027910979464650154,
-0.08348988741636276,
0.003119124798104167,
0.07085440307855606,
-0.028554458171129227,
0.05012211576104164,
-0.0031013661064207554,
0.05133511498570442,
0.05582895129919052,
-0.016551434993743896,
0.016694605350494385,
-0.03224746882915497,
0.020866351202130318,
0.002210963750258088,
0.026575228199362755,
-0.048459243029356,
-0.03637675568461418,
-0.0888281837105751,
0.01004998479038477,
0.027547145262360573,
0.0822838842868805,
0.044251516461372375,
-0.03872350975871086,
-0.0538482666015625,
-0.013848334550857544,
0.04825403168797493,
-0.05674310401082039,
-0.013979578390717506,
0.01923626847565174,
0.050458796322345734,
-0.04217739775776863,
-0.04333176463842392,
-0.02439870871603489,
-0.001467617112211883,
0.029153011739253998,
0.00109733990393579,
-0.020271357148885727,
-0.05280960723757744,
0.04287387803196907,
-0.012706764973700047,
-0.04210800677537918,
-0.11700544506311417,
-0.0024975852575153112,
-0.033542532473802567,
-0.0029352798592299223,
0.04977448657155037,
0.022206932306289673,
0.03982611000537872,
0.05690356716513634,
0.005780475214123726,
0.02577384188771248,
-0.035998228937387466,
0.027778437361121178,
-0.03114132210612297,
0.006593611557036638,
0.015808096155524254,
-0.025861267000436783,
-0.02927570417523384,
-0.03944671154022217,
-0.0450022928416729,
-0.027353789657354355,
-0.018321875482797623,
0.01907319389283657,
-0.03485597297549248,
0.0042024459689855576,
-0.013442457653582096,
0.035060636699199677,
-0.013760914094746113,
-0.018319521099328995,
-0.009177351370453835,
-0.05162180960178375,
-0.08218597620725632,
-0.03986971080303192,
0.03003763221204281,
0.02327125333249569,
0.012671890668570995,
0.029182109981775284,
0.010846332646906376,
0.018108464777469635,
0.011330530978739262,
-0.0284111350774765,
0.047486718744039536,
0.010159987956285477,
-0.04664124920964241,
-0.031449560075998306,
0.01051411684602499,
0.037897009402513504,
0.025728801265358925,
-0.05251928046345711,
0.028179511427879333,
0.002856652718037367,
-0.0397208146750927,
-0.01494446862488985,
-0.0023135931696742773,
0.0371231809258461,
-0.07446540892124176,
-0.04956359043717384,
0.0006711810128763318,
-0.050100721418857574,
0.03022773750126362,
-0.0206112302839756,
0.007415034342557192,
0.018918555229902267,
0.02454957738518715,
0.03260907530784607,
-0.0003279613156337291,
-0.0491144023835659,
0.003067766083404422,
-0.0005559096462093294,
0.0010527248959988356,
-0.07051032036542892,
0.04883689805865288,
-0.042639754712581635,
0.024937579408288002,
-0.0027416434604674578,
-0.005820802412927151,
-0.032670408487319946,
0.03733048960566521,
-0.01015451643615961,
-0.010174975730478764,
-0.017419008538126945,
-0.008170847781002522,
-0.041236329823732376,
0.05007125809788704,
-0.0007438546163029969,
0.01755942776799202,
-0.026805730536580086,
0.0724550411105156,
-0.0410824678838253,
-0.00897778570652008,
-0.02703186310827732,
0.012127450667321682,
-0.02962244302034378,
-0.001142866793088615,
-0.014374148100614548,
-0.03675098344683647,
0.007764375768601894,
0.04407975450158119,
0.037952255457639694,
0.013652170076966286,
-0.02410917542874813,
0.012907528318464756,
0.015924962237477303,
-0.04556303471326828,
0.0007071391446515918,
-0.013826639391481876,
-0.021149327978491783,
-0.0008528209873475134,
0.04664647579193115,
0.02636713907122612,
-0.04198361188173294,
-0.07577867060899734,
0.018429316580295563,
0.027619944885373116,
-0.006649181712418795,
0.006325843278318644,
0.018339334055781364,
0.033982403576374054,
0.060280829668045044,
-0.025746366009116173,
-0.0025338521227240562,
-0.01899171806871891,
-0.019323453307151794,
0.02367512322962284,
-0.016168545931577682,
0.030239112675189972,
0.003521042875945568,
-0.03678116574883461,
-0.015153038315474987,
0.06698830425739288,
0.01331234909594059,
0.016838641837239265,
0.000985378515906632,
-0.015434116125106812,
0.013949902728199959,
0.019208427518606186,
-0.06852637976408005,
0.004360614810138941,
0.0431208498775959,
-0.03140958771109581,
0.07105476409196854,
-0.016911134123802185,
0.04461817070841789,
0.05965353548526764,
-0.002673739567399025,
-0.01903672143816948,
0.047300539910793304,
-0.02458302490413189,
-0.02749507874250412,
0.04942973330616951,
-0.052176494151353836,
-0.020061388611793518,
-0.010299303568899632,
0.06740640848875046,
-0.07330495119094849,
0.056201688945293427,
0.05467090383172035,
0.03649133816361427,
0.002912235911935568,
-0.04645693302154541,
-0.03751571476459503,
0.0288157407194376,
-0.029855674132704735,
0.07427605986595154,
0.024192407727241516,
-0.04805335775017738,
0.07193654775619507,
0.00927484780550003,
-0.07686132192611694,
0.04132997617125511,
0.035262368619441986,
0.014701844193041325,
0.024934768676757812,
0.055512502789497375,
-0.049553245306015015,
0.01941598951816559,
-0.06019468605518341,
0.008119938895106316,
-0.06984739005565643,
0.006890813820064068,
0.01367286778986454,
-0.024708114564418793,
-0.017645953223109245,
0.02948182448744774,
-0.02661762945353985,
0.025724509730935097,
0.018919160589575768,
-0.04951579496264458,
-0.027098722755908966,
0.015769414603710175,
0.03996716067194939,
-0.020937658846378326,
0.013706473633646965,
-0.0221682321280241,
0.015751298516988754,
0.025812383741140366,
0.02288583479821682,
-0.06592697650194168,
-0.002350442111492157,
0.026180876418948174,
-0.05473685264587402,
-0.02894951030611992,
0.0059771970845758915,
0.013377416878938675,
-0.03651558980345726,
0.0307636559009552,
0.011108828708529472,
0.0006879233405925333,
0.03619275614619255,
-0.020542163401842117,
0.044845983386039734,
-0.05210595205426216,
-0.0074463896453380585,
0.004903844557702541,
0.01358279213309288,
0.013379869051277637,
-0.016666468232870102,
0.02199101448059082,
0.02120070718228817,
0.053431276232004166,
0.01449329312890768,
-0.048458293080329895,
-0.010260822251439095,
0.028795909136533737,
-0.03896123915910721,
0.011199543252587318,
-0.019072065129876137,
-0.06408132612705231,
-0.03100009262561798,
-0.017543070018291473,
-0.006285655777901411,
0.019727252423763275,
-0.017035678029060364,
0.00591030390933156,
0.05035164952278137,
-0.03049410507082939,
-0.034082818776369095,
-0.07315251976251602,
-0.013243135064840317,
-0.021554211154580116,
0.010561385191977024,
0.015862707048654556,
-0.026219209656119347,
0.025509288534522057,
-0.05523493140935898,
-0.06244220957159996,
0.0607534721493721,
0.012695487588644028,
-0.03121420554816723,
0.061494775116443634,
0.030396543443202972,
-0.03338028863072395,
0.014771322719752789,
0.0629522055387497,
-0.04867974668741226,
0.02602132223546505,
0.00020823866361752152,
0.021077362820506096,
0.015947725623846054,
0.022090138867497444,
-0.016847586259245872,
-0.04011332616209984,
-0.05878585949540138,
-0.058027978986501694,
-0.035094086080789566,
-0.006542631890624762,
0.06399358808994293
] |
Declan/Politico_model_v5 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
language:
- nl
- uk
tags:
- translation
license: apache-2.0
---
### nld-ukr
* source group: Dutch
* target group: Ukrainian
* OPUS readme: [nld-ukr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-ukr/README.md)
* model: transformer-align
* source language(s): nld
* target language(s): ukr
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-ukr/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-ukr/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nld-ukr/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nld.ukr | 40.8 | 0.619 |
### System Info:
- hf_name: nld-ukr
- source_languages: nld
- target_languages: ukr
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nld-ukr/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['nl', 'uk']
- src_constituents: {'nld'}
- tgt_constituents: {'ukr'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-ukr/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nld-ukr/opus-2020-06-17.test.txt
- src_alpha3: nld
- tgt_alpha3: ukr
- short_pair: nl-uk
- chrF2_score: 0.619
- bleu: 40.8
- brevity_penalty: 0.992
- ref_len: 51674.0
- src_name: Dutch
- tgt_name: Ukrainian
- train_date: 2020-06-17
- src_alpha2: nl
- tgt_alpha2: uk
- prefer_old: False
- long_pair: nld-ukr
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.003756140824407339,
-0.022210560739040375,
-0.009159567765891552,
0.0355551578104496,
0.05042152479290962,
0.019048944115638733,
-0.004685736261308193,
-0.008032298646867275,
-0.07157211750745773,
0.06256214529275894,
0.007703975308686495,
-0.023668302223086357,
-0.008174215443432331,
0.0511590912938118,
-0.02859199233353138,
-0.022430863231420517,
-0.018556857481598854,
-0.015492906793951988,
-0.04524294286966324,
-0.024167925119400024,
0.004551965743303299,
0.01017179898917675,
-0.01713339425623417,
0.034961502999067307,
0.002348812995478511,
0.02164549194276333,
-0.02574160136282444,
0.03665485233068466,
0.012074078433215618,
-0.06729377061128616,
-0.016589803621172905,
-0.010759957134723663,
-0.03766437619924545,
-0.007008002605289221,
-0.009845582768321037,
-0.009192369878292084,
-0.01823541149497032,
0.0014315792359411716,
0.07535411417484283,
0.04942488670349121,
-0.003337548580020666,
0.012506486847996712,
-0.027097640559077263,
-0.06306607276201248,
0.043230921030044556,
0.013875414617359638,
-0.06490923464298248,
-0.008646359667181969,
0.030497286468744278,
-0.0295217614620924,
-0.0412769615650177,
-0.08377636969089508,
-0.023508137091994286,
0.010491110384464264,
-0.02214338444173336,
0.0061063324101269245,
-0.07928389310836792,
-0.0156642347574234,
0.06490326672792435,
-0.051959455013275146,
-0.03256763517856598,
0.0006531095714308321,
-0.05823541805148125,
0.008276949636638165,
0.039772819727659225,
-0.02773997187614441,
-0.012438607402145863,
-0.03498653694987297,
0.036809392273426056,
-0.029731713235378265,
0.03517657145857811,
-0.0303473062813282,
0.02357107400894165,
-0.057987477630376816,
-0.02743828482925892,
-0.007805874105542898,
0.024972397834062576,
0.0399024523794651,
-0.03838703781366348,
0.052672069519758224,
0.011875098571181297,
-0.031109880656003952,
0.016150549054145813,
-0.027516957372426987,
-0.030305802822113037,
0.048172034323215485,
-0.017033414915204048,
-0.022223686799407005,
0.01895689219236374,
0.042276643216609955,
-0.06532019376754761,
-0.033372800797224045,
-0.019305139780044556,
-0.03976794704794884,
-0.005861297249794006,
0.03586709499359131,
0.054066553711891174,
-0.035394761711359024,
0.010953807272017002,
0.037611864507198334,
0.02191956900060177,
0.04906783252954483,
0.003362323623150587,
0.056709207594394684,
-0.012604664079844952,
0.00021261665096972138,
-0.010475078597664833,
-0.0279640294611454,
-0.057846929877996445,
0.018326904624700546,
0.022011922672390938,
-0.031940557062625885,
-0.016540881246328354,
0.04502769559621811,
0.010926874354481697,
-0.01895454339683056,
0.05552678555250168,
-0.03830873966217041,
-0.03512439876794815,
-0.056571368128061295,
0.053485918790102005,
0.01634637825191021,
-0.005519916769117117,
0.009300212375819683,
-0.04083942994475365,
0.02151331678032875,
-0.05280143767595291,
-0.04153132066130638,
0.008433385752141476,
0.02742428332567215,
-0.009073679335415363,
0.03739651292562485,
0.056689899414777756,
-0.08106937259435654,
0.015139973722398281,
-0.017057280987501144,
-0.03801118582487106,
0.055297158658504486,
0.009890219196677208,
0.10972252488136292,
-0.03080366924405098,
-0.027743903920054436,
0.014331276528537273,
0.0019210310420021415,
-0.021084435284137726,
0.004789530299603939,
0.011732960119843483,
-0.016689034178853035,
0.011879957281053066,
-0.019136544317007065,
0.039399195462465286,
-0.05131849646568298,
-0.018698185682296753,
0.054482925683259964,
-0.0017710048705339432,
0.023717714473605156,
-0.04733602702617645,
-0.016300078481435776,
0.001580780022777617,
-0.02986738458275795,
-0.03889233246445656,
0.027149658650159836,
0.01659522019326687,
-0.0198200773447752,
-0.033799201250076294,
-0.0480872243642807,
0.015660662204027176,
0.06748723238706589,
-0.009765204042196274,
-0.031320106238126755,
-0.021879930049180984,
-0.008164256811141968,
0.04499198868870735,
0.0402849055826664,
-0.0307332631200552,
0.028210027143359184,
0.04148690775036812,
0.012827244587242603,
0.01208273135125637,
0.06500206887722015,
0.015910465270280838,
-0.031246650964021683,
-0.03271744027733803,
0.010788575746119022,
0.03122875653207302,
-0.031085725873708725,
0.01779083162546158,
0.017516959458589554,
0.006866966374218464,
-0.03490021824836731,
-0.024056317284703255,
0.06594444066286087,
0.0018736233469098806,
-0.007057834882289171,
0.013129961676895618,
-0.0383482463657856,
-0.029865767806768417,
0.06470265984535217,
-0.0014894305495545268,
-0.006433775182813406,
-0.03483296185731888,
-0.008609404787421227,
0.01734364591538906,
0.02048545889556408,
0.04375993087887764,
0.04312588647007942,
-0.02130221016705036,
0.08653363585472107,
-0.0338592603802681,
0.0024681342765688896,
-0.03803478181362152,
-0.049691781401634216,
0.021077299490571022,
0.06289947032928467,
0.03818024322390556,
0.049431212246418,
0.0014043856645002961,
-0.06610178202390671,
0.03899097815155983,
0.07111835479736328,
0.06880375742912292,
0.011813828721642494,
-0.032591745257377625,
-0.00664550019428134,
0.013771846890449524,
0.05238138884305954,
-0.050495389848947525,
-0.05530504137277603,
0.001365321222692728,
0.06987033039331436,
-0.018402254208922386,
0.00840892642736435,
-0.017328698188066483,
0.014164270833134651,
-0.0442446768283844,
-0.05824253708124161,
0.04217671975493431,
0.020786140114068985,
0.007526320405304432,
0.011753618717193604,
0.00846907589584589,
0.008302127942442894,
0.009128395467996597,
0.01956651359796524,
0.01024131290614605,
-0.035229526460170746,
-0.0011405901750549674,
-0.0008978334371931851,
0.04143127053976059,
-0.02492969110608101,
0.02552003785967827,
-0.014038912020623684,
0.014366713352501392,
0.03752981498837471,
-0.04163771867752075,
0.015400066040456295,
0.01322498731315136,
0.016238652169704437,
-0.0444621741771698,
0.00988820567727089,
0.001985368551686406,
0.03557854890823364,
0.06640370935201645,
0.000946727697737515,
0.05908503383398056,
0.01006049383431673,
0.04868374019861221,
0.09734296798706055,
0.030657460913062096,
0.040511276572942734,
0.04384990409016609,
0.08019999414682388,
0.006842585746198893,
-0.013513241894543171,
0.04307637736201286,
-0.05025563761591911,
0.006864197086542845,
-0.05286581814289093,
0.03327877074480057,
-0.005290668923407793,
-0.004297288600355387,
0.03532758355140686,
-0.02075898088514805,
-0.026412183418869972,
-0.0044356295838952065,
-0.03151998668909073,
-0.025371747091412544,
0.05095895379781723,
0.013651635497808456,
0.014431007206439972,
-0.0027557157445698977,
-0.016475826501846313,
0.0304342620074749,
-0.07389087975025177,
-0.05276009440422058,
0.005320170894265175,
-0.033477529883384705,
0.005011250730603933,
-0.08117149025201797,
-0.028422560542821884,
-0.05418853834271431,
-0.030643045902252197,
0.032575659453868866,
0.036424361169338226,
-0.0009586664964444935,
-0.018635503947734833,
0.011259099468588829,
-0.04196381941437721,
-0.02019939385354519,
-0.06435719132423401,
-0.033698420971632004,
-0.04145083948969841,
-0.0678931400179863,
0.028949405997991562,
0.021077724173665047,
0.022923506796360016,
-0.013651866465806961,
0.014169441536068916,
-0.022657832130789757,
-0.02533687837421894,
0.06447813659906387,
0.038985222578048706,
-0.022807488217949867,
-0.027801791206002235,
0.03996538370847702,
-0.006378567311912775,
0.006382890045642853,
-0.002300635911524296,
-0.04808755964040756,
0.06287098675966263,
0.07222704589366913,
0.019871117547154427,
0.02667507715523243,
-0.004482586868107319,
-0.06540751457214355,
-0.042719755321741104,
-0.028923556208610535,
-0.062308285385370255,
-0.008579714223742485,
-0.023375505581498146,
-0.043988361954689026,
-0.031172024086117744,
-0.03700394183397293,
0.00789183285087347,
-0.014071679674088955,
-0.0004476744798012078,
0.048411156982183456,
0.04836282134056091,
0.03583776205778122,
0.046608392149209976,
-0.024170154705643654,
-0.027390163391828537,
0.06774833798408508,
-0.008439806289970875,
0.017131876200437546,
-0.07284076511859894,
-0.004964193794876337,
0.02468034438788891,
0.008737973868846893,
0.004857087042182684,
-0.00021543062757700682,
0.08649881929159164,
0.005563828628510237,
-0.0039751119911670685,
0.004177683498710394,
-0.014653349295258522,
-0.018441861495375633,
0.007047508843243122,
-0.0023469345178455114,
-0.020568516105413437,
-0.032620418816804886,
-0.030078792944550514,
0.00595469307154417,
0.03711511939764023,
-0.07132286578416824,
-0.0618688203394413,
-0.016237882897257805,
0.04668956622481346,
-0.0008513354114256799,
0.0037655525375157595,
-0.04403943940997124,
0.018281344324350357,
-0.04008973389863968,
-0.008306467905640602,
0.015223884023725986,
0.017756490036845207,
0.010496643371880054,
0.038358334451913834,
0.04779824614524841,
-0.03386146202683449,
0.05157719552516937,
0.040844567120075226,
0.06195995956659317,
0.03193240612745285,
-0.020049776881933212,
0.010562286712229252,
-0.03282719478011131,
0.01708592288196087,
-0.01136426068842411,
-0.04022325947880745,
-0.04405546933412552,
-0.08596304059028625,
-0.013472902588546276,
0.03052401915192604,
-0.026781640946865082,
-0.014642980881035328,
0.03887878358364105,
-0.01970323733985424,
-0.014903930015861988,
-0.005326209589838982,
0.023701993748545647,
0.04172792285680771,
-0.051448311656713486,
0.05786838009953499,
0.010433562099933624,
0.016294190660119057,
-0.04774724692106247,
-0.01254197210073471,
-0.025124017149209976,
-0.014900289475917816,
-0.00285925786010921,
0.05896127223968506,
0.04110604524612427,
0.04326033964753151,
0.07046464830636978,
0.03874785453081131,
-0.03372839093208313,
0.05666834115982056,
0.030609725043177605,
0.0008795149042271078,
-0.03655461221933365,
0.010742079466581345,
-0.009849117137491703,
-0.05453140661120415,
-0.01095940638333559,
-0.0392957478761673,
0.025336170569062233,
0.017132842913269997,
0.02313738502562046,
-0.004204453434795141,
0.011762493290007114,
-0.022171733900904655,
-0.04130307212471962,
-0.05461081489920616,
-0.04807150363922119,
-0.0003686856653075665,
-0.016792790964245796,
0.02888844534754753,
0.06489016860723495,
-0.005245838779956102,
0.046834591776132584,
0.0546688511967659,
-0.025280436500906944,
-0.03504372760653496,
0.01708332821726799,
0.028286287561058998,
-0.03367704898118973,
-0.06248289719223976,
-0.0511561743915081,
0.0552416555583477,
0.04755444824695587,
-0.011010436341166496,
-0.08550335466861725,
0.008252502419054508,
0.05311897397041321,
-0.03708098083734512,
0.055128052830696106,
-0.022530609741806984,
0.050695180892944336,
0.04723791778087616,
-0.02336600236594677,
0.000222441551159136,
-0.040401045233011246,
0.012846473604440689,
-0.0007192802731879056,
0.04368969425559044,
-0.017027856782078743,
-0.02598734386265278,
-0.08995840698480606,
0.018985895439982414,
0.03899281099438667,
0.07940442115068436,
0.050770103931427,
-0.04054221138358116,
-0.049210187047719955,
0.003651790786534548,
0.02253742516040802,
-0.08017130941152573,
0.025722341611981392,
0.023750290274620056,
0.03953845053911209,
-0.055521562695503235,
-0.0535690076649189,
-0.020250199362635612,
-0.01648443564772606,
0.04056515917181969,
-0.0066126249730587006,
-0.02925247512757778,
-0.05029407888650894,
0.023997189477086067,
-0.010573017410933971,
-0.018431922420859337,
-0.09146975725889206,
0.0401465967297554,
-0.023509999737143517,
-0.014581911265850067,
0.03621895611286163,
0.03871988132596016,
0.03128669783473015,
0.04583245888352394,
-0.009724263101816177,
0.022795235738158226,
-0.03341498598456383,
0.026260437443852425,
-0.019630324095487595,
-0.01909174583852291,
-0.014723749831318855,
-0.04096532240509987,
-0.02593783102929592,
-0.01397015992552042,
-0.04721175879240036,
-0.04785928130149841,
-0.04125596210360527,
0.009111657738685608,
-0.02289011888206005,
-0.011008861474692822,
-0.008071335963904858,
0.04934774339199066,
-0.019704695791006088,
-0.012940667569637299,
-0.02545093558728695,
-0.045610375702381134,
-0.06315986067056656,
-0.042803458869457245,
0.02323967032134533,
0.022723399102687836,
0.02549142576754093,
0.03496517613530159,
-0.005889160092920065,
0.023236583918333054,
0.017755623906850815,
-0.018423577770590782,
0.028759414330124855,
-0.0014838239876553416,
-0.03912949562072754,
-0.03709414228796959,
0.009346574544906616,
0.012457200326025486,
0.031701572239398956,
-0.05194545164704323,
0.049932245165109634,
0.0279209204018116,
-0.031921617686748505,
-0.009498314931988716,
0.009313971735537052,
0.041769735515117645,
-0.06650702655315399,
-0.06375131011009216,
0.002010810188949108,
-0.04412137344479561,
0.026849403977394104,
0.006209750194102526,
-0.022614769637584686,
-0.0021271868608891964,
0.028299031779170036,
0.038734741508960724,
0.02049829065799713,
-0.03791797161102295,
0.018837427720427513,
-0.0011489549651741982,
-0.008257467299699783,
-0.056985970586538315,
0.039019763469696045,
-0.027573002502322197,
0.024626635015010834,
-0.0033403229899704456,
-0.01331770047545433,
-0.030791711062192917,
0.017037587240338326,
-0.017160283401608467,
-0.00617124792188406,
-0.017049089074134827,
0.01891147531569004,
-0.04935506731271744,
0.030091209337115288,
0.0009520858293399215,
0.008828949183225632,
-0.009881185367703438,
0.050267498940229416,
-0.04930022731423378,
-0.008220096118748188,
-0.03279982879757881,
0.00467442162334919,
-0.029976652935147285,
-0.002202159259468317,
-0.0058011156506836414,
-0.038680411875247955,
0.02451547607779503,
0.04670146107673645,
0.021493401378393173,
0.025241505354642868,
-0.017182009294629097,
-0.010324817150831223,
0.008025912567973137,
-0.03378482162952423,
-0.0035788954701274633,
-0.03949042409658432,
0.0015982117038220167,
-0.032575707882642746,
0.06741940975189209,
0.022610817104578018,
-0.03218372166156769,
-0.04751090705394745,
0.046111319214105606,
0.03819439187645912,
-0.008259901776909828,
0.0005083019495941699,
0.035065654665231705,
0.028660794720053673,
0.05106116458773613,
-0.02616649866104126,
-0.010904230177402496,
-0.011766057461500168,
-0.04535264894366264,
0.022994069382548332,
-0.015557278878986835,
0.0378483347594738,
-0.010918863117694855,
-0.03702862188220024,
-0.0223160982131958,
0.06318073719739914,
0.01327933743596077,
0.0009112226543948054,
0.007216048892587423,
-0.02198849432170391,
0.005274259950965643,
0.03407498076558113,
-0.05323892831802368,
0.012951754033565521,
0.03085125982761383,
-0.04965118318796158,
0.07321221381425858,
-0.023140283301472664,
0.03143913298845291,
0.05256885662674904,
0.0026466853450983763,
0.00140858325175941,
0.027767594903707504,
-0.03151156008243561,
0.008856844156980515,
0.04654917120933533,
-0.06019291281700134,
-0.002533841412514448,
-0.005847733002156019,
0.06589552015066147,
-0.08292817324399948,
0.05691011995077133,
0.04705371707677841,
0.02110140770673752,
0.019490940496325493,
-0.03439312428236008,
-0.018789909780025482,
0.02752126380801201,
-0.032295018434524536,
0.07925759255886078,
0.031927887350320816,
-0.06713780760765076,
0.06422967463731766,
0.015102899633347988,
-0.07523198425769806,
0.0490352027118206,
0.049205854535102844,
0.034422654658555984,
0.0349503755569458,
0.06732294708490372,
-0.068055659532547,
0.013209888711571693,
-0.03709612041711807,
0.01518447045236826,
-0.07787126302719116,
0.02003777213394642,
0.00763234868645668,
-0.04050667583942413,
-0.040340762585401535,
0.03617095947265625,
-0.013649512082338333,
0.020613299682736397,
0.02300155535340309,
-0.05699637532234192,
-0.028947096318006516,
0.019027184695005417,
0.036066532135009766,
-0.025089237838983536,
0.019034504890441895,
-0.04118352383375168,
0.02065138891339302,
0.02382451854646206,
-0.007214108947664499,
-0.047727666795253754,
0.00014049297897145152,
0.03559953719377518,
-0.03510448709130287,
-0.028049612417817116,
0.0030767954885959625,
-0.006043203175067902,
-0.027196014299988747,
0.05428072810173035,
-0.010196630842983723,
0.03032955713570118,
0.03242986649274826,
-0.011236985214054585,
0.05008654296398163,
-0.035034701228141785,
-0.00925568025559187,
-0.004428450483828783,
0.024638192728161812,
0.03067719377577305,
-0.021987145766615868,
0.04363880306482315,
0.02482469752430916,
0.04835604131221771,
-0.009688782505691051,
-0.034116096794605255,
-0.02240137569606304,
0.009295898489654064,
-0.05333501100540161,
0.0022959138732403517,
-0.007957855239510536,
-0.05082181096076965,
-0.0430031418800354,
-0.03211832046508789,
-0.004833074752241373,
0.02852628380060196,
-0.050461336970329285,
0.004030762705951929,
0.05236775800585747,
-0.028585948050022125,
-0.025110574439167976,
-0.07971811294555664,
-0.014489574357867241,
-0.04318943992257118,
0.020544858649373055,
0.0025297359097748995,
-0.031008213758468628,
0.027563903480768204,
-0.0365670844912529,
-0.07223046571016312,
0.022784531116485596,
0.03504215180873871,
-0.043355513364076614,
0.080661840736866,
0.016493262723088264,
-0.05181366205215454,
-0.00002130203392880503,
0.04116348549723625,
-0.061038415879011154,
0.02757812850177288,
0.01735636219382286,
0.025304695591330528,
0.016999224200844765,
0.030208410695195198,
-0.006741237826645374,
-0.050836268812417984,
-0.024792548269033432,
-0.0577511340379715,
-0.011029713787138462,
-0.004195662215352058,
0.0550629198551178
] |
Declan/Politico_model_v6 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- no
- da
tags:
- translation
license: apache-2.0
---
### nor-dan
* source group: Norwegian
* target group: Danish
* OPUS readme: [nor-dan](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-dan/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): dan
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-dan/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-dan/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-dan/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.dan | 65.0 | 0.792 |
### System Info:
- hf_name: nor-dan
- source_languages: nor
- target_languages: dan
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-dan/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'da']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'dan'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm12k,spm12k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-dan/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-dan/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: dan
- short_pair: no-da
- chrF2_score: 0.792
- bleu: 65.0
- brevity_penalty: 0.995
- ref_len: 9865.0
- src_name: Norwegian
- tgt_name: Danish
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: da
- prefer_old: False
- long_pair: nor-dan
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0037233021575957537,
-0.026259953156113625,
-0.001711381832137704,
0.038611698895692825,
0.046390797942876816,
0.010916768573224545,
-0.008757166564464569,
-0.013993733562529087,
-0.07736072689294815,
0.05622780695557594,
0.008044052869081497,
-0.027441181242465973,
-0.014674975536763668,
0.05195361748337746,
-0.03643826022744179,
-0.03192634508013725,
-0.02204095758497715,
-0.01524234376847744,
-0.03426346182823181,
-0.03206402063369751,
0.0016551100416108966,
0.01357601024210453,
-0.02085890807211399,
0.026299960911273956,
0.009661388583481312,
0.024470917880535126,
-0.024824704974889755,
0.03988873213529587,
0.020620279014110565,
-0.06770895421504974,
-0.015397339127957821,
-0.012364137917757034,
-0.04094017669558525,
-0.01053730770945549,
-0.02427556924521923,
-0.005192181561142206,
-0.010423672385513783,
0.002413275418803096,
0.06315039843320847,
0.048574741929769516,
-0.01206512376666069,
0.012784313410520554,
-0.027659019455313683,
-0.04471974819898605,
0.04086032509803772,
0.01239866018295288,
-0.047253962606191635,
-0.010485418140888214,
0.018455717712640762,
-0.034431587904691696,
-0.04001453146338463,
-0.06947515159845352,
-0.020477043464779854,
0.0074921464547514915,
-0.017655422911047935,
0.005725852679461241,
-0.08435559272766113,
-0.011068733409047127,
0.06953608244657516,
-0.050417352467775345,
-0.029512280598282814,
0.005801553837954998,
-0.04439025744795799,
0.010873286984860897,
0.03756869584321976,
-0.029572919011116028,
-0.006554048974066973,
-0.038862746208906174,
0.03444359451532364,
-0.02937081828713417,
0.02853742428123951,
-0.049675628542900085,
0.02236081101000309,
-0.07372938841581345,
-0.025695564225316048,
-0.007092098705470562,
0.022332124412059784,
0.03615851327776909,
-0.03594963997602463,
0.061227377504110336,
0.010947175323963165,
-0.026751484721899033,
0.018256742507219315,
-0.011601082049310207,
-0.03153177723288536,
0.04805945232510567,
-0.028780212625861168,
-0.01826927438378334,
0.012403321452438831,
0.04232872650027275,
-0.06233713775873184,
-0.03399970009922981,
-0.0158860981464386,
-0.027365168556571007,
-0.008465416729450226,
0.04459117352962494,
0.05254742130637169,
-0.0289112888276577,
0.013048970140516758,
0.031069831922650337,
0.022668175399303436,
0.04189983755350113,
0.009468160569667816,
0.05392861366271973,
-0.013995489105582237,
-0.0003864133032038808,
-0.021709851920604706,
-0.030905669555068016,
-0.064478799700737,
0.02052866294980049,
0.013034375384449959,
-0.031205808743834496,
-0.014891192317008972,
0.03949674218893051,
0.013111818581819534,
-0.020529726520180702,
0.05522460862994194,
-0.03354986011981964,
-0.05739763751626015,
-0.048261430114507675,
0.050543300807476044,
0.017368478700518608,
-0.007446834817528725,
0.021290211006999016,
-0.04852847009897232,
0.030494077131152153,
-0.03697558119893074,
-0.03401884436607361,
0.0064683048985898495,
0.02226436883211136,
-0.013900009915232658,
0.022372493520379066,
0.04480259492993355,
-0.08583831042051315,
0.021030042320489883,
-0.01745034009218216,
-0.044663675129413605,
0.05683988705277443,
0.0051099578849971294,
0.12161427736282349,
-0.03428232669830322,
-0.03058842569589615,
0.008639710955321789,
0.008466226048767567,
-0.010563794523477554,
0.0017347377724945545,
0.002804339164867997,
-0.028832439333200455,
0.003577625146135688,
-0.015359112992882729,
0.04906798154115677,
-0.06586777418851852,
0.005487222224473953,
0.06665632128715515,
0.0033767949789762497,
0.029781732708215714,
-0.047687605023384094,
-0.0239647775888443,
-0.00006538097659358755,
-0.024256793782114983,
-0.03265916183590889,
0.03581399470567703,
0.009648586623370647,
-0.017367765307426453,
-0.04083510488271713,
-0.04633267968893051,
0.016753099858760834,
0.06237051635980606,
-0.007277242373675108,
-0.019044460728764534,
-0.03446327894926071,
-0.006008769851177931,
0.052711956202983856,
0.030012357980012894,
-0.025177543982863426,
0.033685002475976944,
0.06171945855021477,
0.013858096674084663,
0.003370960708707571,
0.07490156590938568,
0.014000003226101398,
-0.03349119424819946,
-0.03484029322862625,
0.016009507700800896,
0.03429419547319412,
-0.022583937272429466,
0.0227129515260458,
0.024498887360095978,
-0.00011174738756380975,
-0.027896976098418236,
-0.02562345378100872,
0.06019781529903412,
-0.005845235660672188,
0.004580283537507057,
0.0071600438095629215,
-0.017237236723303795,
-0.031688325107097626,
0.05801748111844063,
-0.004613653291016817,
-0.014370089396834373,
-0.03372928127646446,
-0.00941398087888956,
0.03626478835940361,
0.00338834710419178,
0.04287053272128105,
0.03152785077691078,
-0.02278578095138073,
0.10029873251914978,
-0.03773192688822746,
-0.007585471961647272,
-0.041525207459926605,
-0.04207935184240341,
0.01175975613296032,
0.062351293861866,
0.04344547912478447,
0.03874008357524872,
0.0041797226294875145,
-0.06164967268705368,
0.03547607734799385,
0.06933284550905228,
0.0656728744506836,
0.005745915230363607,
-0.03387697413563728,
0.010853526182472706,
0.018234120681881905,
0.04484131559729576,
-0.051052432507276535,
-0.052177220582962036,
0.018446508795022964,
0.05238201469182968,
-0.021986886858940125,
0.007878921926021576,
-0.013932844623923302,
0.01695863902568817,
-0.04118288680911064,
-0.06517495214939117,
0.04394885152578354,
0.011177269741892815,
-0.0025977834593504667,
0.01798662357032299,
0.0037097246386110783,
0.01260789018124342,
0.027779672294855118,
0.010306761600077152,
-0.004291838500648737,
-0.04262132942676544,
0.013969085179269314,
-0.001342823263257742,
0.03485691919922829,
-0.028655173256993294,
0.02385539934039116,
-0.014722186140716076,
0.009843198582530022,
0.031101269647479057,
-0.04919659346342087,
0.018751230090856552,
0.020569264888763428,
0.017561085522174835,
-0.041742466390132904,
0.01581701822578907,
0.0063451072201132774,
0.0437280498445034,
0.05250120535492897,
0.0017068246379494667,
0.06017991527915001,
0.0010235433001071215,
0.056905582547187805,
0.09057624638080597,
0.0212404727935791,
0.03700169920921326,
0.03751557692885399,
0.06376579403877258,
0.0026726156938821077,
-0.01505313441157341,
0.04038357734680176,
-0.0543595626950264,
0.019184518605470657,
-0.04362630099058151,
0.03400123864412308,
-0.008979830890893936,
0.004539229907095432,
0.03019801340997219,
-0.0034050322137773037,
-0.03594458848237991,
-0.009018844924867153,
-0.029099678620696068,
-0.018933044746518135,
0.0599791556596756,
0.004670946393162012,
0.0122371269389987,
0.008894345723092556,
-0.008057995699346066,
0.029766395688056946,
-0.07426022738218307,
-0.050935640931129456,
0.006863312795758247,
-0.037965208292007446,
-0.004560158122330904,
-0.0828184112906456,
-0.023756515234708786,
-0.06444250047206879,
-0.0397983156144619,
0.02047552540898323,
0.044571083039045334,
0.0060349516570568085,
-0.010725108906626701,
0.01870827004313469,
-0.05167081952095032,
-0.024022521451115608,
-0.06452037394046783,
-0.030166441574692726,
-0.056788064539432526,
-0.06461727619171143,
0.026947245001792908,
0.03971979022026062,
0.012953589670360088,
-0.007332141976803541,
0.01406644843518734,
-0.02281244471669197,
-0.03656310215592384,
0.07575829327106476,
0.03295629844069481,
-0.0192708857357502,
-0.024025632068514824,
0.04554199054837227,
-0.0031615037005394697,
0.00663808872923255,
-0.0034613055177032948,
-0.03996624797582626,
0.07121836394071579,
0.07535353302955627,
0.020437799394130707,
0.0211853738874197,
0.001698352163657546,
-0.06827553361654282,
-0.04502873495221138,
-0.043205324560403824,
-0.06304547935724258,
-0.006732327863574028,
-0.020990697667002678,
-0.038910843431949615,
-0.017456699162721634,
-0.04262883588671684,
-0.004280681721866131,
-0.020431777462363243,
0.01122698001563549,
0.055815912783145905,
0.05882878229022026,
0.03681023791432381,
0.05132411792874336,
-0.028346005827188492,
-0.025949940085411072,
0.06369951367378235,
-0.027117926627397537,
0.014586380682885647,
-0.06805147230625153,
-0.013519542291760445,
0.03696220740675926,
-0.008975843898952007,
0.005838969722390175,
-0.003960523288697004,
0.08759159594774246,
-0.010039951652288437,
-0.008614725433290005,
0.005990393925458193,
-0.015827249735593796,
-0.013519292697310448,
0.006692465860396624,
-0.012066722847521305,
-0.026668528094887733,
-0.04467853531241417,
-0.023023800924420357,
-0.0008947007590904832,
0.04007638618350029,
-0.07103687524795532,
-0.058667898178100586,
-0.01785893738269806,
0.03641705960035324,
0.014026952907443047,
-0.0007671555504202843,
-0.03375117853283882,
0.01281045749783516,
-0.03239227831363678,
-0.014144936576485634,
0.018945423886179924,
0.0200151726603508,
-0.0008613396785221994,
0.046582236886024475,
0.041643574833869934,
-0.029881250113248825,
0.04182157665491104,
0.04829331859946251,
0.050801265984773636,
0.02296777442097664,
-0.02406565099954605,
0.01585269719362259,
-0.02559504099190235,
0.01738770678639412,
-0.012509029358625412,
-0.04113518446683884,
-0.04249727725982666,
-0.0677076131105423,
-0.00563835259526968,
0.02974790520966053,
-0.031793370842933655,
-0.015965111553668976,
0.044752564281225204,
-0.009871263056993484,
-0.004736218601465225,
0.00041719854925759137,
0.01356891356408596,
0.03629571199417114,
-0.04882296547293663,
0.054798878729343414,
-0.013685883022844791,
0.009833483025431633,
-0.049840208142995834,
-0.01126878336071968,
-0.025736495852470398,
-0.019447123631834984,
-0.0018670748686417937,
0.047209035605192184,
0.0394987128674984,
0.03353874385356903,
0.06730056554079056,
0.04615854471921921,
-0.02297687530517578,
0.04949009791016579,
0.030560972169041634,
0.00399502320215106,
-0.040973156690597534,
-0.0037934945430606604,
-0.014366155490279198,
-0.0602223202586174,
0.004124764818698168,
-0.03721785545349121,
0.014921475201845169,
0.020193062722682953,
0.0275542251765728,
-0.019214792177081108,
-0.002386696869507432,
-0.015499191358685493,
-0.04843524098396301,
-0.06094818189740181,
-0.05306868627667427,
0.010411553084850311,
-0.008860684931278229,
0.0263334009796381,
0.046160582453012466,
0.005596945993602276,
0.05574262887239456,
0.05102109909057617,
-0.024496417492628098,
-0.035309966653585434,
0.02253636345267296,
0.022245751693844795,
-0.026628706604242325,
-0.06345783919095993,
-0.04956618696451187,
0.05861074477434158,
0.05523175001144409,
-0.0192484799772501,
-0.07706303149461746,
0.01047910563647747,
0.05184571444988251,
-0.03556668758392334,
0.06510362029075623,
-0.028771458193659782,
0.051470253616571426,
0.048702649772167206,
-0.014896156266331673,
0.004629367031157017,
-0.04615895822644234,
0.015260953456163406,
0.0033029939513653517,
0.04042704030871391,
-0.01874224841594696,
-0.02366442047059536,
-0.08308755606412888,
0.010750694200396538,
0.042238298803567886,
0.06581771373748779,
0.03941582143306732,
-0.024171212688088417,
-0.06608758121728897,
0.00999391544610262,
0.019462769851088524,
-0.08661175519227982,
0.026770858094096184,
0.03522932901978493,
0.04121211916208267,
-0.0597974956035614,
-0.06451473385095596,
-0.01864876039326191,
-0.008152985945343971,
0.0482480525970459,
0.004110007546842098,
-0.026444541290402412,
-0.04009249806404114,
0.014575112611055374,
-0.006947149056941271,
-0.02024543099105358,
-0.08543883264064789,
0.03710157796740532,
-0.028718264773488045,
-0.007638394832611084,
0.025903815403580666,
0.03477884829044342,
0.021195754408836365,
0.053788598626852036,
-0.007430288475006819,
0.02132406085729599,
-0.04172110557556152,
0.029948892071843147,
-0.016629261896014214,
-0.015052764676511288,
-0.016835231333971024,
-0.04765807464718819,
-0.0285451952368021,
-0.012354550883173943,
-0.05463973060250282,
-0.043137796223163605,
-0.042446184903383255,
0.021733591333031654,
-0.01394492108374834,
-0.011812101118266582,
-0.005048342514783144,
0.0476289726793766,
-0.02799161896109581,
-0.026802578940987587,
-0.020593268796801567,
-0.05531410127878189,
-0.05805465206503868,
-0.03894125297665596,
0.009843207895755768,
0.021165693178772926,
0.017204396426677704,
0.03260425478219986,
-0.001680137705989182,
0.025083357468247414,
0.013437491841614246,
-0.019194556400179863,
0.019734423607587814,
-0.0032657163683325052,
-0.04417290538549423,
-0.0426718071103096,
0.01183339860290289,
0.026213545352220535,
0.04000479727983475,
-0.05525895208120346,
0.033928047865629196,
0.022997699677944183,
-0.03526989370584488,
-0.018637770786881447,
0.0011152143124490976,
0.04831076040863991,
-0.05405240133404732,
-0.06887301057577133,
0.004953915718942881,
-0.041733480989933014,
0.02694198302924633,
-0.009402860887348652,
-0.020511068403720856,
0.01381116732954979,
0.02195682004094124,
0.036529138684272766,
0.009007646702229977,
-0.03206000104546547,
0.01887531392276287,
-0.0006326163420453668,
-0.005101106595247984,
-0.05956212431192398,
0.03152495622634888,
-0.005336902569979429,
0.028345581144094467,
0.004462685901671648,
-0.013284193351864815,
-0.01827968843281269,
0.02718169428408146,
0.0023842426016926765,
-0.01428980939090252,
-0.012858846224844456,
0.01594170741736889,
-0.05038754269480705,
0.039687130600214005,
0.007944470271468163,
-0.0005807967390865088,
-0.016522660851478577,
0.043777357786893845,
-0.04323984310030937,
-0.014754694886505604,
-0.03284577652812004,
0.0016844371566548944,
-0.02801874279975891,
-0.006617560982704163,
0.008939922787249088,
-0.048580363392829895,
0.027788592502474785,
0.044254764914512634,
0.00982641614973545,
0.0170437041670084,
-0.0177689790725708,
-0.004089392255991697,
-0.004847356118261814,
-0.03836619481444359,
-0.012171627022325993,
-0.03706081956624985,
-0.012865334749221802,
-0.022776518017053604,
0.06868942081928253,
0.025146374478936195,
-0.0325198657810688,
-0.0485483855009079,
0.050609052181243896,
0.03933824971318245,
-0.004277946427464485,
-0.001556171802803874,
0.04220015928149223,
0.03518054634332657,
0.05865386128425598,
-0.02787097543478012,
-0.016879849135875702,
-0.015043768100440502,
-0.037829287350177765,
0.025300409644842148,
-0.008033349178731441,
0.023017752915620804,
-0.01055825687944889,
-0.04335701838135719,
-0.025862840935587883,
0.06336858123540878,
0.02031947858631611,
-0.0027894240338355303,
0.013017970137298107,
-0.03812558203935623,
-0.0003412025107536465,
0.044658612459897995,
-0.05413941293954849,
0.008755198679864407,
0.035321708768606186,
-0.04786761477589607,
0.06949576735496521,
-0.026045311242341995,
0.03060503490269184,
0.05502055585384369,
0.005384215619415045,
0.001520103425718844,
0.034167248755693436,
-0.027177488431334496,
0.004125973675400019,
0.04773033410310745,
-0.060990605503320694,
-0.0011911378242075443,
-0.009311855770647526,
0.06282227486371994,
-0.07994195073843002,
0.049581993371248245,
0.050899308174848557,
-0.002745207631960511,
0.006381140556186438,
-0.03311159089207649,
-0.024752197787165642,
0.0272726621478796,
-0.03733545541763306,
0.07983138412237167,
0.03355605900287628,
-0.060677483677864075,
0.07524043321609497,
0.02082926779985428,
-0.08343422412872314,
0.06222906336188316,
0.057373128831386566,
0.035978615283966064,
0.037133608013391495,
0.07200604677200317,
-0.05334176868200302,
0.009711366146802902,
-0.02009706012904644,
0.01718510314822197,
-0.07862976938486099,
0.004195285961031914,
0.009913507848978043,
-0.034909795969724655,
-0.042932990938425064,
0.03357529640197754,
-0.02887611649930477,
0.03664321079850197,
0.017055515199899673,
-0.056265391409397125,
-0.03762485459446907,
0.019293436780571938,
0.04467794671654701,
-0.027671046555042267,
0.008238454349339008,
-0.03914058580994606,
0.02264590933918953,
0.016000518575310707,
-0.011826926842331886,
-0.052942387759685516,
0.002227894263342023,
0.033760037273168564,
-0.05456135794520378,
-0.013482528738677502,
0.01343283336609602,
-0.01028712373226881,
-0.02064463496208191,
0.0592389814555645,
0.0037515577860176563,
0.023646153509616852,
0.029562421143054962,
-0.03023439832031727,
0.03832947090268135,
-0.0298696830868721,
0.0012524734484031796,
-0.010437985882163048,
0.018108274787664413,
0.02619265764951706,
-0.006740104872733355,
0.04002447798848152,
0.034248530864715576,
0.0495053268969059,
-0.010978994891047478,
-0.035221632570028305,
-0.022082069888710976,
0.008442286401987076,
-0.05057905241847038,
0.001260042074136436,
-0.019903739914298058,
-0.05308346822857857,
-0.041992247104644775,
-0.03001643717288971,
-0.009398266673088074,
0.04094146937131882,
-0.044605810195207596,
0.0001025987439788878,
0.049431923776865005,
-0.02654101513326168,
-0.024795841425657272,
-0.07986737042665482,
-0.018310362473130226,
-0.03807489573955536,
0.0103596281260252,
0.012775025330483913,
-0.03225664049386978,
0.03565497323870659,
-0.0326954647898674,
-0.06466500461101532,
0.034740325063467026,
0.03888145089149475,
-0.037219468504190445,
0.06886734813451767,
0.02175748161971569,
-0.04666073992848396,
0.003013953100889921,
0.051723673939704895,
-0.07056766003370285,
0.02784191258251667,
-0.0024586585350334644,
0.027049116790294647,
0.018431255593895912,
0.02361726574599743,
-0.017556948587298393,
-0.03899568319320679,
-0.023718534037470818,
-0.057034533470869064,
-0.009715578518807888,
-0.009749144315719604,
0.05398618429899216
] |
Declan/Politico_model_v8 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | 2020-08-19T00:31:15Z | ---
language:
- no
- de
tags:
- translation
license: apache-2.0
---
### nor-deu
* source group: Norwegian
* target group: German
* OPUS readme: [nor-deu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-deu/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): deu
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.deu | 29.6 | 0.541 |
### System Info:
- hf_name: nor-deu
- source_languages: nor
- target_languages: deu
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-deu/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'de']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'deu'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: deu
- short_pair: no-de
- chrF2_score: 0.541
- bleu: 29.6
- brevity_penalty: 0.96
- ref_len: 34575.0
- src_name: Norwegian
- tgt_name: German
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: de
- prefer_old: False
- long_pair: nor-deu
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0034642978571355343,
-0.028994202613830566,
-0.00792817771434784,
0.03348641097545624,
0.04195789620280266,
0.01805376075208187,
-0.01028008759021759,
-0.003376423381268978,
-0.07929584383964539,
0.06089841201901436,
0.007605806924402714,
-0.02438542991876602,
-0.014053188264369965,
0.05571332573890686,
-0.03512662276625633,
-0.03162367641925812,
-0.019499776884913445,
-0.017733627930283546,
-0.041265446692705154,
-0.030062008649110794,
0.002479728776961565,
0.009930377826094627,
-0.014662554487586021,
0.03393210843205452,
0.005593412555754185,
0.025239506736397743,
-0.031116696074604988,
0.03741248697042465,
0.018089856952428818,
-0.06652006506919861,
-0.01818341203033924,
-0.008333205245435238,
-0.03979070484638214,
-0.0027375672943890095,
-0.022220060229301453,
-0.00314319902099669,
-0.01104965340346098,
-0.0012234203750267625,
0.06575292348861694,
0.04786050692200661,
-0.007704631425440311,
0.013483940623700619,
-0.030217459425330162,
-0.05119261145591736,
0.03991799056529999,
0.009589462541043758,
-0.05248965695500374,
-0.013669976964592934,
0.02038947306573391,
-0.03246232494711876,
-0.04281800612807274,
-0.07396908849477768,
-0.015704909339547157,
0.007388642057776451,
-0.01725422590970993,
0.007898854091763496,
-0.08109176158905029,
-0.007108128163963556,
0.069091796875,
-0.05379666015505791,
-0.0330778993666172,
0.007918035611510277,
-0.05087870731949806,
0.01193133182823658,
0.03978839889168739,
-0.03186427801847458,
-0.010812117718160152,
-0.0341540165245533,
0.028215060010552406,
-0.029347103089094162,
0.02760477177798748,
-0.04411152005195618,
0.023893119767308235,
-0.06468095630407333,
-0.02690158225595951,
-0.013107480481266975,
0.023417895659804344,
0.03488985076546669,
-0.03702424094080925,
0.05807023495435715,
0.007276604883372784,
-0.02524489164352417,
0.01757952943444252,
-0.017183493822813034,
-0.03221204876899719,
0.05210646986961365,
-0.024690410122275352,
-0.015223613940179348,
0.009649932384490967,
0.04162655398249626,
-0.06479454785585403,
-0.03131399676203728,
-0.012345472350716591,
-0.03269374370574951,
-0.006684725638478994,
0.04826692119240761,
0.05176587775349617,
-0.030902331694960594,
0.013574501499533653,
0.03437121585011482,
0.02172326296567917,
0.0474708266556263,
0.01289781928062439,
0.05595958232879639,
-0.008245679549872875,
0.0015962886391207576,
-0.013161338865756989,
-0.03306029364466667,
-0.054245878010988235,
0.019238965585827827,
0.016832692548632622,
-0.030353648588061333,
-0.012697916477918625,
0.042599886655807495,
0.013769406825304031,
-0.01910034567117691,
0.05662943422794342,
-0.02433500811457634,
-0.05120155215263367,
-0.04830930382013321,
0.05639629811048508,
0.01971650868654251,
-0.00925157219171524,
0.023333026096224785,
-0.054588381201028824,
0.024614058434963226,
-0.04599454253911972,
-0.04295467585325241,
0.0072787608951330185,
0.021013561636209488,
-0.012721890583634377,
0.02803083509206772,
0.04491180554032326,
-0.0803738534450531,
0.022982178255915642,
-0.0176935326308012,
-0.03665686026215553,
0.060827549546957016,
0.006837346125394106,
0.1211647018790245,
-0.031516075134277344,
-0.026420490816235542,
0.00884638074785471,
0.012179900892078876,
-0.004621153697371483,
0.002298650098964572,
0.0034118671901524067,
-0.02063559927046299,
-0.00030982831958681345,
-0.01655508391559124,
0.04406324028968811,
-0.0638618990778923,
-0.00290469522587955,
0.060338012874126434,
0.0004613724595401436,
0.03147758170962334,
-0.0459757074713707,
-0.029368560761213303,
-0.0018082269234582782,
-0.03043287992477417,
-0.041030485183000565,
0.026919754222035408,
0.006779450923204422,
-0.01641390472650528,
-0.04180952534079552,
-0.050512880086898804,
0.01767169125378132,
0.06872106343507767,
-0.011039531789720058,
-0.02690533734858036,
-0.027350101619958878,
-0.007887202315032482,
0.05272538959980011,
0.03740829974412918,
-0.019117146730422974,
0.03312927857041359,
0.053918443620204926,
0.01933196187019348,
0.004284234251827002,
0.07387371361255646,
0.008920880034565926,
-0.03796016424894333,
-0.04296005144715309,
0.015108538791537285,
0.02686774544417858,
-0.031879957765340805,
0.02024490386247635,
0.02717234194278717,
0.0020158193074166775,
-0.030891595408320427,
-0.02271486632525921,
0.06055492162704468,
-0.005734964273869991,
0.006052088458091021,
0.012009559199213982,
-0.030998077243566513,
-0.031304676085710526,
0.055616457015275955,
0.00016440619947388768,
-0.017639076337218285,
-0.04036181420087814,
-0.01237263809889555,
0.035308998078107834,
0.008105969056487083,
0.04690968617796898,
0.03749023750424385,
-0.02054804004728794,
0.09574232995510101,
-0.03306657075881958,
-0.005440208595246077,
-0.04414336383342743,
-0.050274837762117386,
0.014850135892629623,
0.06501906365156174,
0.04361695423722267,
0.041278157383203506,
0.0014592469669878483,
-0.06495507061481476,
0.031063007190823555,
0.08067761361598969,
0.07093140482902527,
0.004622552543878555,
-0.03483898192644119,
0.006992895621806383,
0.021115519106388092,
0.043002236634492874,
-0.04749986529350281,
-0.051672857254743576,
0.015293720178306103,
0.05653693526983261,
-0.01778028905391693,
0.007495550904422998,
-0.016722524538636208,
0.014769615605473518,
-0.04649357497692108,
-0.05851908028125763,
0.04207487404346466,
0.014390476979315281,
0.002065581502392888,
0.024125955998897552,
0.0080841900780797,
0.008824964985251427,
0.01708849146962166,
0.01067394483834505,
-0.0018709832802414894,
-0.047577258199453354,
0.006677465047687292,
-0.003803697880357504,
0.03133692219853401,
-0.03246932476758957,
0.021883102133870125,
-0.012478003278374672,
0.010020798072218895,
0.0288432314991951,
-0.04637109115719795,
0.02132437564432621,
0.01609444059431553,
0.020306948572397232,
-0.04452222213149071,
0.01736498437821865,
0.004025178030133247,
0.04067913815379143,
0.05737711861729622,
0.0003893847460858524,
0.059004440903663635,
0.008096874691545963,
0.05475791171193123,
0.08527060598134995,
0.025072479620575905,
0.0474294014275074,
0.04154138267040253,
0.06123095750808716,
0.007228656206279993,
-0.019726449623703957,
0.036745958030223846,
-0.05556663125753403,
0.014608675613999367,
-0.03932196646928787,
0.02971256524324417,
-0.0037728811148554087,
0.004396168049424887,
0.02912445366382599,
-0.014492152258753777,
-0.03510624170303345,
-0.008951912634074688,
-0.025912363082170486,
-0.01644103042781353,
0.05704328417778015,
0.013799154199659824,
0.00992973055690527,
0.006370930001139641,
-0.012777083553373814,
0.03317660093307495,
-0.07737424969673157,
-0.053062353283166885,
0.010750990360975266,
-0.032123174518346786,
-0.0036970239598304033,
-0.0786912590265274,
-0.023263711482286453,
-0.054310787469148636,
-0.03513330593705177,
0.028321638703346252,
0.04149465635418892,
0.002370002679526806,
-0.010405868291854858,
0.021559659391641617,
-0.05311025306582451,
-0.030276179313659668,
-0.06583485752344131,
-0.03683909401297569,
-0.0578867606818676,
-0.06305386126041412,
0.0240529403090477,
0.03469689562916756,
0.015920577570796013,
-0.009130864404141903,
0.014254613779485226,
-0.01774875819683075,
-0.03463193029165268,
0.07822440564632416,
0.031025482341647148,
-0.015987824648618698,
-0.023570457473397255,
0.04106893762946129,
-0.0017557619139552116,
0.006783962715417147,
-0.00010383507469668984,
-0.04568666219711304,
0.06901746988296509,
0.06795060634613037,
0.016371702775359154,
0.025318434461951256,
-0.002323497086763382,
-0.05719016492366791,
-0.04610981419682503,
-0.03708367049694061,
-0.0651804655790329,
-0.0024205190129578114,
-0.024403957650065422,
-0.037838246673345566,
-0.01909993588924408,
-0.04482991248369217,
0.005835383664816618,
-0.022989191114902496,
0.007168706972151995,
0.05028071627020836,
0.054399166256189346,
0.03689747676253319,
0.04765256121754646,
-0.022510774433612823,
-0.02960752323269844,
0.06484965980052948,
-0.02735886722803116,
0.012124884873628616,
-0.07846257090568542,
-0.005626258905977011,
0.033688873052597046,
-0.003581053577363491,
0.0037738317623734474,
-0.005903046578168869,
0.08573227375745773,
-0.008227091282606125,
-0.004384817089885473,
0.0014053921913728118,
-0.018679475411772728,
-0.018411200493574142,
0.010144858621060848,
-0.002819315530359745,
-0.022493382915854454,
-0.036592207849025726,
-0.02941351942718029,
0.01037560123950243,
0.034257713705301285,
-0.07128167152404785,
-0.055859897285699844,
-0.018312063068151474,
0.03675312548875809,
0.007976491004228592,
-0.003830883651971817,
-0.03716205433011055,
0.014160980470478535,
-0.026526186615228653,
-0.019002072513103485,
0.01829182356595993,
0.01535607036203146,
0.002294643083587289,
0.03685661777853966,
0.040596604347229004,
-0.03536400943994522,
0.04104816913604736,
0.04387982189655304,
0.05288783088326454,
0.030275005847215652,
-0.01724526286125183,
0.015016904100775719,
-0.01971762254834175,
0.014842914417386055,
-0.009431274607777596,
-0.04032232612371445,
-0.0385279543697834,
-0.06830010563135147,
-0.005708864890038967,
0.02493690699338913,
-0.028608348220586777,
-0.0145257031545043,
0.044325899332761765,
-0.0034358645789325237,
-0.007541923318058252,
-0.011671257205307484,
0.01622081734240055,
0.037057455629110336,
-0.04682540148496628,
0.04966720938682556,
-0.00971472728997469,
0.01329320203512907,
-0.05636003240942955,
-0.01157107762992382,
-0.02891591563820839,
-0.0184856615960598,
-0.009098710492253304,
0.051197875291109085,
0.029424654319882393,
0.04258118197321892,
0.07308448106050491,
0.04225923493504524,
-0.02416914701461792,
0.0504041388630867,
0.028947312384843826,
0.00217224913649261,
-0.03424498811364174,
-0.0015966660575941205,
-0.018374882638454437,
-0.06628826260566711,
-0.0009568320238031447,
-0.032700322568416595,
0.015687860548496246,
0.021597595885396004,
0.024830712005496025,
-0.013301001861691475,
-0.0023205720353871584,
-0.013378308154642582,
-0.04546158388257027,
-0.057707685977220535,
-0.054211877286434174,
0.004923835396766663,
-0.014579947106540203,
0.02516295202076435,
0.053687550127506256,
-0.00037285161670297384,
0.05171370878815651,
0.0473068431019783,
-0.02680998109281063,
-0.03871959447860718,
0.025677507743239403,
0.01706288754940033,
-0.027538495138287544,
-0.05852387100458145,
-0.05539323762059212,
0.05648213252425194,
0.05459696054458618,
-0.022287985309958458,
-0.08303824812173843,
0.0076789287850260735,
0.05385054647922516,
-0.042303238064050674,
0.0661238506436348,
-0.03292311728000641,
0.05149022489786148,
0.04877429082989693,
-0.023202411830425262,
0.005068343132734299,
-0.0435309037566185,
0.01792224682867527,
0.003349695121869445,
0.04028487205505371,
-0.013732205145061016,
-0.024717004969716072,
-0.08756256103515625,
0.0089022321626544,
0.043388962745666504,
0.07349799573421478,
0.040553417056798935,
-0.027013422921299934,
-0.0587119422852993,
0.010688998736441135,
0.019535696133971214,
-0.09032893180847168,
0.022880610078573227,
0.037212710827589035,
0.043940771371126175,
-0.060036689043045044,
-0.06283288449048996,
-0.022930482402443886,
-0.007166585884988308,
0.04267050698399544,
0.008890879340469837,
-0.025055045261979103,
-0.045302316546440125,
0.018699781969189644,
-0.004799155052751303,
-0.024905117228627205,
-0.08483006060123444,
0.04274588078260422,
-0.02818731963634491,
-0.013747867196798325,
0.02853391133248806,
0.031522396951913834,
0.022196132689714432,
0.05195692181587219,
-0.011086899787187576,
0.022146714851260185,
-0.038977015763521194,
0.023692432790994644,
-0.02503790892660618,
-0.01665032096207142,
-0.017459774389863014,
-0.047332316637039185,
-0.02973499335348606,
-0.012937056832015514,
-0.05755741521716118,
-0.047392621636390686,
-0.04084489494562149,
0.02461136318743229,
-0.015253836289048195,
-0.010118337348103523,
-0.012432324700057507,
0.04424966126680374,
-0.0286336038261652,
-0.019769897684454918,
-0.022685158997774124,
-0.05194786190986633,
-0.061017706990242004,
-0.044946569949388504,
0.015469350852072239,
0.021855726838111877,
0.01958025060594082,
0.03447940945625305,
-0.005547824781388044,
0.02494916133582592,
0.009515042416751385,
-0.017137715592980385,
0.025917014107108116,
-0.0014358136104419827,
-0.03846501559019089,
-0.04283503443002701,
0.012711201794445515,
0.01870354264974594,
0.03745247796177864,
-0.06488950550556183,
0.039831046015024185,
0.028461094945669174,
-0.030718492344021797,
-0.015804357826709747,
0.0019373898394405842,
0.04551777243614197,
-0.061238087713718414,
-0.07131876796483994,
-0.0017631129594519734,
-0.05062832310795784,
0.022904131561517715,
-0.010923885740339756,
-0.020501872524619102,
0.004069282673299313,
0.023287387564778328,
0.035577960312366486,
0.013389823958277702,
-0.036769770085811615,
0.02403906174004078,
-0.0010633448837324977,
-0.007134164683520794,
-0.057181466370821,
0.03391171246767044,
-0.0136420214548707,
0.023798594251275063,
0.004244892857968807,
-0.013457212597131729,
-0.0256719458848238,
0.0265793576836586,
-0.0030466311145573854,
-0.012286776676774025,
-0.014446636661887169,
0.01850254461169243,
-0.04898296296596527,
0.03989853337407112,
0.0066323853097856045,
-0.0053769624792039394,
-0.013154551386833191,
0.04572053998708725,
-0.04825389012694359,
-0.02254941500723362,
-0.032356277108192444,
0.0031868023797869682,
-0.024481358006596565,
-0.0037441931199282408,
0.012438859790563583,
-0.04889024421572685,
0.024315420538187027,
0.04134570434689522,
0.013255376368761063,
0.015189887024462223,
-0.017880398780107498,
-0.0034192258026450872,
0.00303667807020247,
-0.034905511885881424,
-0.01178099773824215,
-0.03933858871459961,
-0.009285029023885727,
-0.027188852429389954,
0.06883817166090012,
0.02911253459751606,
-0.0359228141605854,
-0.04462812468409538,
0.054278917610645294,
0.03825339674949646,
-0.00812474824488163,
-0.0017063642153516412,
0.04293262958526611,
0.026798030361533165,
0.057461392134428024,
-0.024740207940340042,
-0.01650827005505562,
-0.018332356587052345,
-0.03743774816393852,
0.023838184773921967,
-0.010386005975306034,
0.023764735087752342,
-0.020204555243253708,
-0.03390396758913994,
-0.028823355212807655,
0.0701073631644249,
0.011542681604623795,
0.0010143786203116179,
0.008058958686888218,
-0.029239214956760406,
0.0008015072671696544,
0.04112483561038971,
-0.04736776277422905,
0.010248148813843727,
0.03579841926693916,
-0.05059606209397316,
0.06781210005283356,
-0.026775846257805824,
0.02978326566517353,
0.05313601717352867,
-0.00039599661249667406,
-0.00045338430209085345,
0.03254550322890282,
-0.021435173228383064,
-0.0005632155807688832,
0.04959111288189888,
-0.06111014634370804,
-0.0016801374731585383,
-0.0045201750472188,
0.06464078277349472,
-0.07570980489253998,
0.05472017824649811,
0.05056348443031311,
-0.0020545227453112602,
0.013502213172614574,
-0.03432324528694153,
-0.021471481770277023,
0.022913945838809013,
-0.0374528206884861,
0.07606704533100128,
0.03154059872031212,
-0.05439382418990135,
0.07123087346553802,
0.01756851188838482,
-0.07995371520519257,
0.05269481614232063,
0.055356115102767944,
0.03521529212594032,
0.035089731216430664,
0.07943563163280487,
-0.05526695400476456,
0.012453031726181507,
-0.02614014409482479,
0.011999811977148056,
-0.07703979313373566,
0.007667548023164272,
0.0035310720559209585,
-0.03477899357676506,
-0.03592737019062042,
0.03491627424955368,
-0.028247706592082977,
0.030865633860230446,
0.02245168574154377,
-0.05663993954658508,
-0.035179849714040756,
0.02057105489075184,
0.043164145201444626,
-0.023155702278017998,
0.01897737942636013,
-0.04157860204577446,
0.02252309024333954,
0.018746137619018555,
-0.016250383108854294,
-0.04476954787969589,
0.0008390091825276613,
0.03384661674499512,
-0.054902687668800354,
-0.019777745008468628,
0.005800158716738224,
-0.008628797717392445,
-0.02278977446258068,
0.0547126904129982,
-0.0010830276878550649,
0.025362102314829826,
0.030994968488812447,
-0.0182021651417017,
0.04315434768795967,
-0.032240841537714005,
-0.0006924336194060743,
-0.00939096137881279,
0.024366620928049088,
0.025604834780097008,
-0.007851469330489635,
0.03930958732962608,
0.028577091172337532,
0.05084485560655594,
-0.013389505445957184,
-0.03419644013047218,
-0.023477353155612946,
0.010996708646416664,
-0.04634512588381767,
-0.002533482387661934,
-0.021475110203027725,
-0.05423887073993683,
-0.04114210605621338,
-0.030083872377872467,
-0.011433787643909454,
0.03291510418057442,
-0.044822972267866135,
0.002835982944816351,
0.056258443742990494,
-0.03175981715321541,
-0.017178688198328018,
-0.07984767854213715,
-0.016899224370718002,
-0.036272697150707245,
0.01131354458630085,
0.004528448451310396,
-0.027089901268482208,
0.03249587491154671,
-0.031593140214681625,
-0.070988230407238,
0.03453259542584419,
0.034862011671066284,
-0.03846109285950661,
0.07358503341674805,
0.01944674178957939,
-0.05245716869831085,
-0.0052019404247403145,
0.05386364832520485,
-0.061277102679014206,
0.020336268469691277,
0.002258711028844118,
0.027784820646047592,
0.02057550475001335,
0.027031639590859413,
-0.010805726051330566,
-0.03846512734889984,
-0.02048983797430992,
-0.05257249251008034,
-0.008431131020188332,
-0.009721320122480392,
0.06259337067604065
] |
Declan/Reuters_model_v1 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- no
- es
tags:
- translation
license: apache-2.0
---
### nor-spa
* source group: Norwegian
* target group: Spanish
* OPUS readme: [nor-spa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-spa/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): spa
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-spa/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-spa/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-spa/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.spa | 34.2 | 0.565 |
### System Info:
- hf_name: nor-spa
- source_languages: nor
- target_languages: spa
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-spa/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'es']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'spa'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm12k,spm12k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-spa/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-spa/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: spa
- short_pair: no-es
- chrF2_score: 0.565
- bleu: 34.2
- brevity_penalty: 0.997
- ref_len: 7311.0
- src_name: Norwegian
- tgt_name: Spanish
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: es
- prefer_old: False
- long_pair: nor-spa
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0025055299047380686,
-0.028546111658215523,
-0.005699566565454006,
0.03552188724279404,
0.044638995081186295,
0.010674632154405117,
-0.0126752695068717,
0.0041550821624696255,
-0.07178249955177307,
0.05921526625752449,
-0.0006453240057453513,
-0.025140875950455666,
-0.013612005859613419,
0.05943949148058891,
-0.037248194217681885,
-0.026008453220129013,
-0.024249503389000893,
-0.018768029287457466,
-0.043374914675951004,
-0.02962060458958149,
0.00524307182058692,
0.0097159743309021,
-0.01181936077773571,
0.028746556490659714,
-0.002298790030181408,
0.033959902822971344,
-0.019147776067256927,
0.0252779982984066,
0.015122846700251102,
-0.061104923486709595,
-0.019450725987553596,
-0.012897531501948833,
-0.03868655487895012,
-0.007224114146083593,
-0.020878436043858528,
-0.0007261939463205636,
-0.008568876422941685,
0.00039423807174898684,
0.07056374102830887,
0.0435040146112442,
-0.01245068572461605,
0.014574619010090828,
-0.029996806755661964,
-0.05515469238162041,
0.0332697257399559,
0.015418210066854954,
-0.04998074099421501,
-0.01615651696920395,
0.022580189630389214,
-0.032675180584192276,
-0.0444684773683548,
-0.07592058181762695,
-0.01984584517776966,
0.010413696058094501,
-0.024085301905870438,
-0.001113724778406322,
-0.08799266070127487,
-0.009627526625990868,
0.07163610309362411,
-0.05164899304509163,
-0.03171189874410629,
0.008145046420395374,
-0.0599961094558239,
0.007360714487731457,
0.04006670415401459,
-0.031664442270994186,
-0.006586273666471243,
-0.028313588351011276,
0.03193550556898117,
-0.02831573411822319,
0.03324694558978081,
-0.05335060507059097,
0.024729212746024132,
-0.06806063652038574,
-0.030123751610517502,
-0.016438258811831474,
0.021479442715644836,
0.034284938126802444,
-0.04070539399981499,
0.056699592620134354,
0.012550212442874908,
-0.019307561218738556,
0.017558807507157326,
-0.019365837797522545,
-0.028400231152772903,
0.05736970901489258,
-0.027032608166337013,
-0.019505487754940987,
0.016630714759230614,
0.04163875803351402,
-0.05557055026292801,
-0.026447094976902008,
-0.005692691542208195,
-0.028724277392029762,
0.00016631645848974586,
0.050112467259168625,
0.059721093624830246,
-0.03190859034657478,
0.024402767419815063,
0.029523048549890518,
0.020297085866332054,
0.04079224541783333,
0.011189262382686138,
0.05959389731287956,
-0.016449611634016037,
-0.005205916240811348,
-0.014999170787632465,
-0.037072766572237015,
-0.05231937766075134,
0.02125122770667076,
0.020810237154364586,
-0.02826964110136032,
-0.010647549293935299,
0.04401802644133568,
0.015859249979257584,
-0.024304628372192383,
0.0528387725353241,
-0.025506462901830673,
-0.059210069477558136,
-0.04877263307571411,
0.062448933720588684,
0.027501344680786133,
-0.006649556569755077,
0.023845892399549484,
-0.04967743903398514,
0.018863053992390633,
-0.034727904945611954,
-0.031894464045763016,
0.007222713902592659,
0.023262690752744675,
-0.015015540644526482,
0.019727179780602455,
0.03523549064993858,
-0.0799383893609047,
0.023932840675115585,
-0.0153517359867692,
-0.04046955332159996,
0.05237455293536186,
0.01552426628768444,
0.11603431403636932,
-0.0381200835108757,
-0.023148177191615105,
0.005813685245811939,
0.010035465471446514,
0.002116766758263111,
-0.0019458035239949822,
0.0012140996987000108,
-0.030078087002038956,
-0.0008056308724917471,
-0.012678051367402077,
0.0556216724216938,
-0.06670768558979034,
-0.0002352847222937271,
0.05962761119008064,
0.0016379286535084248,
0.030893851071596146,
-0.047473788261413574,
-0.031264353543519974,
0.004740518052130938,
-0.026967275887727737,
-0.034870900213718414,
0.027065254747867584,
0.005119166802614927,
-0.027589574456214905,
-0.044929515570402145,
-0.046562109142541885,
0.014147313311696053,
0.0721936970949173,
-0.005226555280387402,
-0.02970920316874981,
-0.027691151946783066,
-0.009281088598072529,
0.0532592348754406,
0.02027515321969986,
-0.018677258864045143,
0.03312796726822853,
0.06593598425388336,
0.01895550824701786,
0.003109808312729001,
0.06898890435695648,
0.014280270785093307,
-0.03293931856751442,
-0.041994359344244,
0.013505381532013416,
0.03386112302541733,
-0.02310669980943203,
0.02146032080054283,
0.026030372828245163,
-0.007117717061191797,
-0.027580680325627327,
-0.02091233804821968,
0.0604822114109993,
-0.008766764774918556,
0.007152860052883625,
0.00707242451608181,
-0.02874726988375187,
-0.03547362983226776,
0.05459637939929962,
-0.005067342426627874,
-0.015495175495743752,
-0.036319393664598465,
-0.013883775100111961,
0.021107643842697144,
0.013355044648051262,
0.031597450375556946,
0.037563879042863846,
-0.011203311383724213,
0.09739629924297333,
-0.02820233814418316,
-0.0020812922157347202,
-0.041230637580156326,
-0.04955241456627846,
0.010359813459217548,
0.06884956359863281,
0.03732452169060707,
0.03782391548156738,
0.007623405661433935,
-0.06478254497051239,
0.030615393072366714,
0.07665906101465225,
0.06036417558789253,
0.0046920799650251865,
-0.0404789075255394,
0.005310888402163982,
0.021237611770629883,
0.046249568462371826,
-0.04418908804655075,
-0.05364632233977318,
0.01448948122560978,
0.05847851186990738,
-0.02500697784125805,
0.010959133505821228,
-0.01793130859732628,
0.020370783284306526,
-0.051999304443597794,
-0.06369522213935852,
0.039270397275686264,
0.018457643687725067,
-0.006485909689217806,
0.01610514335334301,
0.001066843862645328,
0.012117966078221798,
0.023198891431093216,
0.007306680083274841,
-0.00452374666929245,
-0.047973308712244034,
0.012198353186249733,
-0.008525657467544079,
0.03062368370592594,
-0.03319889307022095,
0.020741961896419525,
-0.011144217103719711,
0.010471891611814499,
0.03331485390663147,
-0.047758549451828,
0.018717844039201736,
0.016985656693577766,
0.01773044653236866,
-0.04118068888783455,
0.014080087654292583,
0.0004569073498714715,
0.03739837929606438,
0.05558036267757416,
0.0036004693247377872,
0.054420001804828644,
-0.002909398404881358,
0.054549455642700195,
0.08557134121656418,
0.024597948417067528,
0.03887435048818588,
0.04700755700469017,
0.06732405722141266,
0.005420280154794455,
-0.019042037427425385,
0.046260688453912735,
-0.05471518635749817,
0.007445579394698143,
-0.03782131150364876,
0.029414504766464233,
-0.0016474551521241665,
0.004723033867776394,
0.036524806171655655,
-0.010004878975450993,
-0.04171162098646164,
-0.007681220304220915,
-0.02989698387682438,
-0.017183871939778328,
0.05879061296582222,
0.009595583193004131,
0.009555374272167683,
0.0033361827954649925,
-0.005366303957998753,
0.025673555210232735,
-0.07096453011035919,
-0.05125994607806206,
0.01471168827265501,
-0.032275643199682236,
-0.006899932865053415,
-0.07210957258939743,
-0.02336530014872551,
-0.05547533184289932,
-0.03624473512172699,
0.026224322617053986,
0.039507780224084854,
0.009410333819687366,
-0.008156427182257175,
0.012548297643661499,
-0.046400949358940125,
-0.036347147077322006,
-0.05514645203948021,
-0.0366571769118309,
-0.0494844987988472,
-0.06552336364984512,
0.02056053839623928,
0.038128845393657684,
0.023444093763828278,
-0.007299284916371107,
0.011555735021829605,
-0.010847581550478935,
-0.03996729105710983,
0.07690142840147018,
0.035181500017642975,
-0.006613078992813826,
-0.03358807787299156,
0.0406486876308918,
0.006847552489489317,
0.014215716160833836,
-0.0012712017633020878,
-0.03897598385810852,
0.06118099018931389,
0.07097810506820679,
0.030260074883699417,
0.026833385229110718,
-0.0018430695636197925,
-0.05406470224261284,
-0.04642089456319809,
-0.041319917887449265,
-0.06374616920948029,
-0.0007703852606937289,
-0.024197125807404518,
-0.03767421096563339,
-0.009387520141899586,
-0.04557899758219719,
-0.002331565832719207,
-0.01811617985367775,
0.008871164172887802,
0.06602133810520172,
0.058178968727588654,
0.04009360447525978,
0.04488947242498398,
-0.02862827107310295,
-0.01975887082517147,
0.06011343002319336,
-0.025912132114171982,
0.011351433582603931,
-0.07278027385473251,
-0.007466311100870371,
0.03977617248892784,
-0.006888079456984997,
0.006769497413188219,
-0.003338395617902279,
0.08532159775495529,
-0.007746047805994749,
-0.009788657538592815,
0.01705939881503582,
-0.014543775469064713,
-0.02173052355647087,
0.00937030091881752,
-0.005565281491726637,
-0.02796061523258686,
-0.041669681668281555,
-0.025344690307974815,
0.002974178409203887,
0.04282146319746971,
-0.07478311657905579,
-0.049453526735305786,
-0.01863338053226471,
0.036448802798986435,
0.00837553758174181,
-0.004901419393718243,
-0.03997771814465523,
0.007094277534633875,
-0.038170620799064636,
-0.01892181485891342,
0.019422583281993866,
0.011414364911615849,
-0.0005835242918692529,
0.04790836200118065,
0.04557567462325096,
-0.041020095348358154,
0.043304286897182465,
0.04231130704283714,
0.0548868253827095,
0.03000628389418125,
-0.027877453714609146,
0.01844439096748829,
-0.022873641923069954,
0.011153990402817726,
-0.0024294808972626925,
-0.03255298733711243,
-0.04472583532333374,
-0.06669751554727554,
0.005035400390625,
0.023042120039463043,
-0.028905920684337616,
-0.01978534273803234,
0.04793557524681091,
-0.008830970153212547,
0.0002458654635120183,
-0.012155016884207726,
0.0025813370011746883,
0.037402186542749405,
-0.058355286717414856,
0.056270748376846313,
-0.012067166157066822,
0.013833397068083286,
-0.0428546667098999,
-0.01036963053047657,
-0.02521556243300438,
-0.022316016256809235,
-0.005452950485050678,
0.05083476006984711,
0.03335295245051384,
0.042062610387802124,
0.06780002266168594,
0.0411679670214653,
-0.022321248427033424,
0.0565575510263443,
0.025102613493800163,
-0.00304623506963253,
-0.04731912165880203,
-0.0040663424879312515,
-0.021349681541323662,
-0.0676308423280716,
0.002895195269957185,
-0.031574442982673645,
0.0199874360114336,
0.02953559346497059,
0.025672730058431625,
-0.019236339256167412,
-0.006978933233767748,
-0.017018500715494156,
-0.04841090738773346,
-0.05453606694936752,
-0.05275694653391838,
-0.0016123662935569882,
-0.006252523977309465,
0.03022710047662258,
0.0472700297832489,
-0.005053267814218998,
0.04678351432085037,
0.06243634968996048,
-0.016987551003694534,
-0.03388401120901108,
0.025796236470341682,
0.018303662538528442,
-0.028177592903375626,
-0.05708262324333191,
-0.05134991183876991,
0.06326036900281906,
0.04554326459765434,
-0.009535376913845539,
-0.08632857352495193,
0.00139971065800637,
0.05020522698760033,
-0.037607356905937195,
0.058810003101825714,
-0.032240670174360275,
0.05347145348787308,
0.03796164691448212,
-0.022234294563531876,
0.010905181989073753,
-0.04379430413246155,
0.016162436455488205,
-0.008290562778711319,
0.03670596331357956,
-0.0009147540549747646,
-0.02910006418824196,
-0.0942593514919281,
0.010558458976447582,
0.03902039676904678,
0.07660416513681412,
0.0433313325047493,
-0.024157557636499405,
-0.06553179025650024,
-0.0024491155054420233,
0.029543263837695122,
-0.09248621761798859,
0.010717619210481644,
0.03840729966759682,
0.044402722269296646,
-0.05404813215136528,
-0.06512493640184402,
-0.008609900251030922,
-0.012817497365176678,
0.039255253970623016,
0.006692678667604923,
-0.027571534737944603,
-0.03433392941951752,
0.013762437738478184,
-0.000026453883037902415,
-0.02107805199921131,
-0.08017362654209137,
0.045642901211977005,
-0.03221040591597557,
-0.0044826543889939785,
0.027958666905760765,
0.0415940135717392,
0.01738813705742359,
0.05975905433297157,
-0.008671424351632595,
0.02309700846672058,
-0.041657090187072754,
0.025406789034605026,
-0.02074756659567356,
-0.01988186500966549,
-0.02635796368122101,
-0.04858225956559181,
-0.03285037353634834,
-0.026044601574540138,
-0.04791494086384773,
-0.03699975460767746,
-0.03109075501561165,
0.028048882260918617,
-0.011288628913462162,
0.0006437537376768887,
-0.022253576666116714,
0.040060773491859436,
-0.016358381137251854,
-0.017614873126149178,
-0.017103511840105057,
-0.05613873153924942,
-0.0561300553381443,
-0.045169465243816376,
0.019245069473981857,
0.011681829579174519,
0.03153118118643761,
0.02827826328575611,
-0.005691237282007933,
0.018919549882411957,
0.009087233804166317,
-0.022318098694086075,
0.024588093161582947,
-0.0018843698780983686,
-0.03641664609313011,
-0.041683297604322433,
0.005522753577679396,
0.02732330933213234,
0.044440604746341705,
-0.059843383729457855,
0.03349935635924339,
0.023248136043548584,
-0.029648106545209885,
-0.010042042471468449,
-0.003596008289605379,
0.04524146392941475,
-0.05689840018749237,
-0.05996321514248848,
0.005831257905811071,
-0.051541540771722794,
0.02467934973537922,
-0.008914865553379059,
-0.015457347966730595,
0.001770710339769721,
0.013891070149838924,
0.042994704097509384,
0.014154130592942238,
-0.034200381487607956,
0.012065134942531586,
0.0008722954080440104,
-0.012365628033876419,
-0.05617402493953705,
0.03928983211517334,
-0.016491832211613655,
0.026364877820014954,
0.005602035205811262,
-0.012405839748680592,
-0.02577495388686657,
0.02752930484712124,
-0.00012141485058236867,
-0.01871664449572563,
-0.015928957611322403,
0.022535767406225204,
-0.04420861229300499,
0.03946216404438019,
0.004200687166303396,
-0.004249813966453075,
-0.016437174752354622,
0.05702892318367958,
-0.04435218125581741,
-0.0174089465290308,
-0.0345018245279789,
-0.00024669908452779055,
-0.024563642218708992,
-0.005884048994630575,
0.0028319908306002617,
-0.05181598290801048,
0.019550463184714317,
0.054250121116638184,
0.011681970208883286,
0.012692887336015701,
-0.029003405943512917,
-0.006304554175585508,
-0.002342067426070571,
-0.04304026812314987,
-0.012009459547698498,
-0.03287621960043907,
-0.003814658848568797,
-0.014121332205832005,
0.069680355489254,
0.03397388383746147,
-0.03322349861264229,
-0.04659746214747429,
0.056921303272247314,
0.04056588560342789,
-0.007127075456082821,
-0.005298309028148651,
0.04468326270580292,
0.02333269640803337,
0.05913941189646721,
-0.025434037670493126,
-0.011314555071294308,
-0.014866202138364315,
-0.030739910900592804,
0.027709895744919777,
-0.013070520013570786,
0.021611103788018227,
-0.009702026844024658,
-0.032866060733795166,
-0.02385389804840088,
0.07522367686033249,
0.02647223137319088,
-0.0012675441103056073,
0.009042633697390556,
-0.03218955919146538,
-0.0034516400191932917,
0.033329982310533524,
-0.05783966928720474,
0.019262755289673805,
0.033557992428541183,
-0.04792473837733269,
0.06904933601617813,
-0.02035842463374138,
0.0269740242511034,
0.047245535999536514,
-0.0009131633560173213,
-0.0036880518309772015,
0.030220024287700653,
-0.02047843113541603,
0.0035372492857277393,
0.04378313943743706,
-0.06493155658245087,
0.00029009958961978555,
0.00022754356905352324,
0.061236269772052765,
-0.07730810344219208,
0.04806097596883774,
0.05547914281487465,
0.0013132214080542326,
0.005026360973715782,
-0.023442815989255905,
-0.02155245840549469,
0.019010810181498528,
-0.0395793691277504,
0.07923681288957596,
0.019568592309951782,
-0.0699620172381401,
0.08212071657180786,
0.01861950010061264,
-0.08452833443880081,
0.05297894775867462,
0.05156230553984642,
0.02580505609512329,
0.038146112114191055,
0.07571633905172348,
-0.05863114073872566,
0.013527197763323784,
-0.02380940318107605,
0.018429895862936974,
-0.06782166659832001,
0.003224975662305951,
0.003902308875694871,
-0.031403157860040665,
-0.037100642919540405,
0.03482816368341446,
-0.03551902621984482,
0.033225953578948975,
0.0162335392087698,
-0.055479422211647034,
-0.03717213124036789,
0.018438952043652534,
0.04689489305019379,
-0.02532520890235901,
0.003088897792622447,
-0.031809836626052856,
0.02518746629357338,
0.01941796764731407,
-0.013845248147845268,
-0.056901898235082626,
0.004988814238458872,
0.02793498896062374,
-0.06448333710432053,
-0.020734449848532677,
0.006894630379974842,
-0.0006834584637545049,
-0.018405815586447716,
0.05317818373441696,
0.0034150430001318455,
0.030498923733830452,
0.030064644291996956,
-0.03135106340050697,
0.03740197420120239,
-0.039549171924591064,
0.0019554712343961,
-0.0029741411563009024,
0.01841508224606514,
0.027653595432639122,
-0.007349458523094654,
0.033083636313676834,
0.021929696202278137,
0.05541765317320824,
-0.01646033301949501,
-0.03081684000790119,
-0.0192248672246933,
0.011442041955888271,
-0.054131705313920975,
0.003997928462922573,
-0.016035402193665504,
-0.05209364742040634,
-0.039256464689970016,
-0.026308681815862656,
-0.0056074149906635284,
0.03585432097315788,
-0.04609768092632294,
-0.0018036005785688758,
0.046744633466005325,
-0.02986310049891472,
-0.015825403854250908,
-0.08796264231204987,
-0.02135237120091915,
-0.03455401211977005,
-0.0025359876453876495,
0.006318650208413601,
-0.02912149950861931,
0.03413248807191849,
-0.021412096917629242,
-0.06411417573690414,
0.03481785207986832,
0.032713502645492554,
-0.03868114948272705,
0.06508760899305344,
0.029062295332551003,
-0.06241521239280701,
-0.0052290805615484715,
0.06256704032421112,
-0.06160527095198631,
0.02258896827697754,
-0.004793271888047457,
0.03310070559382439,
0.023906907066702843,
0.01771894469857216,
-0.00849996879696846,
-0.030089981853961945,
-0.01809185929596424,
-0.05397088825702667,
-0.0070972321555018425,
-0.012774753384292126,
0.05897671729326248
] |
Declan/Reuters_model_v2 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
language:
- no
- fi
tags:
- translation
license: apache-2.0
---
### nor-fin
* source group: Norwegian
* target group: Finnish
* OPUS readme: [nor-fin](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-fin/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): fin
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fin/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fin/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fin/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.fin | 14.1 | 0.374 |
### System Info:
- hf_name: nor-fin
- source_languages: nor
- target_languages: fin
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-fin/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'fi']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'fin'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fin/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fin/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: fin
- short_pair: no-fi
- chrF2_score: 0.374
- bleu: 14.1
- brevity_penalty: 0.894
- ref_len: 13066.0
- src_name: Norwegian
- tgt_name: Finnish
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: fi
- prefer_old: False
- long_pair: nor-fin
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.009593235328793526,
-0.030256548896431923,
-0.002132430672645569,
0.02512279525399208,
0.04425358399748802,
0.015154367312788963,
-0.014807484112679958,
-0.0005174665711820126,
-0.0878617987036705,
0.051943592727184296,
0.011893326416611671,
-0.022704970091581345,
-0.00968160666525364,
0.048525284975767136,
-0.03963286057114601,
-0.023502301424741745,
-0.02261725254356861,
-0.024734096601605415,
-0.027971278876066208,
-0.019450517371296883,
-0.00359399919398129,
0.006437891162931919,
-0.01449157390743494,
0.039920542389154434,
0.0038636159151792526,
0.03707677870988846,
-0.03871936723589897,
0.03005594201385975,
0.024616427719593048,
-0.06676534563302994,
-0.01922968402504921,
-0.014566619880497456,
-0.03595876693725586,
-0.0146619388833642,
-0.019485261291265488,
0.000974843162111938,
-0.005906032398343086,
0.0049667260609567165,
0.06153669208288193,
0.046624500304460526,
-0.012725099921226501,
0.013912519440054893,
-0.03570433706045151,
-0.04862087965011597,
0.04191625863313675,
0.00890220794826746,
-0.03874274715781212,
-0.001995357219129801,
0.025976361706852913,
-0.03351660445332527,
-0.02861912176012993,
-0.05994828790426254,
-0.013773920945823193,
0.006498575210571289,
-0.01971408538520336,
0.008530083112418652,
-0.07760424166917801,
0.00028313416987657547,
0.06369014829397202,
-0.042011160403490067,
-0.0420755110681057,
0.003181340405717492,
-0.05115373805165291,
0.015045833773911,
0.04037967696785927,
-0.033092379570007324,
-0.01038291770964861,
-0.05243806540966034,
0.018908945843577385,
-0.019508862867951393,
0.025386203080415726,
-0.04362190514802933,
0.025057002902030945,
-0.06899543851613998,
-0.03051656112074852,
-0.018760818988084793,
0.025581683963537216,
0.02086479589343071,
-0.03319111093878746,
0.057858068495988846,
0.022107165306806564,
-0.02550479955971241,
0.019889065995812416,
-0.010165751911699772,
-0.01616467721760273,
0.04272676259279251,
-0.022650424391031265,
-0.011088293045759201,
0.01139952801167965,
0.044703319668769836,
-0.0735577866435051,
-0.024961616843938828,
-0.0011449635494500399,
-0.02735164761543274,
0.0032979543320834637,
0.0492333248257637,
0.0422988198697567,
-0.0323212593793869,
0.011391181498765945,
0.018407665193080902,
0.0263687651604414,
0.04525997117161751,
0.0025077040772885084,
0.05995962396264076,
-0.011133255437016487,
0.003954460844397545,
-0.023457316681742668,
-0.0298903938382864,
-0.05707310885190964,
0.027529297396540642,
0.023059571161866188,
-0.04086190462112427,
0.0015215015737339854,
0.03680652007460594,
0.010080697946250439,
-0.024068180471658707,
0.05821915343403816,
-0.025062905624508858,
-0.051278937608003616,
-0.058728575706481934,
0.05173578858375549,
0.018909303471446037,
-0.007795329671353102,
0.019441742449998856,
-0.043393511325120926,
0.0317789725959301,
-0.03204157575964928,
-0.03373407572507858,
0.007391246501356363,
0.018849430605769157,
-0.020399820059537888,
0.011272468604147434,
0.0421869233250618,
-0.08123180270195007,
0.025893116369843483,
-0.015625273808836937,
-0.03407350555062294,
0.048714760690927505,
-0.004635131452232599,
0.13057386875152588,
-0.030769571661949158,
-0.03596620261669159,
0.002668132772669196,
0.009940369054675102,
-0.0066963182762265205,
0.007548059336841106,
0.0021744007244706154,
-0.03690175339579582,
-0.005004188045859337,
-0.01816353015601635,
0.03916778042912483,
-0.06344971805810928,
0.004510718397796154,
0.06540416926145554,
0.004683485720306635,
0.025408832356333733,
-0.044946350157260895,
-0.029715651646256447,
0.0029459819197654724,
-0.02987123467028141,
-0.022732827812433243,
0.033755987882614136,
0.012588162906467915,
-0.012394392862915993,
-0.03872678428888321,
-0.0544624961912632,
0.01991329900920391,
0.059513699263334274,
-0.013133654370903969,
-0.018911246210336685,
-0.03433029726147652,
-0.013324469327926636,
0.04258252680301666,
0.026218047365546227,
-0.02752223052084446,
0.03465677797794342,
0.049584124237298965,
0.013142397627234459,
0.003955523017793894,
0.06628608703613281,
0.011979379691183567,
-0.04043717682361603,
-0.04459623992443085,
0.008141864091157913,
0.036115024238824844,
-0.022611144930124283,
0.018240200355648994,
0.028297927230596542,
-0.0013027891982346773,
-0.03577404469251633,
-0.0361592173576355,
0.058896254748106,
-0.009510764852166176,
0.010748757049441338,
0.008569255471229553,
-0.034450363367795944,
-0.0350363552570343,
0.05716573819518089,
0.007545426022261381,
-0.011837831698358059,
-0.051452819257974625,
-0.018310200423002243,
0.043291304260492325,
0.0034839026629924774,
0.037155456840991974,
0.03625551611185074,
-0.018864817917346954,
0.1032203733921051,
-0.023895664140582085,
-0.000004490220817388035,
-0.042354244738817215,
-0.05399816110730171,
0.02349463663995266,
0.07942496240139008,
0.04948464781045914,
0.038556843996047974,
0.003398718312382698,
-0.0650477185845375,
0.030273856595158577,
0.07026449590921402,
0.07155338674783707,
0.008574160747230053,
-0.033546727150678635,
0.016581296920776367,
0.016546206548810005,
0.03754260390996933,
-0.043895792216062546,
-0.051871441304683685,
0.012074477039277554,
0.049383245408535004,
-0.018132267519831657,
0.018052920699119568,
-0.003993054386228323,
0.019181469455361366,
-0.04935859143733978,
-0.07492559403181076,
0.04026775807142258,
0.017644600942730904,
-0.005442506168037653,
0.013557814061641693,
-0.007120351307094097,
0.011841506697237492,
0.024092765524983406,
0.0072737084701657295,
-0.009466789662837982,
-0.042809098958969116,
0.013216071762144566,
0.00875591766089201,
0.03326849266886711,
-0.035243816673755646,
0.0200206208974123,
-0.015333332121372223,
0.0028876899741590023,
0.024604422971606255,
-0.04327157139778137,
0.0159207284450531,
0.021557101979851723,
0.025180263444781303,
-0.03594344109296799,
0.021111169829964638,
0.019861407577991486,
0.044762223958969116,
0.06033618003129959,
-0.0005707957898266613,
0.057434700429439545,
0.00227369018830359,
0.05096842721104622,
0.08494675159454346,
0.022610507905483246,
0.03267623111605644,
0.03553597256541252,
0.06756645441055298,
0.010774361900985241,
-0.017425110563635826,
0.037999797612428665,
-0.06591853499412537,
0.010239790193736553,
-0.044903725385665894,
0.030880585312843323,
-0.01626068539917469,
0.014256431721150875,
0.03081590309739113,
0.0038842579815536737,
-0.03317059576511383,
-0.021682504564523697,
-0.02880111336708069,
-0.014491582289338112,
0.0482538677752018,
0.013233491219580173,
0.008945589885115623,
-0.0007899180636741221,
-0.007160033565014601,
0.018351837992668152,
-0.07032211869955063,
-0.0575602687895298,
0.010560986585915089,
-0.02545107901096344,
-0.003566034371033311,
-0.07451960444450378,
-0.023249134421348572,
-0.05350738391280174,
-0.04002118855714798,
0.028350165113806725,
0.05384507030248642,
0.009935034438967705,
-0.014912624843418598,
0.0035952520556747913,
-0.056179676204919815,
-0.018442070111632347,
-0.06274785846471786,
-0.040689751505851746,
-0.060642097145318985,
-0.05381057783961296,
0.027473798021674156,
0.04256267473101616,
0.012493595480918884,
-0.016017815098166466,
0.010659478604793549,
-0.015645591542124748,
-0.028341427445411682,
0.06675533205270767,
0.029883256182074547,
-0.025380749255418777,
-0.033132404088974,
0.0496985949575901,
0.0030507517512887716,
0.006657466292381287,
-0.011520803906023502,
-0.026221372187137604,
0.06470555812120438,
0.07254240661859512,
0.021804997697472572,
0.02413010783493519,
0.004136268049478531,
-0.05572397634387016,
-0.05146678909659386,
-0.0372229665517807,
-0.04945528879761696,
-0.0024047265760600567,
-0.021952351555228233,
-0.03811515122652054,
-0.015951544046401978,
-0.03579402342438698,
0.003976993728429079,
-0.026075126603245735,
0.004224769771099091,
0.05195189267396927,
0.054604422301054,
0.030849061906337738,
0.04249395802617073,
-0.028508439660072327,
-0.04146890342235565,
0.059494927525520325,
-0.03360053151845932,
0.009400295093655586,
-0.08017569780349731,
-0.014911786653101444,
0.0300688948482275,
0.002740839496254921,
0.005120189394801855,
-0.015867561101913452,
0.08945300430059433,
-0.013197834603488445,
-0.006806494202464819,
0.006707291584461927,
-0.024593565613031387,
-0.010213198140263557,
0.0033851396292448044,
-0.0024642618373036385,
-0.023279506713151932,
-0.03645911440253258,
-0.009490402415394783,
-0.002803812501952052,
0.039454385638237,
-0.07014715671539307,
-0.04391055181622505,
-0.011235044337809086,
0.03978818282485008,
0.008990596048533916,
-0.01282911654561758,
-0.037444815039634705,
0.018668200820684433,
-0.043416570872068405,
-0.02188471145927906,
0.01073385775089264,
0.021026629954576492,
0.0036299419589340687,
0.039158210158348083,
0.054157424718141556,
-0.03144949674606323,
0.05082612484693527,
0.03875233978033066,
0.04698445275425911,
0.021503107622265816,
-0.018197236582636833,
0.01672075130045414,
-0.02790839597582817,
0.017366742715239525,
-0.009364278987050056,
-0.046398013830184937,
-0.048123981803655624,
-0.07530960440635681,
-0.005813988391309977,
0.02746892161667347,
-0.027714375406503677,
-0.0009035033290274441,
0.03640224412083626,
-0.007186428643763065,
-0.006606254726648331,
-0.021833866834640503,
0.013285504654049873,
0.04641177877783775,
-0.05230148881673813,
0.06131921708583832,
-0.017192533239722252,
0.01597842015326023,
-0.03918812796473503,
-0.012570209801197052,
-0.01939740777015686,
-0.023285221308469772,
0.004121188074350357,
0.0582183413207531,
0.03484586626291275,
0.034100357443094254,
0.07010096311569214,
0.03683488816022873,
-0.02157633751630783,
0.06393244862556458,
0.03275928273797035,
0.008284948766231537,
-0.04695583134889603,
-0.005529857240617275,
-0.02607586793601513,
-0.06502419710159302,
-0.009335537441074848,
-0.03144236281514168,
0.03053286299109459,
0.03429004177451134,
0.022952064871788025,
-0.004946059547364712,
-0.01386996265500784,
-0.018170081079006195,
-0.050467465072870255,
-0.057334765791893005,
-0.03235863894224167,
0.01369456946849823,
-0.01319886650890112,
0.025396283715963364,
0.047914814203977585,
0.0073098596185445786,
0.03306484967470169,
0.047980550676584244,
-0.01456734910607338,
-0.04236634448170662,
0.02855192869901657,
0.019719356670975685,
-0.03452370688319206,
-0.05925431102514267,
-0.041226476430892944,
0.056580521166324615,
0.05146189033985138,
-0.021272437646985054,
-0.08516717702150345,
0.009909503161907196,
0.05336793512105942,
-0.03786524757742882,
0.06922318786382675,
-0.037815507501363754,
0.03572339937090874,
0.04687759280204773,
-0.017142152413725853,
-0.0015925319166854024,
-0.04823106527328491,
0.013322110287845135,
0.006811328232288361,
0.039383936673402786,
-0.011850973591208458,
-0.027167124673724174,
-0.08790847659111023,
0.010860472917556763,
0.04732494428753853,
0.0719679594039917,
0.053037989884614944,
-0.022465616464614868,
-0.057023875415325165,
0.008439309895038605,
0.022670114412903786,
-0.08787348866462708,
0.018721139058470726,
0.021155139431357384,
0.045640502125024796,
-0.04700372368097305,
-0.07363919168710709,
-0.01991855725646019,
-0.0023793482687324286,
0.04320017248392105,
0.0009446872863918543,
-0.0296990554779768,
-0.04771220311522484,
0.019887195900082588,
-0.00189961027354002,
-0.01355003658682108,
-0.0874282568693161,
0.039243124425411224,
-0.02394956350326538,
-0.020339716225862503,
0.024879954755306244,
0.030780132859945297,
0.019410494714975357,
0.05416834354400635,
-0.0022514716256409883,
0.025532444939017296,
-0.044555701315402985,
0.018132764846086502,
-0.023793108761310577,
-0.024559972807765007,
-0.019230123609304428,
-0.055374085903167725,
-0.03742176294326782,
-0.010908272117376328,
-0.05197613313794136,
-0.04532915726304054,
-0.04705151543021202,
0.016912752762436867,
-0.01774674654006958,
-0.0028060581535100937,
-0.015104956924915314,
0.048895664513111115,
-0.02039642073214054,
-0.022107118740677834,
-0.026786237955093384,
-0.0590846911072731,
-0.06003905460238457,
-0.039160605520009995,
0.006562807597219944,
0.013996060006320477,
0.029356064274907112,
0.024503633379936218,
-0.022145316004753113,
0.032588209956884384,
0.020145278424024582,
-0.02773340791463852,
0.0246694628149271,
-0.005007737781852484,
-0.0265586506575346,
-0.0440140999853611,
0.008923918008804321,
0.02479473315179348,
0.032967112958431244,
-0.04987798258662224,
0.03691811487078667,
0.025400619953870773,
-0.03430739417672157,
-0.020063303411006927,
0.012425689958035946,
0.05558696761727333,
-0.054284755140542984,
-0.062076885253190994,
0.01595212332904339,
-0.05200231820344925,
0.024519776925444603,
-0.019289139658212662,
-0.014066669158637524,
0.00593975093215704,
0.021893203258514404,
0.03823932632803917,
0.026648124679923058,
-0.03917735442519188,
0.009656049311161041,
-0.000049661495722830296,
-0.005061463452875614,
-0.05053447559475899,
0.04651181399822235,
-0.014431259594857693,
0.022821402177214622,
-0.003660263027995825,
-0.011224353685975075,
-0.02365945093333721,
0.032211143523454666,
0.004669207148253918,
-0.01249522715806961,
-0.007912442088127136,
0.008493601344525814,
-0.06059490889310837,
0.03238523378968239,
0.010775748640298843,
-0.0031814714893698692,
-0.026459738612174988,
0.04626427963376045,
-0.045759476721286774,
-0.021855471655726433,
-0.038868498057127,
-0.00816248171031475,
-0.028140196576714516,
-0.0031131014693528414,
0.006901887245476246,
-0.06505057960748672,
0.025172799825668335,
0.03678096830844879,
0.01825268752872944,
0.013002841733396053,
-0.007110307924449444,
-0.005562012083828449,
0.006911002099514008,
-0.037854816764593124,
-0.02118419110774994,
-0.03794833645224571,
-0.00019084753876086324,
-0.02934429422020912,
0.06478624045848846,
0.03344700112938881,
-0.040002383291721344,
-0.053151972591876984,
0.046319376677274704,
0.05031078681349754,
-0.006780861411243677,
0.0034450171515345573,
0.04502138867974281,
0.02798522263765335,
0.03985552862286568,
-0.028122086077928543,
-0.020324718207120895,
-0.017164014279842377,
-0.033416278660297394,
0.035040032118558884,
-0.01519927941262722,
0.019314369186758995,
-0.007459820713847876,
-0.031590577214956284,
-0.02265472523868084,
0.0675223246216774,
0.015427716076374054,
0.006366491783410311,
0.007299833465367556,
-0.048444971442222595,
0.0006552851409651339,
0.03654598072171211,
-0.05822078883647919,
0.015070331282913685,
0.04678124189376831,
-0.04509827122092247,
0.061118900775909424,
-0.01539706066250801,
0.042968492954969406,
0.043900266289711,
0.0027272573206573725,
-0.0011994980741292238,
0.024436883628368378,
-0.020471185445785522,
0.011869165115058422,
0.04823831841349602,
-0.06464291363954544,
0.002205980708822608,
-0.01291674841195345,
0.07540546357631683,
-0.06779170781373978,
0.04039216414093971,
0.0529138557612896,
0.0017549641197547317,
0.002025049412623048,
-0.02892989106476307,
-0.027053246274590492,
0.03448967635631561,
-0.03621244430541992,
0.07249461114406586,
0.03553490713238716,
-0.07576760649681091,
0.06498745083808899,
0.008676212280988693,
-0.0937545970082283,
0.057972922921180725,
0.05311398580670357,
0.020172206684947014,
0.03750038892030716,
0.07240458577871323,
-0.06412018835544586,
0.017348693683743477,
-0.018544886261224747,
0.010254066437482834,
-0.08335157483816147,
0.00504265446215868,
0.01996346190571785,
-0.03944028913974762,
-0.039716802537441254,
0.054120950400829315,
-0.03847934305667877,
0.03131026774644852,
0.012013536877930164,
-0.040647994726896286,
-0.03552952781319618,
0.03657916188240051,
0.045778464525938034,
-0.029428860172629356,
0.003950054757297039,
-0.038938041776418686,
0.01924951560795307,
0.024685464799404144,
-0.004391909576952457,
-0.06316742300987244,
-0.006563297938555479,
0.027486899867653847,
-0.05017804726958275,
-0.012274581007659435,
0.015545081347227097,
-0.0076826452277600765,
-0.026460029184818268,
0.050210315734148026,
0.002948328386992216,
0.01715927943587303,
0.03286415711045265,
-0.033741146326065063,
0.03871716186404228,
-0.044634606689214706,
-0.002558538457378745,
-0.0087083475664258,
0.012266533449292183,
0.02815648913383484,
-0.009852675721049309,
0.04028098285198212,
0.023117350414395332,
0.0427272766828537,
-0.006012452766299248,
-0.041852157562971115,
-0.016924021765589714,
0.0066070230677723885,
-0.03523191809654236,
0.005043695215135813,
-0.022981349378824234,
-0.05355571210384369,
-0.04804760962724686,
-0.02704414539039135,
-0.010653351433575153,
0.0377592109143734,
-0.0379481315612793,
0.007477031089365482,
0.05057942122220993,
-0.034814052283763885,
-0.012131712399423122,
-0.07791673392057419,
-0.014021934941411018,
-0.0343114472925663,
0.016223911195993423,
0.00032340854522772133,
-0.01839180663228035,
0.021351343020796776,
-0.021911542862653732,
-0.06752410531044006,
0.032927583903074265,
0.03401803970336914,
-0.03411433845758438,
0.06679794192314148,
0.009694354608654976,
-0.03400096297264099,
-0.0011495380895212293,
0.05464373528957367,
-0.06821702420711517,
0.032705649733543396,
-0.0010301582515239716,
0.03325575217604637,
0.01782839559018612,
0.01194909866899252,
-0.021206757053732872,
-0.04525787755846977,
-0.017344914376735687,
-0.052004408091306686,
-0.002209307160228491,
-0.011061089113354683,
0.06084985285997391
] |
Declan/Reuters_model_v3 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
language:
- no
- fr
tags:
- translation
license: apache-2.0
---
### nor-fra
* source group: Norwegian
* target group: French
* OPUS readme: [nor-fra](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-fra/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): fra
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fra/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fra/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fra/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.fra | 39.1 | 0.578 |
### System Info:
- hf_name: nor-fra
- source_languages: nor
- target_languages: fra
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-fra/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'fr']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'fra'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fra/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-fra/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: fra
- short_pair: no-fr
- chrF2_score: 0.578
- bleu: 39.1
- brevity_penalty: 0.987
- ref_len: 3205.0
- src_name: Norwegian
- tgt_name: French
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: fr
- prefer_old: False
- long_pair: nor-fra
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0013806021306663752,
-0.030455846339464188,
-0.009131287224590778,
0.030219389125704765,
0.045629870146512985,
0.007673716638237238,
-0.015098812058568,
-0.004308507777750492,
-0.07427843660116196,
0.056586265563964844,
0.006161955185234547,
-0.021635927259922028,
-0.017154322937130928,
0.05150502920150757,
-0.03441639617085457,
-0.027351705357432365,
-0.024347012862563133,
-0.02048683539032936,
-0.034315451979637146,
-0.03184937313199043,
0.0046369945630431175,
0.016374224796891212,
-0.021276239305734634,
0.030242089182138443,
0.006750533822923899,
0.026441466063261032,
-0.03231276571750641,
0.03866245970129967,
0.017097817733883858,
-0.06845084577798843,
-0.015239338390529156,
-0.00991362426429987,
-0.03675235062837601,
-0.005072199273854494,
-0.016344351693987846,
0.0008368506678380072,
-0.019135309383273125,
0.0007356609567068517,
0.0646519884467125,
0.04256657138466835,
-0.0037189647555351257,
0.0014840015210211277,
-0.03423446789383888,
-0.04751300811767578,
0.03822439908981323,
0.00654595484957099,
-0.05340171977877617,
-0.00887527409940958,
0.022607972845435143,
-0.035216763615608215,
-0.04211226850748062,
-0.07076630741357803,
-0.011776810511946678,
0.0090434979647398,
-0.012420476414263248,
0.0018344416748732328,
-0.08200524747371674,
-0.006377349607646465,
0.06939063966274261,
-0.049877189099788666,
-0.025569941848516464,
0.007626286707818508,
-0.04807080328464508,
0.017591111361980438,
0.04710078984498978,
-0.0304093174636364,
-0.0013974359026178718,
-0.03243152052164078,
0.032165102660655975,
-0.029058249667286873,
0.030044248327612877,
-0.04290572553873062,
0.018758215010166168,
-0.07130438089370728,
-0.025388650596141815,
-0.008153825998306274,
0.021273577585816383,
0.0377299040555954,
-0.03421182930469513,
0.055568113923072815,
0.008047962561249733,
-0.02494935877621174,
0.011768925003707409,
-0.020334655418992043,
-0.03323939070105553,
0.04965962469577789,
-0.02702883817255497,
-0.013600461184978485,
0.016212178394198418,
0.041585590690374374,
-0.06364544481039047,
-0.037147995084524155,
-0.003694945015013218,
-0.028282497078180313,
0.004159841686487198,
0.05383346602320671,
0.05836542323231697,
-0.03428205847740173,
0.01857123337686062,
0.03454833850264549,
0.020342515781521797,
0.04023760184645653,
0.012567481957376003,
0.0562988705933094,
-0.009913815185427666,
-0.001990264281630516,
-0.01784413866698742,
-0.0304193664342165,
-0.053585611283779144,
0.025316350162029266,
0.021748604252934456,
-0.033260587602853775,
-0.011759701184928417,
0.048374779522418976,
0.01455354318022728,
-0.022878170013427734,
0.05322348326444626,
-0.02731350250542164,
-0.05502051115036011,
-0.05246683955192566,
0.04850437864661217,
0.021988222375512123,
-0.005338782910257578,
0.019554728642106056,
-0.049142155796289444,
0.024701831862330437,
-0.03871181234717369,
-0.03817536681890488,
0.0032796005252748728,
0.013119876384735107,
-0.011746000498533249,
0.024010343477129936,
0.041948720812797546,
-0.07676667720079422,
0.01994895190000534,
-0.02466069906949997,
-0.042109180241823196,
0.05445335432887077,
0.004459752701222897,
0.12094157934188843,
-0.03304402902722359,
-0.031888432800769806,
0.013630975969135761,
0.011696305125951767,
-0.014655685052275658,
0.002162929391488433,
0.004211798310279846,
-0.02752462774515152,
-0.004640035331249237,
-0.008344578556716442,
0.050998613238334656,
-0.0647037923336029,
-0.0028594862669706345,
0.059912439435720444,
0.0008922510896809399,
0.031036019325256348,
-0.050112534314394,
-0.02791610173881054,
0.0027224512305110693,
-0.02642587013542652,
-0.03707602620124817,
0.024361368268728256,
0.009581591933965683,
-0.014155411161482334,
-0.04021761193871498,
-0.05229828879237175,
0.015016457065939903,
0.06989605724811554,
-0.004483949858695269,
-0.0216592438519001,
-0.029400456696748734,
-0.009739328175783157,
0.04800424724817276,
0.029794691130518913,
-0.021735912188887596,
0.04249740391969681,
0.05466831848025322,
0.014497976750135422,
0.006270179059356451,
0.07225680351257324,
0.023311125114560127,
-0.04089789465069771,
-0.04506543278694153,
0.009916173294186592,
0.027429867535829544,
-0.034001123160123825,
0.026728836819529533,
0.023805838078260422,
0.0004465771489776671,
-0.030002199113368988,
-0.03235713765025139,
0.0659283995628357,
0.00023799657355993986,
0.006103805731981993,
0.011141861788928509,
-0.031095458194613457,
-0.03692561760544777,
0.05401376634836197,
-0.0005063798744231462,
-0.016117678955197334,
-0.0399991050362587,
-0.018518591299653053,
0.03546241298317909,
0.0008201514719985425,
0.046381812542676926,
0.03799950331449509,
-0.021100793033838272,
0.09420798718929291,
-0.027261363342404366,
-0.004823017865419388,
-0.041623055934906006,
-0.04480526223778725,
0.012279529124498367,
0.06904565542936325,
0.03818027675151825,
0.04145050048828125,
0.002435221802443266,
-0.0650167167186737,
0.03369536250829697,
0.07313103973865509,
0.07464602589607239,
0.0032495346385985613,
-0.03522428125143051,
0.006402875762432814,
0.016789618879556656,
0.044098835438489914,
-0.04907076805830002,
-0.04580308869481087,
0.014594114385545254,
0.04864484816789627,
-0.02289438247680664,
0.007047704886645079,
-0.017927419394254684,
0.013584689237177372,
-0.042333804070949554,
-0.062276098877191544,
0.041799936443567276,
0.02757485955953598,
0.00317877484485507,
0.023049963638186455,
0.007193633355200291,
0.006765342783182859,
0.01873880997300148,
0.010848918929696083,
-0.006306206341832876,
-0.048125654458999634,
0.009035374969244003,
-0.00335965515114367,
0.031132647767663002,
-0.035422906279563904,
0.02232191152870655,
-0.015040162950754166,
0.010233200155198574,
0.02653953619301319,
-0.04581057280302048,
0.0159203689545393,
0.01892653852701187,
0.01981421560049057,
-0.038582876324653625,
0.005797176621854305,
0.0035316655412316322,
0.04292492941021919,
0.06464745849370956,
0.005093224346637726,
0.052884407341480255,
0.00397357577458024,
0.055593159049749374,
0.08829128742218018,
0.030625106766819954,
0.041924454271793365,
0.04039454832673073,
0.05853191763162613,
0.006629029754549265,
-0.0210026316344738,
0.03862147033214569,
-0.056226782500743866,
0.013827615417540073,
-0.03777433559298515,
0.02873987890779972,
-0.003716905601322651,
0.006216458976268768,
0.025370093062520027,
-0.009881313890218735,
-0.03175395354628563,
-0.010119631886482239,
-0.026467451825737953,
-0.022002186626195908,
0.057757582515478134,
0.010892477817833424,
0.007247033528983593,
0.005710032768547535,
-0.0016186714638024569,
0.03327562287449837,
-0.06691066920757294,
-0.045429859310388565,
0.014018247835338116,
-0.03212838992476463,
-0.005336713045835495,
-0.08372713625431061,
-0.02738770842552185,
-0.056693412363529205,
-0.029480885714292526,
0.024838879704475403,
0.05107829347252846,
0.007846958935260773,
-0.017349570989608765,
0.019330523908138275,
-0.04466930404305458,
-0.021358244121074677,
-0.06396903842687607,
-0.03565613180398941,
-0.05271235108375549,
-0.06478743255138397,
0.025613579899072647,
0.03619232401251793,
0.016459716483950615,
-0.00471254950389266,
0.010951279662549496,
-0.02674131654202938,
-0.027809739112854004,
0.07883881777524948,
0.02742798626422882,
-0.016804136335849762,
-0.029917050153017044,
0.043053239583969116,
-0.0021787891164422035,
0.004884776659309864,
-0.007801693398505449,
-0.05423262342810631,
0.0717352032661438,
0.07124699652194977,
0.025887398049235344,
0.023267002776265144,
-0.0015670009888708591,
-0.05751529335975647,
-0.04279760643839836,
-0.03499501198530197,
-0.0653085708618164,
-0.004225704353302717,
-0.02137654274702072,
-0.0333147868514061,
-0.01344443578273058,
-0.044457484036684036,
0.0004432087589520961,
-0.01522053498774767,
0.005731846205890179,
0.04752572253346443,
0.05456262826919556,
0.034870993345975876,
0.05384470149874687,
-0.021553512662649155,
-0.03541182726621628,
0.06834883242845535,
-0.0251979548484087,
0.013401404954493046,
-0.0654333233833313,
-0.00572194391861558,
0.0397418737411499,
-0.011759852059185505,
0.002031481359153986,
-0.010744461789727211,
0.08085908740758896,
-0.006316462531685829,
-0.006191289983689785,
0.0013534182216972113,
-0.018802117556333542,
-0.01179362740367651,
0.013796409592032433,
-0.0019397386349737644,
-0.02753406949341297,
-0.04352068901062012,
-0.029330048710107803,
0.0118271354585886,
0.03468766808509827,
-0.07789537310600281,
-0.05661992356181145,
-0.020141394808888435,
0.03695453330874443,
0.007671787869185209,
-0.009424731135368347,
-0.03729308396577835,
0.015204922296106815,
-0.037675417959690094,
-0.016559191048145294,
0.021428339183330536,
0.0166955403983593,
0.007606468163430691,
0.04163360968232155,
0.04172922298312187,
-0.03344012051820755,
0.043548066169023514,
0.05132881551980972,
0.05869726091623306,
0.02694546990096569,
-0.025104086846113205,
0.015605391003191471,
-0.01584829017519951,
0.016476230695843697,
-0.009823612868785858,
-0.03331432491540909,
-0.04082237556576729,
-0.06541610509157181,
-0.008221028372645378,
0.02423323504626751,
-0.01902930811047554,
-0.022549500688910484,
0.043428510427474976,
-0.008989780209958553,
-0.006421580910682678,
-0.010085588321089745,
0.010745915584266186,
0.03767187520861626,
-0.05690297484397888,
0.04964250698685646,
-0.02044690027832985,
0.026809053495526314,
-0.0445081889629364,
-0.006286178715527058,
-0.023135440424084663,
-0.015425656922161579,
-0.011386425234377384,
0.04916726052761078,
0.035739973187446594,
0.04451347514986992,
0.06860209256410599,
0.040479667484760284,
-0.024260643869638443,
0.05175028368830681,
0.02452642284333706,
0.0032777185551822186,
-0.03822411969304085,
-0.00832629855722189,
-0.011362701654434204,
-0.06290651112794876,
-0.0011557613033801317,
-0.026672586798667908,
0.014294561930000782,
0.022021178156137466,
0.01787964068353176,
-0.009720589965581894,
-0.007169944234192371,
-0.016270151361823082,
-0.04960770532488823,
-0.0540367066860199,
-0.04974735155701637,
0.00671046506613493,
-0.010640643537044525,
0.02688504196703434,
0.05284885689616203,
-0.002264702692627907,
0.05348868668079376,
0.0512130931019783,
-0.027276042848825455,
-0.042234934866428375,
0.02534564398229122,
0.01938922330737114,
-0.02244865894317627,
-0.061247069388628006,
-0.051174864172935486,
0.05276644974946976,
0.05192689970135689,
-0.022572869434952736,
-0.07891276478767395,
0.003878326155245304,
0.056718554347753525,
-0.03158716857433319,
0.06470958143472672,
-0.030829543247818947,
0.046302203088998795,
0.041822537779808044,
-0.024873772636055946,
0.007695402484387159,
-0.047623053193092346,
0.023162707686424255,
-0.0029940344393253326,
0.03149789571762085,
-0.015386074781417847,
-0.018050065264105797,
-0.09243006259202957,
0.00974750705063343,
0.041712623089551926,
0.07053016126155853,
0.036964282393455505,
-0.019280584529042244,
-0.06645878404378891,
0.009308720007538795,
0.024208324030041695,
-0.08928967267274857,
0.01931542344391346,
0.032168883830308914,
0.048679281026124954,
-0.05705828219652176,
-0.06435798108577728,
-0.015834707766771317,
-0.0013978122733533382,
0.04768109694123268,
0.005977965425699949,
-0.02055264264345169,
-0.037853557616472244,
0.021174443885684013,
-0.008008616045117378,
-0.0186297670006752,
-0.08588211238384247,
0.03627237305045128,
-0.024746088311076164,
-0.012458089739084244,
0.02820133976638317,
0.02878459542989731,
0.016611451283097267,
0.044982437044382095,
-0.006628400646150112,
0.026452351361513138,
-0.0327889546751976,
0.022947782650589943,
-0.017410552129149437,
-0.02350706234574318,
-0.02197142131626606,
-0.05014018714427948,
-0.026197301223874092,
-0.014729191549122334,
-0.04695393890142441,
-0.040909867733716965,
-0.04037962481379509,
0.02372889406979084,
-0.0134720578789711,
-0.011901019141077995,
-0.02077736333012581,
0.04585534334182739,
-0.020204929634928703,
-0.020138198509812355,
-0.02229994349181652,
-0.053108882158994675,
-0.055826012045145035,
-0.043879855424165726,
0.016884561628103256,
0.02654154971241951,
0.022130168974399567,
0.03542855754494667,
-0.01375618390738964,
0.02293827198445797,
0.015478195622563362,
-0.02437318116426468,
0.030565179884433746,
-0.0064284405671060085,
-0.04148130491375923,
-0.044701363891363144,
0.013850224204361439,
0.02576267533004284,
0.039406582713127136,
-0.056430209428071976,
0.03705579787492752,
0.026826150715351105,
-0.03259517624974251,
-0.01953086629509926,
0.002058283658698201,
0.03992549702525139,
-0.05432137846946716,
-0.07358475774526596,
0.005981472786515951,
-0.04333704337477684,
0.02998649701476097,
-0.004851590376347303,
-0.02318345569074154,
0.002487639430910349,
0.02609684132039547,
0.043245863169431686,
0.016933053731918335,
-0.033704400062561035,
0.024993671104311943,
-0.0012975253630429506,
-0.015136461704969406,
-0.06169509142637253,
0.036317940801382065,
-0.013898240402340889,
0.022195152938365936,
0.004856238141655922,
-0.013290447182953358,
-0.022625122219324112,
0.025334937497973442,
-0.0020937658846378326,
-0.014055809006094933,
-0.01657966524362564,
0.02309092879295349,
-0.05289657413959503,
0.03667743131518364,
0.009840498678386211,
-0.004574383143335581,
-0.013823081739246845,
0.04637143015861511,
-0.04255964979529381,
-0.027635442093014717,
-0.03304136544466019,
0.007804091088473797,
-0.02726120688021183,
-0.007966539822518826,
0.0035959254018962383,
-0.050675999373197556,
0.02617846056818962,
0.04687537997961044,
0.01333946455270052,
0.015050728805363178,
-0.012166949920356274,
0.0023393318988382816,
-0.005705473478883505,
-0.03746936097741127,
-0.012487415224313736,
-0.03512781485915184,
-0.005976435728371143,
-0.02842056192457676,
0.07568281143903732,
0.02702416107058525,
-0.03470110520720482,
-0.04229502007365227,
0.05959279090166092,
0.03838057070970535,
-0.004389199893921614,
0.0000882415915839374,
0.05221950635313988,
0.035242289304733276,
0.055257875472307205,
-0.02707114815711975,
-0.020416948944330215,
-0.021130884066224098,
-0.041068919003009796,
0.025999756529927254,
-0.010159921832382679,
0.021971454843878746,
-0.014041809365153313,
-0.0338587686419487,
-0.02838357724249363,
0.07356006652116776,
0.016438305377960205,
-0.006201741751283407,
0.011978638358414173,
-0.029964938759803772,
-0.0021970956586301327,
0.0471489392220974,
-0.04896741360425949,
0.01606803573668003,
0.03938678279519081,
-0.05048904940485954,
0.0687045156955719,
-0.02884707972407341,
0.03783251345157623,
0.05177391692996025,
0.0020291635300964117,
0.004342330619692802,
0.04149550199508667,
-0.02681245468556881,
0.008718933910131454,
0.04753105342388153,
-0.060536038130521774,
-0.0010523345554247499,
-0.0011782776564359665,
0.05940544232726097,
-0.0678052306175232,
0.05020129680633545,
0.04931418597698212,
0.00022166711278259754,
0.007554437033832073,
-0.030908945947885513,
-0.021870749071240425,
0.027457475662231445,
-0.03917013853788376,
0.08696318417787552,
0.03367049992084503,
-0.06485416740179062,
0.0696294978260994,
0.020441530272364616,
-0.08738577365875244,
0.06084738299250603,
0.060576360672712326,
0.029190601781010628,
0.031086497008800507,
0.07496191561222076,
-0.06144554167985916,
0.006772879511117935,
-0.023202968761324883,
0.013517593964934349,
-0.07454533874988556,
0.013983547687530518,
0.004186422098428011,
-0.035545650869607925,
-0.03982703387737274,
0.03331691399216652,
-0.02370147593319416,
0.033181700855493546,
0.017594294622540474,
-0.04842865467071533,
-0.031770385801792145,
0.0236696507781744,
0.04718844220042229,
-0.020326487720012665,
0.009381516836583614,
-0.0445249080657959,
0.020061640068888664,
0.01529797911643982,
-0.01113799400627613,
-0.053565070033073425,
-0.0009666465921327472,
0.021827975288033485,
-0.047080863267183304,
-0.020490312948822975,
0.012055221013724804,
-0.003916163928806782,
-0.015324104577302933,
0.04893789812922478,
-0.00033069777418859303,
0.0292831938713789,
0.034107521176338196,
-0.025591760873794556,
0.04171862080693245,
-0.03922164440155029,
0.005100544076412916,
-0.0030920489225536585,
0.022933080792427063,
0.024863852187991142,
-0.0093715013936162,
0.03839168697595596,
0.03154616802930832,
0.05565686151385307,
-0.008219333365559578,
-0.032582323998212814,
-0.026501091197133064,
0.006979939993470907,
-0.04056752845644951,
-0.002351841190829873,
-0.015363844111561775,
-0.05452274903655052,
-0.04037810489535332,
-0.027171151712536812,
-0.019330553710460663,
0.03387428820133209,
-0.04593675211071968,
0.002077708952128887,
0.05255239084362984,
-0.03618249669671059,
-0.01945495791733265,
-0.08623743057250977,
-0.012141944840550423,
-0.038428422063589096,
0.010722288861870766,
0.008766810409724712,
-0.035234980285167694,
0.026659507304430008,
-0.027299851179122925,
-0.07047100365161896,
0.043736428022384644,
0.02805240824818611,
-0.03757088631391525,
0.07059790194034576,
0.025253742933273315,
-0.05112786591053009,
0.0054916758090257645,
0.05745461583137512,
-0.06396448612213135,
0.023541146889328957,
0.006929775234311819,
0.037778567522764206,
0.021187182515859604,
0.023090407252311707,
-0.007561894133687019,
-0.045777641236782074,
-0.025296783074736595,
-0.05418622866272926,
-0.006780567578971386,
-0.00737143075093627,
0.06572544574737549
] |
Declan/Reuters_model_v4 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | 2020-08-19T00:31:41Z | ---
language:
- no
- nl
tags:
- translation
license: apache-2.0
---
### nor-nld
* source group: Norwegian
* target group: Dutch
* OPUS readme: [nor-nld](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-nld/README.md)
* model: transformer-align
* source language(s): nob
* target language(s): nld
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nld/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nld/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nld/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.nld | 40.2 | 0.596 |
### System Info:
- hf_name: nor-nld
- source_languages: nor
- target_languages: nld
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-nld/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'nl']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'nld'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nld/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nld/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: nld
- short_pair: no-nl
- chrF2_score: 0.596
- bleu: 40.2
- brevity_penalty: 0.9590000000000001
- ref_len: 1535.0
- src_name: Norwegian
- tgt_name: Dutch
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: nl
- prefer_old: False
- long_pair: nor-nld
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.006397186778485775,
-0.025105193257331848,
-0.010247600264847279,
0.031245924532413483,
0.047864895313978195,
0.013590848073363304,
-0.010316269472241402,
-0.008092471398413181,
-0.07038943469524384,
0.059435613453388214,
0.006256427615880966,
-0.024790816009044647,
-0.00840176921337843,
0.056141141802072525,
-0.03621019423007965,
-0.022216105833649635,
-0.023112567141652107,
-0.014651530422270298,
-0.037712130695581436,
-0.030044937506318092,
0.0028531800489872694,
0.013104086741805077,
-0.016562296077609062,
0.03027183748781681,
0.004542828071862459,
0.03030707873404026,
-0.02496570348739624,
0.041781969368457794,
0.02013617567718029,
-0.06618752330541611,
-0.018373187631368637,
-0.012799045071005821,
-0.03812799230217934,
-0.003748620394617319,
-0.019664734601974487,
-0.0030058040283620358,
-0.010611044242978096,
0.00021193707652855664,
0.07083091884851456,
0.04472961276769638,
-0.009302936494350433,
0.010510877706110477,
-0.031049907207489014,
-0.05677667260169983,
0.03954388201236725,
0.012658044695854187,
-0.05170932784676552,
-0.009207560680806637,
0.018649408593773842,
-0.034607965499162674,
-0.04193027690052986,
-0.07009323686361313,
-0.017328741028904915,
0.01454372052103281,
-0.018544238060712814,
0.006020631641149521,
-0.084811270236969,
-0.012778053060173988,
0.0733490064740181,
-0.04952218383550644,
-0.030887708067893982,
0.006058490369468927,
-0.05141681805253029,
0.009327375330030918,
0.04075516015291214,
-0.032347265630960464,
-0.008566207252442837,
-0.03189649432897568,
0.033152226358652115,
-0.028499199077486992,
0.03186533972620964,
-0.043176230043172836,
0.021747244521975517,
-0.06184273585677147,
-0.03210758790373802,
-0.00971685629338026,
0.02593587525188923,
0.033040132373571396,
-0.038214754313230515,
0.05450821295380592,
0.008551831357181072,
-0.02637404203414917,
0.013687578961253166,
-0.021065670996904373,
-0.02923390455543995,
0.04546772688627243,
-0.022861791774630547,
-0.013154921121895313,
0.012275057844817638,
0.04119201749563217,
-0.0625057965517044,
-0.03292536735534668,
-0.011179930530488491,
-0.032668959349393845,
-0.0014123623259365559,
0.046479370445013046,
0.050705939531326294,
-0.031969793140888214,
0.013273927383124828,
0.033625368028879166,
0.0232552420347929,
0.043938491493463516,
0.010034344159066677,
0.0582682304084301,
-0.009017799980938435,
-0.0026890200097113848,
-0.014848629012703896,
-0.03191886842250824,
-0.05599512532353401,
0.02118608169257641,
0.016803782433271408,
-0.0354963019490242,
-0.010273471474647522,
0.04642334207892418,
0.01675240881741047,
-0.021143615245819092,
0.05333798751235008,
-0.027968132868409157,
-0.053838055580854416,
-0.054239027202129364,
0.055621352046728134,
0.02007920667529106,
-0.007003418169915676,
0.013874796219170094,
-0.05042693018913269,
0.02475360594689846,
-0.043589238077402115,
-0.040346287190914154,
0.008390640839934349,
0.02023833617568016,
-0.013824213296175003,
0.025575818493962288,
0.04360552877187729,
-0.07881559431552887,
0.015450527891516685,
-0.014566317200660706,
-0.03462669998407364,
0.05765395611524582,
0.006144258659332991,
0.1197972297668457,
-0.03475945070385933,
-0.03396566957235336,
0.014058115892112255,
0.007086633238941431,
-0.007564083207398653,
0.0016216777730733156,
0.0033005785662680864,
-0.022397127002477646,
0.006426527630537748,
-0.018567098304629326,
0.04917937144637108,
-0.06290972977876663,
-0.001086895470507443,
0.06074113771319389,
0.003932727500796318,
0.028069140389561653,
-0.04799136519432068,
-0.028270961716771126,
-0.0005016899085603654,
-0.028176750987768173,
-0.03608625754714012,
0.03185166418552399,
0.011249862611293793,
-0.018418699502944946,
-0.03431440889835358,
-0.051614418625831604,
0.016000140458345413,
0.06347513198852539,
-0.009523266926407814,
-0.02379176951944828,
-0.03083755262196064,
-0.005180112551897764,
0.05075252056121826,
0.03437134250998497,
-0.024064239114522934,
0.03332078456878662,
0.05519774183630943,
0.011578395031392574,
0.0023687435314059258,
0.07236585021018982,
0.010778123512864113,
-0.034587372094392776,
-0.04014115408062935,
0.015154874883592129,
0.029564140364527702,
-0.02848178520798683,
0.019643105566501617,
0.022715944796800613,
0.0015582909109070897,
-0.03303083777427673,
-0.029756173491477966,
0.06117802485823631,
0.00146086560562253,
0.0031138232443481684,
0.00926547683775425,
-0.028496067970991135,
-0.030860310420393944,
0.05321726202964783,
0.0028465951327234507,
-0.01155443862080574,
-0.03940056636929512,
-0.011511029675602913,
0.032362982630729675,
0.0035281532909721136,
0.05229785665869713,
0.03643118962645531,
-0.017786534503102303,
0.09255170822143555,
-0.03010636568069458,
-0.0023949951864778996,
-0.03863133490085602,
-0.048440709710121155,
0.016352836042642593,
0.0658971443772316,
0.041720058768987656,
0.03621761500835419,
0.0027296447660773993,
-0.06498751044273376,
0.03327254205942154,
0.07441530376672745,
0.07496320456266403,
0.009996567852795124,
-0.03162084519863129,
0.006491099949926138,
0.011791414581239223,
0.03964739292860031,
-0.0498184934258461,
-0.05365319922566414,
0.014168236404657364,
0.06389642506837845,
-0.020291142165660858,
0.014007819816470146,
-0.019569940865039825,
0.014340422116219997,
-0.04945187270641327,
-0.05902807042002678,
0.0434270054101944,
0.01886136271059513,
0.0015080568846315145,
0.018045663833618164,
0.006257795728743076,
0.008775909431278706,
0.021059008315205574,
0.010466329753398895,
0.002295586746186018,
-0.04288618639111519,
0.011342388577759266,
-0.005776948761194944,
0.03293443098664284,
-0.029159264639019966,
0.024512823671102524,
-0.015093502588570118,
0.01533455215394497,
0.033142127096652985,
-0.04492052271962166,
0.017231306061148643,
0.016288813203573227,
0.01697242259979248,
-0.04540367051959038,
0.016026753932237625,
0.007077236659824848,
0.04007980227470398,
0.058838337659835815,
0.003208485431969166,
0.061375293880701065,
0.003279208904132247,
0.05788149684667587,
0.09102620929479599,
0.029758168384432793,
0.04232180863618851,
0.043568216264247894,
0.06515208631753922,
0.007606436964124441,
-0.02045566216111183,
0.03766857460141182,
-0.05749799683690071,
0.012227452360093594,
-0.04315667226910591,
0.033616527915000916,
-0.003953910432755947,
0.005332601256668568,
0.03157992288470268,
-0.011921236291527748,
-0.03665757551789284,
-0.0066334824077785015,
-0.032718878239393234,
-0.021560654044151306,
0.05899727717041969,
0.008649654686450958,
0.010559226386249065,
0.00022160302614793181,
-0.011645754799246788,
0.03273719549179077,
-0.07872042804956436,
-0.050204552710056305,
0.010684756562113762,
-0.03224288672208786,
-0.004526901058852673,
-0.08115796744823456,
-0.02541123889386654,
-0.056489210575819016,
-0.035642191767692566,
0.02707659639418125,
0.04318675771355629,
0.0011675714049488306,
-0.013918847776949406,
0.016156191006302834,
-0.047083716839551926,
-0.022367732599377632,
-0.05991484969854355,
-0.035597559064626694,
-0.05505526065826416,
-0.06260838359594345,
0.024810124188661575,
0.03833622485399246,
0.012830321677029133,
-0.009613122791051865,
0.012733792886137962,
-0.017020178958773613,
-0.034390587359666824,
0.07553325593471527,
0.03340022638440132,
-0.020538389682769775,
-0.021128037944436073,
0.038460005074739456,
-0.0020321111660450697,
0.008895983919501305,
-0.0015387082239612937,
-0.04140913859009743,
0.06727482378482819,
0.0733485221862793,
0.022163406014442444,
0.024177709594368935,
-0.0037464851047843695,
-0.06520235538482666,
-0.043504759669303894,
-0.036369625478982925,
-0.0628841444849968,
-0.00657716253772378,
-0.022739408537745476,
-0.04112021625041962,
-0.019232871010899544,
-0.04344933480024338,
-0.0030983816832304,
-0.020576097071170807,
0.004193696193397045,
0.04959546774625778,
0.05365341901779175,
0.03341882675886154,
0.04909716174006462,
-0.023755859583616257,
-0.03232748433947563,
0.0642089918255806,
-0.027657849714159966,
0.01739736646413803,
-0.07408767938613892,
-0.006531210616230965,
0.037355225533246994,
-0.003087532240897417,
0.008174794726073742,
0.0034214097540825605,
0.08809562772512436,
-0.0034740567207336426,
-0.00791639368981123,
0.0024828827008605003,
-0.016274502500891685,
-0.014646834693849087,
0.009455671533942223,
-0.0021160708274692297,
-0.029374854639172554,
-0.03498544916510582,
-0.02501799911260605,
0.0035044867545366287,
0.03797285631299019,
-0.06878247112035751,
-0.05873102322220802,
-0.02226552553474903,
0.040566202253103256,
0.006525220815092325,
-0.0028260296676307917,
-0.03674526885151863,
0.013626324012875557,
-0.03451387956738472,
-0.011000240221619606,
0.013989130966365337,
0.017798153683543205,
0.0034591101575642824,
0.03863689675927162,
0.046562425792217255,
-0.028959307819604874,
0.044370926916599274,
0.05116100609302521,
0.05461834743618965,
0.03006596304476261,
-0.024279804900288582,
0.011365042999386787,
-0.021991262212395668,
0.01923229545354843,
-0.013420584611594677,
-0.04266664758324623,
-0.044702645391225815,
-0.06411801278591156,
-0.005392939317971468,
0.027024898678064346,
-0.026057561859488487,
-0.011195843107998371,
0.042999517172575,
-0.01102798618376255,
-0.010683560743927956,
-0.007675747387111187,
0.012023580260574818,
0.035119522362947464,
-0.05034412071108818,
0.05085102096199989,
-0.009536760859191418,
0.014342808164656162,
-0.047492865473032,
-0.012990903109312057,
-0.02963009476661682,
-0.016748202964663506,
-0.0007256078533828259,
0.050826046615839005,
0.03543538227677345,
0.03853167966008186,
0.06682047992944717,
0.04311412200331688,
-0.02959287539124489,
0.05538833141326904,
0.027699986472725868,
0.003769794711843133,
-0.038022011518478394,
0.00012512046669144183,
-0.014149297960102558,
-0.06253174692392349,
-0.0014821437653154135,
-0.03374830260872841,
0.01756560243666172,
0.021397020667791367,
0.02852666564285755,
-0.009616839699447155,
0.0002641165629029274,
-0.011694149114191532,
-0.04489148035645485,
-0.05774287134408951,
-0.0504639632999897,
0.00546150142326951,
-0.01645471341907978,
0.03146708011627197,
0.05500703305006027,
-0.003244440071284771,
0.05106912925839424,
0.05650791525840759,
-0.02850513346493244,
-0.039330191910266876,
0.026438381522893906,
0.026325350627303123,
-0.027615446597337723,
-0.058608923107385635,
-0.04918549954891205,
0.0570402666926384,
0.05314226076006889,
-0.02098194882273674,
-0.08162857592105865,
0.008512047119438648,
0.05506591126322746,
-0.037894364446401596,
0.06321348249912262,
-0.030705098062753677,
0.047651052474975586,
0.04178699105978012,
-0.02042783424258232,
0.008383852429687977,
-0.05012704059481621,
0.015519049018621445,
-0.0006640529027208686,
0.034538570791482925,
-0.020551437512040138,
-0.025532614439725876,
-0.09048071503639221,
0.012591131962835789,
0.041702255606651306,
0.07536624372005463,
0.04363725706934929,
-0.02870715782046318,
-0.05677828565239906,
0.007586861960589886,
0.0215156190097332,
-0.08355437219142914,
0.02030641958117485,
0.03252532705664635,
0.04071738198399544,
-0.058872904628515244,
-0.06283000856637955,
-0.015996141359210014,
-0.011468187905848026,
0.0419086329638958,
0.0004297841514926404,
-0.026098638772964478,
-0.04025933891534805,
0.0215331818908453,
-0.008041486144065857,
-0.01610979437828064,
-0.08525428920984268,
0.04008931294083595,
-0.02889859490096569,
-0.008694333024322987,
0.02497982606291771,
0.036515265703201294,
0.019594255834817886,
0.04540010541677475,
-0.00930302869528532,
0.026034552603960037,
-0.03770062327384949,
0.024406621232628822,
-0.02183292806148529,
-0.01700427196919918,
-0.01835177280008793,
-0.046983689069747925,
-0.03139360994100571,
-0.015518225729465485,
-0.056058771908283234,
-0.04049812629818916,
-0.04041106626391411,
0.01417594775557518,
-0.01324161421507597,
-0.012849614024162292,
-0.009224997833371162,
0.05062603950500488,
-0.018176784738898277,
-0.021644381806254387,
-0.024100346490740776,
-0.05463942885398865,
-0.05837005749344826,
-0.03752212971448898,
0.02075689099729061,
0.025803767144680023,
0.024518422782421112,
0.028471842408180237,
-0.005790816619992256,
0.022205963730812073,
0.014110329560935497,
-0.023021552711725235,
0.02869652770459652,
-0.005487510934472084,
-0.04099775850772858,
-0.03649720922112465,
0.015194871462881565,
0.026121212169528008,
0.03768813982605934,
-0.057116471230983734,
0.040473781526088715,
0.024816883727908134,
-0.03502107411623001,
-0.016019277274608612,
0.0008300055051222444,
0.048823025077581406,
-0.05814097076654434,
-0.06292181462049484,
0.007483950816094875,
-0.04316507279872894,
0.02339843288064003,
-0.008870650082826614,
-0.018035802990198135,
0.002754673594608903,
0.02492534928023815,
0.03847530484199524,
0.013916402123868465,
-0.03484806418418884,
0.01995336450636387,
-0.00018589376122690737,
-0.014100417494773865,
-0.0558621771633625,
0.036028873175382614,
-0.01726679876446724,
0.024434082210063934,
0.0029757015872746706,
-0.01281613577157259,
-0.025351598858833313,
0.02597085013985634,
-0.0039945426397025585,
-0.010291974991559982,
-0.019221898168325424,
0.015201272442936897,
-0.052877530455589294,
0.035712726414203644,
0.0077818273566663265,
-0.0016692107310518622,
-0.011657627299427986,
0.04740617051720619,
-0.04440881684422493,
-0.021061714738607407,
-0.03439325839281082,
0.001733234035782516,
-0.025565538555383682,
-0.002100080018863082,
0.01024356484413147,
-0.048497274518013,
0.026887724176049232,
0.05098311975598335,
0.013245854526758194,
0.01761341094970703,
-0.009687825106084347,
-0.00882668886333704,
-0.0037957688327878714,
-0.03413306549191475,
-0.009787533432245255,
-0.035767149180173874,
-0.0037810036446899176,
-0.026444606482982635,
0.07301808893680573,
0.021905988454818726,
-0.030554257333278656,
-0.04574631154537201,
0.053719960153102875,
0.04245119169354439,
-0.002143249846994877,
-0.007362630218267441,
0.043965380638837814,
0.025538042187690735,
0.059754788875579834,
-0.029483189806342125,
-0.020213935524225235,
-0.014915619976818562,
-0.045486100018024445,
0.0261986143887043,
-0.010070263408124447,
0.023462194949388504,
-0.013981528580188751,
-0.0361814871430397,
-0.02623455971479416,
0.06724709272384644,
0.011836004443466663,
-0.002234778832644224,
0.012469707056879997,
-0.030203035101294518,
-0.0018520043231546879,
0.03938129171729088,
-0.04899689182639122,
0.012006405740976334,
0.037019893527030945,
-0.05011054500937462,
0.06980595737695694,
-0.019125090911984444,
0.03577094525098801,
0.052898891270160675,
0.0005993577069602907,
0.009242073632776737,
0.03532889857888222,
-0.02894042432308197,
0.007084055803716183,
0.04748277738690376,
-0.06155454367399216,
0.0009051749366335571,
0.0006303466507233679,
0.0638004019856453,
-0.08163660019636154,
0.05492951348423958,
0.05074212700128555,
-0.0008420571684837341,
0.01173865981400013,
-0.033216189593076706,
-0.019419753924012184,
0.02580217458307743,
-0.03361421450972557,
0.08055970817804337,
0.034046147018671036,
-0.06408818066120148,
0.06576960533857346,
0.016943935304880142,
-0.08193834125995636,
0.05965569615364075,
0.05354681238532066,
0.03089866228401661,
0.03548629581928253,
0.0748731791973114,
-0.05896242335438728,
0.009068300947546959,
-0.027280611917376518,
0.010158222168684006,
-0.07571129500865936,
0.011236180551350117,
0.008005151525139809,
-0.037561479955911636,
-0.0461483970284462,
0.03850134462118149,
-0.02606968767940998,
0.033409252762794495,
0.01999041624367237,
-0.05336106941103935,
-0.03001168556511402,
0.022350849583745003,
0.04713059961795807,
-0.024174466729164124,
0.014271664433181286,
-0.043004803359508514,
0.017266860231757164,
0.017344603314995766,
-0.013357024639844894,
-0.05795254185795784,
0.0014702040934935212,
0.03460540995001793,
-0.048998117446899414,
-0.01607496663928032,
0.004049909301102161,
-0.00642236415296793,
-0.021696673706173897,
0.059392549097537994,
-0.0028238543309271336,
0.03013087809085846,
0.034972433000802994,
-0.018777767196297646,
0.040791675448417664,
-0.033392053097486496,
0.0032675471156835556,
-0.0030843939166516066,
0.02483435347676277,
0.028176438063383102,
-0.01199915912002325,
0.038811273872852325,
0.03215983882546425,
0.05505485087633133,
-0.012050601653754711,
-0.03793516755104065,
-0.019568070769309998,
0.011513997800648212,
-0.04806819558143616,
-0.005612481385469437,
-0.017923977226018906,
-0.04583890363574028,
-0.04095320776104927,
-0.0312747061252594,
-0.01803286001086235,
0.037477411329746246,
-0.04519658908247948,
0.004259953275322914,
0.050638724118471146,
-0.030407434329390526,
-0.023848306387662888,
-0.08192320168018341,
-0.016264816746115685,
-0.03900328278541565,
0.010990648530423641,
0.0054390886798501015,
-0.026192262768745422,
0.03249532729387283,
-0.03222065418958664,
-0.06910248100757599,
0.03694327548146248,
0.035044413059949875,
-0.03951546549797058,
0.07249579578638077,
0.02202807180583477,
-0.04599740728735924,
-0.0015677724732086062,
0.057716161012649536,
-0.06868898123502731,
0.02570152096450329,
0.0047883326187729836,
0.031355008482933044,
0.018455974757671356,
0.02232412062585354,
-0.008291366510093212,
-0.04565997049212456,
-0.022080525755882263,
-0.061858635395765305,
-0.00904877856373787,
-0.00423730444163084,
0.053959012031555176
] |
Declan/Reuters_model_v5 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- no
tags:
- translation
license: apache-2.0
---
### nor-nor
* source group: Norwegian
* target group: Norwegian
* OPUS readme: [nor-nor](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-nor/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): nno nob
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nor/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nor/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nor/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.nor | 58.4 | 0.784 |
### System Info:
- hf_name: nor-nor
- source_languages: nor
- target_languages: nor
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-nor/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'nob', 'nno'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nor/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-nor/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: nor
- short_pair: no-no
- chrF2_score: 0.784
- bleu: 58.4
- brevity_penalty: 0.988
- ref_len: 6351.0
- src_name: Norwegian
- tgt_name: Norwegian
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: no
- prefer_old: False
- long_pair: nor-nor
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.006793338339775801,
-0.023915767669677734,
-0.0057326992973685265,
0.04099337384104729,
0.045326631516218185,
0.013117528520524502,
-0.010858308523893356,
-0.00687261251732707,
-0.07427886873483658,
0.062143489718437195,
0.010794027708470821,
-0.025009609758853912,
-0.0124049698933959,
0.050168607383966446,
-0.03399898111820221,
-0.031737685203552246,
-0.02503448911011219,
-0.018079685047268867,
-0.037138037383556366,
-0.03413373604416847,
0.0010939394123852253,
0.012372796423733234,
-0.01638813316822052,
0.027302177622914314,
0.003014314454048872,
0.02595621533691883,
-0.02416156232357025,
0.033369921147823334,
0.025466883555054665,
-0.06093868985772133,
-0.015529157593846321,
-0.012799344956874847,
-0.04108578711748123,
-0.00654200091958046,
-0.027366286143660545,
-0.00435486389324069,
-0.011241298168897629,
0.004047587048262358,
0.06616584211587906,
0.05054967850446701,
-0.012918621301651001,
0.00918685831129551,
-0.023524045944213867,
-0.04937627911567688,
0.034036118537187576,
0.009791643358767033,
-0.042851731181144714,
-0.004443129990249872,
0.02077302522957325,
-0.03580840677022934,
-0.04495682939887047,
-0.06139983981847763,
-0.01769234798848629,
0.013369978405535221,
-0.015738002955913544,
0.0018868580227717757,
-0.08203092217445374,
-0.011751721613109112,
0.06885446608066559,
-0.0530594177544117,
-0.028188947588205338,
0.004766522906720638,
-0.04920407384634018,
0.015109880827367306,
0.04071984440088272,
-0.035136450082063675,
-0.00649366294965148,
-0.03406134620308876,
0.03547441214323044,
-0.029864298179745674,
0.035896893590688705,
-0.047816891223192215,
0.016162848100066185,
-0.06577347218990326,
-0.028975214809179306,
-0.012721419334411621,
0.030175279825925827,
0.030174877494573593,
-0.03558596968650818,
0.05319559946656227,
0.0085679329931736,
-0.02505490742623806,
0.015669098123908043,
-0.017663968726992607,
-0.02177397906780243,
0.04857446625828743,
-0.0253475122153759,
-0.01564617082476616,
0.01378736924380064,
0.04362516105175018,
-0.05871232599020004,
-0.027958521619439125,
-0.011286964640021324,
-0.02499581128358841,
-0.008557546883821487,
0.04455091804265976,
0.052309971302747726,
-0.027980240061879158,
0.018530046567320824,
0.02517111226916313,
0.027129141613841057,
0.0440862812101841,
0.011192940175533295,
0.05451872944831848,
-0.016359297558665276,
-0.0047586942091584206,
-0.021237606182694435,
-0.02906813845038414,
-0.054456546902656555,
0.021388636901974678,
0.01820535399019718,
-0.03471486270427704,
-0.011927064508199692,
0.03813434764742851,
0.016871323809027672,
-0.013919202610850334,
0.052191998809576035,
-0.0305566918104887,
-0.05718483030796051,
-0.0550960898399353,
0.06059109419584274,
0.01619551330804825,
-0.007083035074174404,
0.018368562683463097,
-0.04947485774755478,
0.02925962395966053,
-0.04346407949924469,
-0.043481141328811646,
0.013586798682808876,
0.017740871757268906,
-0.01624671183526516,
0.019970234483480453,
0.04141482710838318,
-0.07912648469209671,
0.016103051602840424,
-0.017803169786930084,
-0.04092484340071678,
0.060092002153396606,
0.008990788832306862,
0.11637350916862488,
-0.03372172638773918,
-0.04247959703207016,
0.014997054822742939,
0.015418646857142448,
-0.0076958192512393,
-0.0014395626494660974,
-0.003455307800322771,
-0.026240170001983643,
-0.004412579350173473,
-0.013447297737002373,
0.05087203532457352,
-0.06364443898200989,
0.006397806573659182,
0.0658101961016655,
0.002805697964504361,
0.03626040741801262,
-0.04758404940366745,
-0.022982362657785416,
0.0006737454677931964,
-0.022224176675081253,
-0.03464416414499283,
0.03376132622361183,
0.0083950599655509,
-0.019267965108156204,
-0.04046906530857086,
-0.04830346256494522,
0.015091144479811192,
0.0587606281042099,
-0.0029842685908079147,
-0.018807226791977882,
-0.034821800887584686,
-0.004910714458674192,
0.04827915504574776,
0.02742043510079384,
-0.021117474883794785,
0.03831140324473381,
0.06180775910615921,
0.015964340418577194,
0.0009314199560321867,
0.07600890845060349,
0.015189209952950478,
-0.0464472733438015,
-0.03576025366783142,
0.014748373068869114,
0.027473175898194313,
-0.02200789377093315,
0.021640928462147713,
0.02887798845767975,
-0.007013444323092699,
-0.03419570252299309,
-0.020712915807962418,
0.057972509413957596,
-0.000054370877478504553,
0.0041890693828463554,
0.010752597823739052,
-0.02341269701719284,
-0.028573686257004738,
0.05990816652774811,
-0.002953038550913334,
-0.0144586730748415,
-0.037532880902290344,
-0.013578533194959164,
0.02939239703118801,
0.005054136272519827,
0.041432347148656845,
0.03348925709724426,
-0.020042359828948975,
0.09565360099077225,
-0.027804723009467125,
-0.0038782376796007156,
-0.03826764225959778,
-0.04752510040998459,
0.01584651507437229,
0.06769232451915741,
0.04125966504216194,
0.033884670585393906,
0.008452223613858223,
-0.05701300874352455,
0.025869229808449745,
0.07179860770702362,
0.07074305415153503,
0.014905531890690327,
-0.03759509697556496,
0.004487545229494572,
0.01223940309137106,
0.03903437405824661,
-0.05151503533124924,
-0.05216704308986664,
0.0213868897408247,
0.05847657844424248,
-0.026570167392492294,
0.014831684529781342,
-0.016196932643651962,
0.011500085704028606,
-0.05024030804634094,
-0.06520995497703552,
0.04215492680668831,
0.020975951105356216,
-0.0076125552877783775,
0.020095350220799446,
0.0008940627449192107,
0.013212081976234913,
0.029118869453668594,
0.00841124914586544,
-0.005755761172622442,
-0.040929701179265976,
0.008464804850518703,
-0.001560378703288734,
0.03350420668721199,
-0.031060518696904182,
0.02654845267534256,
-0.01569455862045288,
0.014581076800823212,
0.03970780596137047,
-0.04897212237119675,
0.018495500087738037,
0.01680121384561062,
0.022434862330555916,
-0.04468348249793053,
0.019813068211078644,
0.005222757812589407,
0.041598133742809296,
0.056130118668079376,
0.0019754343666136265,
0.05804874375462532,
-0.003952407278120518,
0.058335740119218826,
0.08535449951887131,
0.026497239246964455,
0.03863207995891571,
0.03904931992292404,
0.06075572595000267,
0.0029797565657645464,
-0.02427104115486145,
0.04090398922562599,
-0.05467690899968147,
0.01860021986067295,
-0.04341118410229683,
0.03336396440863609,
0.004978946875780821,
0.004639782942831516,
0.031145548447966576,
-0.0037978002801537514,
-0.036032967269420624,
-0.009194066748023033,
-0.02795490249991417,
-0.019202398136258125,
0.0568065419793129,
0.010414534248411655,
0.009224751964211464,
0.005453391466289759,
-0.0011946711456403136,
0.035126231610774994,
-0.07944012433290482,
-0.047496963292360306,
0.01471380889415741,
-0.03141685947775841,
-0.0033429611939936876,
-0.07825314998626709,
-0.021907350048422813,
-0.05614167079329491,
-0.034333713352680206,
0.026729749515652657,
0.03726983442902565,
0.009047899395227432,
-0.0109578100964427,
0.02243504859507084,
-0.05295243114233017,
-0.024082593619823456,
-0.06312715262174606,
-0.03943585976958275,
-0.05625443533062935,
-0.0637114942073822,
0.026680877432227135,
0.037278637290000916,
0.02316344529390335,
-0.00419186195358634,
0.012733505107462406,
-0.015008191578090191,
-0.038347259163856506,
0.07615654915571213,
0.026452267542481422,
-0.019004570320248604,
-0.0196167454123497,
0.04150893911719322,
-0.0015865720342844725,
0.010317821055650711,
-0.0026308242231607437,
-0.038924138993024826,
0.06982170790433884,
0.07519929111003876,
0.02531260997056961,
0.022391119971871376,
-0.005920544732362032,
-0.062436897307634354,
-0.04492294415831566,
-0.03859382122755051,
-0.06467203795909882,
-0.0016109172720462084,
-0.01925252005457878,
-0.03996816277503967,
-0.009756932035088539,
-0.040442485362291336,
-0.009485348127782345,
-0.021723546087741852,
0.00978667102754116,
0.05179238319396973,
0.05392133817076683,
0.036013856530189514,
0.04666312038898468,
-0.020579874515533447,
-0.03289194032549858,
0.06595738977193832,
-0.027121011167764664,
0.02161252312362194,
-0.07268688082695007,
-0.010114419274032116,
0.04596441984176636,
-0.0023625842295587063,
0.005275272764265537,
-0.0054383729584515095,
0.08423266559839249,
-0.007281778380274773,
-0.009647868573665619,
0.005881816148757935,
-0.012315504252910614,
-0.01653728447854519,
0.010990452021360397,
-0.00983314961194992,
-0.02813590317964554,
-0.03393077477812767,
-0.02437678351998329,
0.003860587254166603,
0.04107862338423729,
-0.06843282282352448,
-0.054779838770627975,
-0.018578967079520226,
0.03578896448016167,
0.007898618467152119,
-0.0005825337721034884,
-0.029456041753292084,
0.013692199252545834,
-0.03055218793451786,
-0.016057532280683517,
0.007327111903578043,
0.013954267837107182,
0.0059113884344697,
0.04459986835718155,
0.04580415040254593,
-0.030456453561782837,
0.046673163771629333,
0.0502292737364769,
0.04872135445475578,
0.023565582931041718,
-0.02649257518351078,
0.020077291876077652,
-0.020598337054252625,
0.02003246359527111,
-0.014341400936245918,
-0.0413089245557785,
-0.05049576982855797,
-0.06962083280086517,
-0.0008018436492420733,
0.019444923847913742,
-0.031006956472992897,
-0.013398922048509121,
0.0385289341211319,
-0.015040472149848938,
-0.005320272408425808,
-0.011044559068977833,
0.01455395296216011,
0.036147590726614,
-0.0554046556353569,
0.045693933963775635,
-0.023572927340865135,
0.01809801533818245,
-0.0483839325606823,
-0.0060403370298445225,
-0.025541462004184723,
-0.01792607270181179,
-0.003015177557244897,
0.046165674924850464,
0.036133214831352234,
0.03698039427399635,
0.0679902732372284,
0.0407918356359005,
-0.026349954307079315,
0.0566154308617115,
0.026833301410079002,
0.007637294940650463,
-0.04165847599506378,
-0.00716011505573988,
-0.015477070584893227,
-0.06344340741634369,
0.0020230135414749384,
-0.0340254120528698,
0.013274971395730972,
0.025234756991267204,
0.03104492649435997,
-0.018576042726635933,
-0.0043831137008965015,
-0.013944721780717373,
-0.04522458836436272,
-0.06245771050453186,
-0.04982057958841324,
0.001028503174893558,
-0.009053751826286316,
0.030268196016550064,
0.042410749942064285,
-0.0016087983967736363,
0.057080723345279694,
0.05828817933797836,
-0.026791876181960106,
-0.03770964592695236,
0.030885256826877594,
0.027015753090381622,
-0.026977062225341797,
-0.06140808388590813,
-0.049521300941705704,
0.05704263597726822,
0.051773492246866226,
-0.02872570976614952,
-0.0811094269156456,
0.0060704234056174755,
0.05423639714717865,
-0.03434506431221962,
0.06763620674610138,
-0.028349654749035835,
0.05043588951230049,
0.04504344239830971,
-0.020864734426140785,
0.01132491696625948,
-0.04821663722395897,
0.021009644493460655,
-0.001500414335168898,
0.03444097936153412,
-0.009641479700803757,
-0.026038171723484993,
-0.08846590667963028,
0.008960677310824394,
0.03842086344957352,
0.07237868756055832,
0.04474131762981415,
-0.01973585970699787,
-0.062218401581048965,
0.0101247513666749,
0.024715743958950043,
-0.08463682979345322,
0.023036601021885872,
0.03650391101837158,
0.044840019196271896,
-0.05791328102350235,
-0.06785459071397781,
-0.012598220258951187,
-0.007694178726524115,
0.04398268833756447,
0.0026213498786091805,
-0.028942370787262917,
-0.0408376082777977,
0.020306559279561043,
-0.00490109296515584,
-0.0173531174659729,
-0.08528543263673782,
0.04079466313123703,
-0.028712760657072067,
-0.010818361304700375,
0.024942534044384956,
0.03326103463768959,
0.016809536144137383,
0.04889973998069763,
-0.005255867727100849,
0.030349109321832657,
-0.04629792645573616,
0.02227131836116314,
-0.021390777081251144,
-0.007878949865698814,
-0.02306118980050087,
-0.046221740543842316,
-0.024558572098612785,
-0.015011909417808056,
-0.05794326215982437,
-0.04250747337937355,
-0.034266889095306396,
0.02460664138197899,
-0.013291231356561184,
-0.008738279342651367,
-0.011685863137245178,
0.046684857457876205,
-0.02150369994342327,
-0.030261114239692688,
-0.016078023239970207,
-0.052658773958683014,
-0.06292963773012161,
-0.037766966968774796,
0.01651747338473797,
0.024146949872374535,
0.026448681950569153,
0.02586081065237522,
-0.0071421340107917786,
0.02615962363779545,
0.013621076941490173,
-0.02052256651222706,
0.029163362458348274,
-0.006770967971533537,
-0.04182520881295204,
-0.04117540270090103,
0.013741214759647846,
0.02281229943037033,
0.043184731155633926,
-0.05429041013121605,
0.03733003884553909,
0.02008073963224888,
-0.036639537662267685,
-0.015736181288957596,
-0.0008979341364465654,
0.04506587237119675,
-0.05980982258915901,
-0.0639544278383255,
0.01684826985001564,
-0.05166720226407051,
0.018804945051670074,
-0.016512127593159676,
-0.014864373952150345,
0.005519752856343985,
0.02525055594742298,
0.03605150803923607,
0.01153984759002924,
-0.03144069015979767,
0.014508205465972424,
0.003505002474412322,
-0.0048340559005737305,
-0.058134447783231735,
0.034109633415937424,
-0.01374073140323162,
0.022412287071347237,
0.0014065412105992436,
-0.009786547161638737,
-0.022181261330842972,
0.02663201279938221,
0.00111271848436445,
-0.01448255404829979,
-0.011828322894871235,
0.0188591405749321,
-0.0488676019012928,
0.042012784630060196,
0.010012397542595863,
0.0005566530744545162,
-0.020015493035316467,
0.04169560223817825,
-0.04761965200304985,
-0.021597981452941895,
-0.03616388887166977,
0.0030524481553584337,
-0.02408752404153347,
-0.0007691151695325971,
0.0074257925152778625,
-0.05305689945816994,
0.03205178678035736,
0.04376339539885521,
0.005613132379949093,
0.018302302807569504,
-0.014399038627743721,
0.00021588428353425115,
-0.005899546667933464,
-0.03914232924580574,
-0.014125204645097256,
-0.037613898515701294,
-0.007185561116784811,
-0.019961146637797356,
0.0674143061041832,
0.02812984399497509,
-0.039101067930459976,
-0.04458983615040779,
0.059459615498781204,
0.03996260091662407,
0.0006447844789363444,
-0.00022100501519162208,
0.04751839116215706,
0.030667927116155624,
0.06083567813038826,
-0.03176809474825859,
-0.016914041712880135,
-0.017568623647093773,
-0.03807159885764122,
0.02653425559401512,
-0.01105918176472187,
0.018192466348409653,
-0.012607108801603317,
-0.039062101393938065,
-0.030061857774853706,
0.07326576113700867,
0.02212144248187542,
-0.009541614912450314,
0.02115717902779579,
-0.032150112092494965,
-0.0031346853356808424,
0.03918490186333656,
-0.05969008430838585,
0.00815371423959732,
0.03579095005989075,
-0.05016621574759483,
0.06561123579740524,
-0.02312602661550045,
0.03411930799484253,
0.04485100880265236,
0.0011184692848473787,
0.006329038646072149,
0.0416492223739624,
-0.03251134976744652,
0.006981730926781893,
0.0456986129283905,
-0.06454109400510788,
-0.0005237423465587199,
-0.010607979260385036,
0.06471478193998337,
-0.07288245111703873,
0.05047643557190895,
0.05198057368397713,
-0.00019670203619170934,
0.007248809561133385,
-0.027169084176421165,
-0.022857071831822395,
0.02939177118241787,
-0.03484758734703064,
0.081837959587574,
0.0317472480237484,
-0.06224024295806885,
0.07416529953479767,
0.01998370885848999,
-0.08378031104803085,
0.06068801507353783,
0.05513327196240425,
0.030702024698257446,
0.03700605034828186,
0.0766463577747345,
-0.05569891631603241,
0.014664643444120884,
-0.019113924354314804,
0.020967908203601837,
-0.08235622197389603,
0.002465132623910904,
0.006996880751103163,
-0.028947867453098297,
-0.03863824903964996,
0.03752296417951584,
-0.03532750532031059,
0.03483019769191742,
0.01526425126940012,
-0.057782500982284546,
-0.036684226244688034,
0.02110031247138977,
0.04602910950779915,
-0.020075330510735512,
0.00897692795842886,
-0.03673935681581497,
0.02292269840836525,
0.01932717114686966,
-0.015948329120874405,
-0.06115369498729706,
0.0006755559588782489,
0.029875658452510834,
-0.05513239651918411,
-0.012746305204927921,
0.014477349817752838,
-0.005140771623700857,
-0.02174307219684124,
0.06108599156141281,
0.008653534576296806,
0.02756267599761486,
0.030640900135040283,
-0.024720080196857452,
0.03684579208493233,
-0.03337271884083748,
0.0020928005687892437,
-0.001487770932726562,
0.023343943059444427,
0.03221907839179039,
-0.008383425883948803,
0.03140123933553696,
0.034624747931957245,
0.05233007296919823,
-0.012774638831615448,
-0.040369126945734024,
-0.024232909083366394,
0.009628294967114925,
-0.04567156359553337,
-0.0037185908295214176,
-0.018898453563451767,
-0.049748312681913376,
-0.04476490989327431,
-0.03583730757236481,
-0.01782304421067238,
0.03344383090734482,
-0.04271828383207321,
0.0013729437487199903,
0.04676860570907593,
-0.031178737059235573,
-0.026110241189599037,
-0.0790182575583458,
-0.02176404744386673,
-0.034028954803943634,
0.010205806232988834,
0.005996431224048138,
-0.02497521974146366,
0.029337408021092415,
-0.025233732536435127,
-0.06774035096168518,
0.03715139254927635,
0.03965787589550018,
-0.0333515889942646,
0.06651778519153595,
0.02695835568010807,
-0.04541541635990143,
-0.006477078888565302,
0.05758140608668327,
-0.06548941880464554,
0.028862806037068367,
-0.0030845890287309885,
0.03358062729239464,
0.020597709342837334,
0.023061510175466537,
-0.010837803594768047,
-0.03525133430957794,
-0.02385844476521015,
-0.04990227520465851,
-0.005667653400450945,
-0.006544130854308605,
0.06122932955622673
] |
Declan/Reuters_model_v6 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
language:
- no
- pl
tags:
- translation
license: apache-2.0
---
### nor-pol
* source group: Norwegian
* target group: Polish
* OPUS readme: [nor-pol](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-pol/README.md)
* model: transformer-align
* source language(s): nob
* target language(s): pol
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-pol/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-pol/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-pol/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.pol | 20.9 | 0.455 |
### System Info:
- hf_name: nor-pol
- source_languages: nor
- target_languages: pol
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-pol/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'pl']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'pol'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-pol/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-pol/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: pol
- short_pair: no-pl
- chrF2_score: 0.455
- bleu: 20.9
- brevity_penalty: 0.941
- ref_len: 1828.0
- src_name: Norwegian
- tgt_name: Polish
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: pl
- prefer_old: False
- long_pair: nor-pol
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.008063632994890213,
-0.030731501057744026,
-0.011225390248000622,
0.03322196379303932,
0.04511459544301033,
0.008742723613977432,
-0.00583108002319932,
-0.0015263563254848123,
-0.08081722259521484,
0.060514118522405624,
0.014258925803005695,
-0.025654228404164314,
-0.020934555679559708,
0.052896421402692795,
-0.026031259447336197,
-0.03565822169184685,
-0.01880842261016369,
-0.015803536400198936,
-0.039356403052806854,
-0.029992971569299698,
-0.0021073222160339355,
0.014305589720606804,
-0.02485358901321888,
0.025610510259866714,
0.009153768420219421,
0.027366966009140015,
-0.02540634758770466,
0.03771773725748062,
0.009022781625390053,
-0.06517115980386734,
-0.017496131360530853,
-0.008743777871131897,
-0.03922655060887337,
0.000024695023967069574,
-0.021283119916915894,
-0.008660376071929932,
-0.019123345613479614,
0.005387741606682539,
0.06033613532781601,
0.054666370153427124,
-0.00930081307888031,
0.011372337117791176,
-0.04050341993570328,
-0.05373106896877289,
0.03633558750152588,
0.0077994633466005325,
-0.05026674643158913,
-0.014232714660465717,
0.030345359817147255,
-0.030432244762778282,
-0.042268525809049606,
-0.07089000940322876,
-0.01639285311102867,
0.0011179170105606318,
-0.021585991606116295,
0.0008834624895825982,
-0.0932236909866333,
-0.0004366384819149971,
0.06461888551712036,
-0.05341256782412529,
-0.034058183431625366,
0.009003380313515663,
-0.058926090598106384,
0.009144138544797897,
0.04025967791676521,
-0.029155157506465912,
-0.01196661964058876,
-0.03629538044333458,
0.03287419304251671,
-0.02200515754520893,
0.03920304775238037,
-0.04753388091921806,
0.02884877286851406,
-0.06567014008760452,
-0.022606471553444862,
-0.01103499811142683,
0.027448995038866997,
0.02592298574745655,
-0.030840391293168068,
0.05341899022459984,
0.014273582957684994,
-0.014149738475680351,
0.012879756279289722,
-0.018537214025855064,
-0.025177907198667526,
0.04079698026180267,
-0.023630933836102486,
-0.02483140490949154,
0.015737906098365784,
0.04285996034741402,
-0.05066782236099243,
-0.033732958137989044,
-0.014081405475735664,
-0.030058778822422028,
-0.01039791852235794,
0.034212857484817505,
0.056124474853277206,
-0.03418915346264839,
0.020075222477316856,
0.0349622443318367,
0.02877599000930786,
0.031107988208532333,
-0.0010361932218074799,
0.05669231712818146,
-0.013264804147183895,
-0.00358102866448462,
-0.01322814729064703,
-0.02412855625152588,
-0.05526869744062424,
0.01719437539577484,
0.02158959209918976,
-0.03244069963693619,
-0.018273187801241875,
0.035883743315935135,
0.010104685090482235,
-0.0140857407823205,
0.04749637097120285,
-0.026633283123373985,
-0.05022856593132019,
-0.04836578294634819,
0.055824730545282364,
0.018657946959137917,
-0.007733623962849379,
0.031106319278478622,
-0.0529884472489357,
0.02815723791718483,
-0.046322889626026154,
-0.03913049399852753,
0.01185920275747776,
0.015752455219626427,
-0.010284014977514744,
0.018174942582845688,
0.043836336582899094,
-0.08512406051158905,
0.02293931506574154,
-0.014064137823879719,
-0.03900593891739845,
0.05103946849703789,
-0.0010248626349493861,
0.12770946323871613,
-0.03914334997534752,
-0.03032570332288742,
0.013042356818914413,
0.004214687738567591,
-0.00999956764280796,
-0.0018915047403424978,
-0.0008988735498860478,
-0.028020590543746948,
-0.0008063361747190356,
-0.016396019607782364,
0.05010031536221504,
-0.06837691366672516,
0.00038416479947045445,
0.06807324290275574,
0.0060753365978598595,
0.019520336762070656,
-0.04551214724779129,
-0.03268630802631378,
0.003620781935751438,
-0.028174621984362602,
-0.03429008275270462,
0.031990330666303635,
0.007228650152683258,
-0.019393909722566605,
-0.04185571148991585,
-0.047142963856458664,
0.023510988801717758,
0.06694154441356659,
-0.006733850575983524,
-0.02383124642074108,
-0.029594983905553818,
-0.009066174738109112,
0.05848117545247078,
0.0306318998336792,
-0.03017767146229744,
0.03608260676264763,
0.0546843558549881,
0.009198176674544811,
0.01583472080528736,
0.0690910592675209,
0.015436621382832527,
-0.03835092857480049,
-0.04556538164615631,
0.017577357590198517,
0.03354042023420334,
-0.019902875646948814,
0.018959831446409225,
0.024987321346998215,
-0.0030934324022382498,
-0.0354621522128582,
-0.009421003982424736,
0.06093136593699455,
-0.0032646225299686193,
0.010287516750395298,
0.011810369789600372,
-0.02657819353044033,
-0.02238665334880352,
0.05418920889496803,
0.0018065201584249735,
-0.009344249963760376,
-0.04346226900815964,
-0.02817719615995884,
0.03324856609106064,
0.011503882706165314,
0.04405099153518677,
0.03213735297322273,
-0.026675786823034286,
0.09660366177558899,
-0.02886015921831131,
-0.00014424178516492248,
-0.04111893102526665,
-0.04746490716934204,
0.008853285573422909,
0.0714743584394455,
0.03491004928946495,
0.03869955614209175,
-0.0027062587905675173,
-0.059345319867134094,
0.031912822276353836,
0.06706304103136063,
0.06955894827842712,
0.00791214406490326,
-0.03847803547978401,
0.004938487429171801,
0.00829750020056963,
0.043368034064769745,
-0.0437438078224659,
-0.04805256798863411,
0.01054965890944004,
0.055697064846754074,
-0.029240354895591736,
0.018010472878813744,
-0.018915537744760513,
0.01646057330071926,
-0.04426352679729462,
-0.05003112554550171,
0.03809817135334015,
0.01180453971028328,
-0.0018436083337292075,
0.01170069444924593,
-0.011641687713563442,
0.013840558007359505,
0.015973590314388275,
0.004906350281089544,
-0.015616356395184994,
-0.042673323303461075,
0.006781833246350288,
0.0009956986177712679,
0.03366401419043541,
-0.04041328281164169,
0.01673414185643196,
-0.0171294417232275,
0.012936444021761417,
0.03213591128587723,
-0.04620743170380592,
0.02315027080476284,
0.018027663230895996,
0.02898281440138817,
-0.03571758419275284,
0.01686025597155094,
0.006395351141691208,
0.036263033747673035,
0.05771086737513542,
0.006222010124474764,
0.04824452102184296,
-0.004517394118010998,
0.05816666781902313,
0.09447266161441803,
0.027789758518338203,
0.03467154502868652,
0.043922241777181625,
0.06300593912601471,
0.0064903730526566505,
-0.013085694052278996,
0.03524398431181908,
-0.05873890593647957,
0.012267419137060642,
-0.03777158260345459,
0.025990096852183342,
0.0026088268496096134,
-0.00008741157944314182,
0.031227586790919304,
-0.008587347343564034,
-0.03358915075659752,
-0.003972395323216915,
-0.030821816995739937,
-0.021345704793930054,
0.05200425162911415,
0.00517755001783371,
0.006740204058587551,
0.004759639035910368,
-0.0013551227748394012,
0.029233690351247787,
-0.07409466058015823,
-0.06485729664564133,
0.016331395134329796,
-0.0303433109074831,
0.0036008472088724375,
-0.07694734632968903,
-0.017421068623661995,
-0.0613308884203434,
-0.036282069981098175,
0.02707582712173462,
0.04176997393369675,
0.008088966831564903,
-0.01751048117876053,
0.010080061852931976,
-0.04204997047781944,
-0.03972957655787468,
-0.06058125197887421,
-0.03181735426187515,
-0.05864924192428589,
-0.05802999809384346,
0.026045074686408043,
0.022557750344276428,
0.02042565308511257,
-0.007598565891385078,
0.015356821939349174,
-0.02374524623155594,
-0.03418887034058571,
0.08145608752965927,
0.03377218917012215,
-0.019878696650266647,
-0.019694887101650238,
0.04325425624847412,
0.008675822988152504,
0.023369133472442627,
0.0018943295581266284,
-0.03686509281396866,
0.06639915704727173,
0.07612712681293488,
0.027372732758522034,
0.025577178224921227,
0.006515056826174259,
-0.06587546318769455,
-0.03828539326786995,
-0.04543931037187576,
-0.06687843799591064,
-0.005119253881275654,
-0.025937071070075035,
-0.04510408267378807,
-0.011554742231965065,
-0.046858303248882294,
-0.001454337383620441,
-0.02042427472770214,
0.011169074103236198,
0.048237573355436325,
0.054367102682590485,
0.040271833539009094,
0.04679129645228386,
-0.019087500870227814,
-0.02950502559542656,
0.06053273379802704,
-0.02523563988506794,
0.012592430226504803,
-0.07127244025468826,
-0.010821494273841381,
0.030857538804411888,
-0.007716656196862459,
0.0001309037470491603,
-0.01154395379126072,
0.08641926199197769,
-0.004530150443315506,
-0.009630648419260979,
0.005870548076927662,
-0.019035769626498222,
-0.02445427142083645,
0.005172615870833397,
-0.014945726841688156,
-0.02320285327732563,
-0.033845774829387665,
-0.023301810026168823,
0.00765427527949214,
0.04452462121844292,
-0.08028746396303177,
-0.058892082422971725,
-0.01533077284693718,
0.04111364483833313,
0.0057774693705141544,
-0.0030491561628878117,
-0.029085878282785416,
0.004880035761743784,
-0.025814710184931755,
-0.019139917567372322,
0.006587819661945105,
0.016114549711346626,
0.001883509918116033,
0.03914368525147438,
0.03812219202518463,
-0.037611834704875946,
0.043417368084192276,
0.04532574489712715,
0.053718045353889465,
0.027706222608685493,
-0.022746743634343147,
0.009756908752024174,
-0.02168920449912548,
0.022882889956235886,
-0.01266608014702797,
-0.03999079763889313,
-0.046524953097105026,
-0.0717986524105072,
-0.005740338936448097,
0.028313694521784782,
-0.023975180462002754,
-0.023838471621274948,
0.03876303508877754,
-0.008651827462017536,
-0.009576283395290375,
-0.011123842559754848,
0.0031825967598706484,
0.03740345686674118,
-0.06605708599090576,
0.05409567803144455,
-0.010460003279149532,
0.016329390928149223,
-0.04202531650662422,
-0.02495257370173931,
-0.023892752826213837,
-0.015152130275964737,
-0.0011023831320926547,
0.054374661296606064,
0.0557941310107708,
0.03984628990292549,
0.06733467429876328,
0.027964381501078606,
-0.022498704493045807,
0.048455189913511276,
0.03163835033774376,
-0.007171951700001955,
-0.03662321716547012,
-0.0041399202309548855,
-0.013340258039534092,
-0.06337780505418777,
-0.0012769507011398673,
-0.044740114361047745,
0.021643582731485367,
0.026796657592058182,
0.04241403564810753,
-0.0148933669552207,
-0.0026107796002179384,
-0.021677980199456215,
-0.05039440467953682,
-0.06014148145914078,
-0.04978084936738014,
0.002856708597391844,
-0.010718192905187607,
0.031226972118020058,
0.050612881779670715,
-0.0039750393480062485,
0.03834976255893707,
0.050422992557287216,
-0.020591218024492264,
-0.04025482013821602,
0.020972823724150658,
0.021683422848582268,
-0.032293736934661865,
-0.06253279000520706,
-0.05385488644242287,
0.05404452607035637,
0.051211681216955185,
-0.013346338644623756,
-0.08615603297948837,
0.008408427238464355,
0.04635009542107582,
-0.037641461938619614,
0.06861687451601028,
-0.024535980075597763,
0.0489865280687809,
0.04511478170752525,
-0.01335850264877081,
-0.0035601407289505005,
-0.03846566006541252,
0.020168952643871307,
0.005675347987562418,
0.049505796283483505,
-0.0073216818273067474,
-0.023188965395092964,
-0.09285259246826172,
0.012773940339684486,
0.040131282061338425,
0.07514505833387375,
0.04223361238837242,
-0.02341563254594803,
-0.062454551458358765,
0.0083695687353611,
0.025295523926615715,
-0.1013197973370552,
0.027878792956471443,
0.03522230312228203,
0.040815796703100204,
-0.04945556819438934,
-0.07502075284719467,
-0.004180799704045057,
-0.01429224293678999,
0.03465147316455841,
-0.0034592379815876484,
-0.020443283021450043,
-0.042032886296510696,
0.024452779442071915,
-0.0010397146688774228,
-0.028498776257038116,
-0.08459477126598358,
0.035615794360637665,
-0.02821047231554985,
-0.01112265232950449,
0.018320845440030098,
0.03592488914728165,
0.013150593265891075,
0.05763073265552521,
-0.01704101637005806,
0.024225052446126938,
-0.03770723193883896,
0.017405498772859573,
-0.021266769617795944,
-0.016978690400719643,
-0.01882638782262802,
-0.04697519168257713,
-0.022729109972715378,
-0.013296385295689106,
-0.047750845551490784,
-0.042033564299345016,
-0.046482812613248825,
0.016266070306301117,
-0.006481541320681572,
-0.00808136910200119,
-0.010343087837100029,
0.05165046453475952,
-0.016383398324251175,
-0.024733224883675575,
-0.02039048820734024,
-0.061416905373334885,
-0.05803445354104042,
-0.04305100068449974,
0.014672795310616493,
0.01873353123664856,
0.03278111666440964,
0.033907294273376465,
-0.004381326958537102,
0.024625232443213463,
0.0188914705067873,
-0.021268421784043312,
0.03324197605252266,
0.004619817715138197,
-0.04080873727798462,
-0.041406016796827316,
0.017810598015785217,
0.02193666435778141,
0.042153581976890564,
-0.05780958756804466,
0.03915127366781235,
0.02425369992852211,
-0.039949752390384674,
-0.017846213653683662,
-0.006593173835426569,
0.05166466906666756,
-0.04780666530132294,
-0.07130845636129379,
0.0038819611072540283,
-0.05329877883195877,
0.020261447876691818,
0.0013907907996326685,
-0.017724808305501938,
0.004465810488909483,
0.02080557495355606,
0.03411683812737465,
0.013918611221015453,
-0.030227823182940483,
0.02103998325765133,
-0.008951385505497456,
-0.0008605325710959733,
-0.05202554538846016,
0.030298305675387383,
-0.010399147868156433,
0.02373463846743107,
-0.0004068393027409911,
-0.016728386282920837,
-0.030060315504670143,
0.021459881216287613,
0.004049191251397133,
-0.016608718782663345,
-0.017604392021894455,
0.019125748425722122,
-0.04662880301475525,
0.04388241469860077,
0.012857750989496708,
0.012349470518529415,
-0.017369935289025307,
0.04614577442407608,
-0.04244397580623627,
-0.019794272258877754,
-0.04549011215567589,
0.006229504011571407,
-0.03496357798576355,
0.0059975869953632355,
0.004838205873966217,
-0.050939369946718216,
0.015691058710217476,
0.029338758438825607,
0.00871952436864376,
0.020955659449100494,
-0.018878651782870293,
-0.010336088016629219,
-0.0076058716513216496,
-0.0350964330136776,
-0.010625508613884449,
-0.048012156039476395,
-0.01062897127121687,
-0.021946653723716736,
0.07283281534910202,
0.023560183122754097,
-0.033287178725004196,
-0.0544830858707428,
0.05261404439806938,
0.044394489377737045,
0.0008858387591317296,
0.007548935245722532,
0.0528341569006443,
0.039837732911109924,
0.059925734996795654,
-0.021973978728055954,
-0.010631059296429157,
-0.028072522953152657,
-0.04110268875956535,
0.0285018440335989,
-0.016994435340166092,
0.028208259493112564,
-0.015315275639295578,
-0.03537223860621452,
-0.032087597995996475,
0.06665544956922531,
0.016595588997006416,
0.0029530886095017195,
0.017132533714175224,
-0.020737314596772194,
0.009293581359088421,
0.04111934453248978,
-0.05216716229915619,
0.01496726181358099,
0.0386040173470974,
-0.046110060065984726,
0.07344404608011246,
-0.02338818833231926,
0.03547622263431549,
0.050197783857584,
-0.008453085087239742,
-0.0022424617782235146,
0.029674241319298744,
-0.022680599242448807,
-0.001117848907597363,
0.04161052405834198,
-0.04976281896233559,
-0.00995322410017252,
-0.01113736629486084,
0.061797041445970535,
-0.0787123441696167,
0.05670585855841637,
0.05731121078133583,
0.0031919407192617655,
0.007056960836052895,
-0.02314569428563118,
-0.023591868579387665,
0.019928907975554466,
-0.03510459512472153,
0.07024626433849335,
0.020526235923171043,
-0.05682135000824928,
0.07135827094316483,
0.010651150718331337,
-0.08313858509063721,
0.05243665352463722,
0.05001801252365112,
0.017028991132974625,
0.024761445820331573,
0.06963248550891876,
-0.05173720791935921,
0.008695608004927635,
-0.015217961743474007,
0.01492348313331604,
-0.0708746537566185,
0.0062432303093373775,
0.01296413317322731,
-0.03799991309642792,
-0.031068243086338043,
0.04410937428474426,
-0.0283368993550539,
0.03794637694954872,
0.023584140464663506,
-0.059340279549360275,
-0.039578914642333984,
0.023217160254716873,
0.046324264258146286,
-0.015084318816661835,
0.009638573043048382,
-0.04224780946969986,
0.0252450630068779,
0.01871042139828205,
-0.01987427845597267,
-0.05287856608629227,
-0.0054987771436572075,
0.02393588051199913,
-0.06273822486400604,
-0.02163909748196602,
-0.0012947408249601722,
-0.01026015542447567,
-0.030729783698916435,
0.06010723486542702,
0.005456785671412945,
0.017426157370209694,
0.03918325901031494,
-0.020644990727305412,
0.03937153518199921,
-0.03620445355772972,
-0.003302159486338496,
0.004316635429859161,
0.01658606342971325,
0.032300569117069244,
-0.008901567198336124,
0.03304757922887802,
0.0382862351834774,
0.04898140951991081,
-0.007795447949320078,
-0.038745980709791183,
-0.025639867410063744,
0.014194714836776257,
-0.058868274092674255,
0.0010028250981122255,
-0.009254159405827522,
-0.06113303452730179,
-0.04436182603240013,
-0.03247678652405739,
-0.008057614788413048,
0.03945782780647278,
-0.03264531493186951,
0.002449153224006295,
0.05468731001019478,
-0.028553208336234093,
-0.02237214520573616,
-0.07440812140703201,
-0.021737977862358093,
-0.03545708954334259,
0.020052839070558548,
0.008842305280268192,
-0.018029291182756424,
0.033717550337314606,
-0.026553288102149963,
-0.058416225016117096,
0.02861669845879078,
0.03176477551460266,
-0.03828730434179306,
0.06782147288322449,
0.021926824003458023,
-0.04556497931480408,
-0.004908430390059948,
0.06115352734923363,
-0.06480705738067627,
0.02834216132760048,
-0.0011122613213956356,
0.02740226686000824,
0.03145821765065193,
0.0223962664604187,
-0.0067702047526836395,
-0.03288901969790459,
-0.017065905034542084,
-0.041904840618371964,
-0.00913172960281372,
-0.00786440260708332,
0.05203796550631523
] |
Declan/Reuters_model_v8 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- no
- ru
tags:
- translation
license: apache-2.0
---
### nor-rus
* source group: Norwegian
* target group: Russian
* OPUS readme: [nor-rus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-rus/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): rus
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-rus/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-rus/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-rus/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.rus | 18.6 | 0.400 |
### System Info:
- hf_name: nor-rus
- source_languages: nor
- target_languages: rus
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-rus/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'ru']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'rus'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-rus/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-rus/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: rus
- short_pair: no-ru
- chrF2_score: 0.4
- bleu: 18.6
- brevity_penalty: 0.958
- ref_len: 10671.0
- src_name: Norwegian
- tgt_name: Russian
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: ru
- prefer_old: False
- long_pair: nor-rus
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.004866951145231724,
-0.031754523515701294,
-0.010692152194678783,
0.034637462347745895,
0.05090676620602608,
0.01738731376826763,
-0.01367071084678173,
-0.00590531388297677,
-0.08564648032188416,
0.059011783450841904,
0.01639915443956852,
-0.02606866881251335,
-0.011649020947515965,
0.05696294829249382,
-0.019842706620693207,
-0.028377195820212364,
-0.024168048053979874,
-0.01284732948988676,
-0.042851563543081284,
-0.028572870418429375,
-0.0029894376639276743,
0.01057050097733736,
-0.016459448263049126,
0.031600240617990494,
0.0018319173250347376,
0.03701307252049446,
-0.03150686249136925,
0.029223281890153885,
0.022282779216766357,
-0.06554444879293442,
-0.011954491026699543,
-0.012688587419688702,
-0.03647541254758835,
-0.005697540007531643,
-0.015093767084181309,
-0.007170635275542736,
-0.019280143082141876,
-0.00032782930065877736,
0.061882972717285156,
0.04686794802546501,
-0.007673981133848429,
0.001285608857870102,
-0.023288855329155922,
-0.05379657819867134,
0.031208975240588188,
0.009344561956822872,
-0.049732428044080734,
-0.0055223628878593445,
0.02827274799346924,
-0.027890164405107498,
-0.0347866490483284,
-0.06470927596092224,
-0.015884336084127426,
0.0022995437029749155,
-0.021092494949698448,
0.001998022198677063,
-0.0734010562300682,
-0.008769837208092213,
0.06663332879543304,
-0.05345207825303078,
-0.035189490765333176,
0.0046377587132155895,
-0.0523979589343071,
0.01866658218204975,
0.03950005769729614,
-0.030747799202799797,
-0.002443186705932021,
-0.043604183942079544,
0.031921666115522385,
-0.025011476129293442,
0.028295813128352165,
-0.041763681918382645,
0.02573784440755844,
-0.06989847123622894,
-0.022805538028478622,
-0.007523535285145044,
0.02150139957666397,
0.03701770305633545,
-0.03199915587902069,
0.054794345051050186,
0.006399082485586405,
-0.029141293838620186,
0.01536395214498043,
-0.020512545481324196,
-0.025080740451812744,
0.05145593360066414,
-0.02341783232986927,
-0.02419942431151867,
0.01113398652523756,
0.04923944175243378,
-0.0605505108833313,
-0.02854461967945099,
-0.012718550860881805,
-0.027339797466993332,
-0.0003183338849339634,
0.0511113703250885,
0.05741679668426514,
-0.036674864590168,
0.016492195427417755,
0.02466488443315029,
0.022848058491945267,
0.043247781693935394,
0.011686609126627445,
0.05535518378019333,
-0.008832227438688278,
-0.003993137273937464,
-0.018490321934223175,
-0.030095895752310753,
-0.05511026084423065,
0.01487528532743454,
0.026631787419319153,
-0.030821695923805237,
-0.013471581973135471,
0.031367454677820206,
0.010401954874396324,
-0.020139573141932487,
0.05305483937263489,
-0.026341447606682777,
-0.057819098234176636,
-0.05056755989789963,
0.054146792739629745,
0.01926196739077568,
-0.004044115077704191,
0.018163444474339485,
-0.04065144062042236,
0.027499275282025337,
-0.04799019545316696,
-0.03669624403119087,
0.009803984314203262,
0.023182297125458717,
-0.01026342622935772,
0.02201765961945057,
0.051254212856292725,
-0.08602140843868256,
0.013845175504684448,
-0.014561272226274014,
-0.039003901183605194,
0.061076175421476364,
-0.0034239296801388264,
0.12269212305545807,
-0.040747616440057755,
-0.03672688454389572,
0.013282637111842632,
0.018330931663513184,
-0.009242910891771317,
0.005670670885592699,
0.001956604653969407,
-0.0242485161870718,
-0.0011157182743772864,
-0.02118098735809326,
0.04741383343935013,
-0.05983154475688934,
-0.010229358449578285,
0.06342501193284988,
-0.0001754990080371499,
0.02265179343521595,
-0.04222347214818001,
-0.028524912893772125,
0.004666580818593502,
-0.030403967946767807,
-0.038427092134952545,
0.028874322772026062,
0.012016232125461102,
-0.019747259095311165,
-0.04063528776168823,
-0.04701342433691025,
0.022592386230826378,
0.06427246332168579,
-0.00037178906495682895,
-0.019944142550230026,
-0.029584849253296852,
-0.015464913100004196,
0.04948912933468819,
0.029923586174845695,
-0.02668246254324913,
0.03341500088572502,
0.04774346202611923,
0.008905197493731976,
0.010741427540779114,
0.06767069548368454,
0.012450099922716618,
-0.04322801157832146,
-0.03494305536150932,
0.01470999326556921,
0.026992587372660637,
-0.030625712126493454,
0.021737979725003242,
0.02491164393723011,
0.003349781036376953,
-0.037978287786245346,
-0.02418462373316288,
0.061997052282094955,
-0.00217806757427752,
0.002258943859487772,
0.014587837271392345,
-0.033731911331415176,
-0.03119656816124916,
0.06131865456700325,
0.003120452631264925,
-0.022438758984208107,
-0.037064339965581894,
-0.01612340472638607,
0.02629058249294758,
0.0067876605316996574,
0.03890962153673172,
0.042013414204120636,
-0.02665216289460659,
0.0978323221206665,
-0.02331828698515892,
-0.0011296204756945372,
-0.043214134871959686,
-0.04958195611834526,
0.01634182780981064,
0.06309902667999268,
0.03882823511958122,
0.047972120344638824,
0.008457053452730179,
-0.06013638898730278,
0.029477985575795174,
0.07375188171863556,
0.07794644683599472,
0.0009830769849941134,
-0.034610215574502945,
0.010736311785876751,
0.003783914027735591,
0.044767946004867554,
-0.041830845177173615,
-0.046900298446416855,
0.01739267073571682,
0.059134695678949356,
-0.02543618716299534,
0.01700059324502945,
-0.015037690289318562,
0.020248528569936752,
-0.03874420002102852,
-0.05712020769715309,
0.04421163722872734,
0.014647936448454857,
0.003678910667076707,
0.010772425681352615,
0.00009840567508945242,
0.014252443797886372,
0.021998189389705658,
0.009867683053016663,
-0.005015574861317873,
-0.04294014349579811,
0.00034712551860138774,
0.0023132239002734423,
0.029701393097639084,
-0.029590539634227753,
0.019376488402485847,
-0.009302048943936825,
0.006910122465342283,
0.028291452676057816,
-0.04992202669382095,
0.01802033744752407,
0.017584485933184624,
0.022746797651052475,
-0.04019581899046898,
0.008398185484111309,
-0.001640873379074037,
0.03859299048781395,
0.06090078502893448,
-0.005474352743476629,
0.051128286868333817,
0.0000805434538051486,
0.05233919993042946,
0.10222700238227844,
0.02942093461751938,
0.036933887749910355,
0.03621651604771614,
0.0639631450176239,
0.009485903196036816,
-0.015850525349378586,
0.04208334907889366,
-0.057472847402095795,
0.011675347574055195,
-0.04545115306973457,
0.02743537351489067,
-0.003948955796658993,
0.0037290342152118683,
0.03256465122103691,
-0.012287373654544353,
-0.029649632051587105,
-0.01203428115695715,
-0.027819177135825157,
-0.022947587072849274,
0.05145103856921196,
0.018442802131175995,
0.008769542910158634,
-0.0017294270219281316,
-0.016228651627898216,
0.022447936236858368,
-0.07880114763975143,
-0.053676389157772064,
0.017523830756545067,
-0.02748195268213749,
0.0004367782676126808,
-0.07450814545154572,
-0.026518747210502625,
-0.05459882318973541,
-0.03591412678360939,
0.02549232542514801,
0.0424523763358593,
0.0024921309668570757,
-0.01368137076497078,
0.015324808657169342,
-0.041304707527160645,
-0.021874109283089638,
-0.06364289671182632,
-0.03346461430191994,
-0.04732834920287132,
-0.059315163642168045,
0.02283521555364132,
0.03137841448187828,
0.018813923001289368,
-0.011636975221335888,
0.013960647396743298,
-0.013638353906571865,
-0.032677389681339264,
0.07101738452911377,
0.031424690037965775,
-0.015877733007073402,
-0.029260722920298576,
0.04734525457024574,
0.002867909613996744,
0.009885874576866627,
-0.0005709032411687076,
-0.04100040718913078,
0.06637845933437347,
0.076853446662426,
0.024059442803263664,
0.02390245720744133,
0.004448250401765108,
-0.06459768116474152,
-0.045125868171453476,
-0.0370403490960598,
-0.06993140280246735,
-0.007288337219506502,
-0.0288527961820364,
-0.046462878584861755,
-0.012650434859097004,
-0.032191962003707886,
-0.000757463916670531,
-0.018554221838712692,
0.001605421188287437,
0.053072329610586166,
0.05204854905605316,
0.0359049029648304,
0.04545276239514351,
-0.024266153573989868,
-0.026157621294260025,
0.06565350294113159,
-0.01736130192875862,
0.016025148332118988,
-0.07174553722143173,
-0.006406547036021948,
0.03152693435549736,
-0.00024204707005992532,
0.0035903658717870712,
-0.010293069295585155,
0.07657583057880402,
-0.009299603290855885,
-0.0032659005373716354,
0.009431292302906513,
-0.020042601972818375,
-0.015576786361634731,
0.007596632931381464,
-0.006526897195726633,
-0.024935312569141388,
-0.0378367081284523,
-0.03413970768451691,
0.008432140573859215,
0.04003952071070671,
-0.0742485448718071,
-0.05714672803878784,
-0.014843720942735672,
0.03877262398600578,
-0.0005368333077058196,
-0.007794592529535294,
-0.037221066653728485,
0.01507432758808136,
-0.03262392431497574,
-0.02407815307378769,
0.015383864752948284,
0.012996519915759563,
0.00673604616895318,
0.045595597475767136,
0.0476197674870491,
-0.03134315460920334,
0.05213375762104988,
0.045032333582639694,
0.05084019899368286,
0.02210945263504982,
-0.03141151741147041,
0.014459324069321156,
-0.02346137724816799,
0.020498719066381454,
-0.01016165129840374,
-0.03805390000343323,
-0.041609205305576324,
-0.07538362592458725,
-0.00041610567132011056,
0.022968273609876633,
-0.024929536506533623,
-0.021198159083724022,
0.03902333974838257,
-0.00929984264075756,
-0.01129843294620514,
-0.016401078552007675,
0.018168725073337555,
0.041225846856832504,
-0.05658528208732605,
0.05152358487248421,
-0.010719682089984417,
0.024062685668468475,
-0.0441267266869545,
-0.012647849507629871,
-0.024075046181678772,
-0.015674443915486336,
-0.0011592961382120848,
0.05165701359510422,
0.043057218194007874,
0.03824101388454437,
0.07359059154987335,
0.03431164100766182,
-0.0259536225348711,
0.05602045729756355,
0.02713378332555294,
0.0037137167528271675,
-0.03528318926692009,
0.0021252178121358156,
-0.016069037839770317,
-0.062386829406023026,
-0.002739998744800687,
-0.030076656490564346,
0.018135767430067062,
0.03147369623184204,
0.03144722804427147,
-0.009704713709652424,
-0.006492792163044214,
-0.030142558738589287,
-0.05360402166843414,
-0.053387220948934555,
-0.05284538120031357,
0.013878731057047844,
-0.006124398205429316,
0.028444375842809677,
0.05614832043647766,
-0.00255088834092021,
0.0513475276529789,
0.05064309015870094,
-0.02281801775097847,
-0.03537594527006149,
0.026290157809853554,
0.019814660772681236,
-0.024011975154280663,
-0.06341521441936493,
-0.04964398220181465,
0.053519219160079956,
0.04399040713906288,
-0.029326483607292175,
-0.07885704189538956,
0.008092298172414303,
0.05122489482164383,
-0.038266707211732864,
0.05824923515319824,
-0.02748267911374569,
0.051508065313100815,
0.04825303703546524,
-0.024878324940800667,
-0.0022212364710867405,
-0.039217349141836166,
0.025876948609948158,
0.006918531376868486,
0.04428248852491379,
-0.0010251974454149604,
-0.023424724116921425,
-0.08917893469333649,
0.010277882218360901,
0.04316255450248718,
0.07071954756975174,
0.04338737949728966,
-0.02529776468873024,
-0.058590859174728394,
0.0028828484937548637,
0.027063734829425812,
-0.09922278672456741,
0.025556368753314018,
0.03531210497021675,
0.03846477344632149,
-0.05036555603146553,
-0.06655596196651459,
-0.016732046380639076,
-0.0069039249792695045,
0.044090546667575836,
0.003864191472530365,
-0.02800937555730343,
-0.04814734309911728,
0.02182677946984768,
-0.005715825594961643,
-0.02875358983874321,
-0.0859631672501564,
0.04635513201355934,
-0.028360482305288315,
-0.011987709440290928,
0.024543287232518196,
0.03202858939766884,
0.02023402601480484,
0.04405216500163078,
-0.0030048333574086428,
0.02944335713982582,
-0.0420563779771328,
0.019663600251078606,
-0.02068696729838848,
-0.01873139664530754,
-0.014491824433207512,
-0.0452057346701622,
-0.02646140567958355,
-0.01253483910113573,
-0.05275923013687134,
-0.04766459763050079,
-0.045460909605026245,
0.024740029126405716,
-0.014551357366144657,
-0.010456635616719723,
-0.01651669479906559,
0.04331555962562561,
-0.020302588120102882,
-0.018434885889291763,
-0.019431959837675095,
-0.05081970989704132,
-0.058271635323762894,
-0.047907643020153046,
0.016870221123099327,
0.014654972590506077,
0.029187308624386787,
0.037167709320783615,
-0.01359387207776308,
0.027178214862942696,
0.01624356210231781,
-0.02345745638012886,
0.03143870830535889,
-0.00006653535820078105,
-0.035577837377786636,
-0.047995392233133316,
0.014795823954045773,
0.021905602887272835,
0.03791343793272972,
-0.05428528040647507,
0.03846922144293785,
0.023843495175242424,
-0.030798200517892838,
-0.022234642878174782,
0.0037878514267504215,
0.03962252289056778,
-0.062476709485054016,
-0.07151935994625092,
0.005738843232393265,
-0.03874398395419121,
0.028328154236078262,
-0.007159167435020208,
-0.02269303984940052,
0.0057726469822227955,
0.02829637937247753,
0.04237556457519531,
0.02218698151409626,
-0.026534533128142357,
0.01801973767578602,
-0.0006762957200407982,
-0.010350460186600685,
-0.0569852776825428,
0.03684743866324425,
-0.009802469052374363,
0.030090318992733955,
0.0005818703211843967,
-0.01031333114951849,
-0.023333419114351273,
0.02045142464339733,
-0.0008260660106316209,
-0.01223710272461176,
-0.01687171682715416,
0.02575957402586937,
-0.04818836599588394,
0.041206277906894684,
0.014536960981786251,
0.006765087600797415,
-0.01273268647491932,
0.046905532479286194,
-0.04676127806305885,
-0.022249484434723854,
-0.040449123829603195,
0.003084156895056367,
-0.029560662806034088,
-0.005231534596532583,
0.00218330230563879,
-0.05522986873984337,
0.02052256278693676,
0.03773106262087822,
0.015322343446314335,
0.01902676932513714,
-0.016099441796541214,
-0.0035418937914073467,
-0.0029963175766170025,
-0.0353986993432045,
-0.013116967864334583,
-0.0417667031288147,
-0.010301243513822556,
-0.020500827580690384,
0.06622385233640671,
0.03201769292354584,
-0.033872783184051514,
-0.049075331538915634,
0.05540784075856209,
0.03663176670670509,
-0.008306236937642097,
-0.0008066001464612782,
0.03926472365856171,
0.03181641548871994,
0.057482022792100906,
-0.02026461251080036,
-0.01635102368891239,
-0.013190795667469501,
-0.038991156965494156,
0.03252966329455376,
-0.011788925155997276,
0.024966178461909294,
-0.02495155669748783,
-0.04082273691892624,
-0.03192596882581711,
0.07091332226991653,
0.023445148020982742,
0.00033018371323123574,
0.017987802624702454,
-0.02767011523246765,
0.007816935889422894,
0.03535928204655647,
-0.049351513385772705,
0.01852966845035553,
0.03643183037638664,
-0.04419814050197601,
0.07251868396997452,
-0.02473297156393528,
0.03564882650971413,
0.05094176158308983,
0.003204039763659239,
-0.0036593801341950893,
0.032737091183662415,
-0.025466568768024445,
0.0058970218524336815,
0.04135867953300476,
-0.0598076693713665,
0.0012330322060734034,
-0.014906607568264008,
0.06372399628162384,
-0.08642157167196274,
0.04782504215836525,
0.05322594940662384,
-0.0012029240606352687,
0.006931453477591276,
-0.026070553809404373,
-0.02561710588634014,
0.026169320568442345,
-0.038598500192165375,
0.07201217859983444,
0.02346065267920494,
-0.06354869902133942,
0.07295497506856918,
0.008643005043268204,
-0.0793246179819107,
0.06053425371646881,
0.059050168842077255,
0.025844242423772812,
0.03534955531358719,
0.07393726706504822,
-0.05655280873179436,
0.013396510854363441,
-0.02053862065076828,
0.012241928838193417,
-0.08103542774915695,
0.013261791318655014,
0.011641616001725197,
-0.03184884041547775,
-0.04498922452330589,
0.02948329597711563,
-0.03361901268362999,
0.036657609045505524,
0.024224892258644104,
-0.05451818183064461,
-0.039618317037820816,
0.027406632900238037,
0.051388755440711975,
-0.02094932459294796,
0.012457652948796749,
-0.041186071932315826,
0.02029373124241829,
0.018425673246383667,
-0.014863328076899052,
-0.053778164088726044,
0.0012164119398221374,
0.02643689513206482,
-0.0560549758374691,
-0.018136976286768913,
0.010051019489765167,
-0.007193537428975105,
-0.02229483053088188,
0.058319319039583206,
0.00943121500313282,
0.022914888337254524,
0.028316693380475044,
-0.024171527475118637,
0.04132463410496712,
-0.035968117415905,
-0.006224421318620443,
0.0017635044641792774,
0.016457434743642807,
0.031244685873389244,
-0.001431513694114983,
0.03196127712726593,
0.035587623715400696,
0.048613291233778,
-0.013854580000042915,
-0.036434534937143326,
-0.023396102711558342,
0.0012785131111741066,
-0.04944293200969696,
-0.005566848441958427,
-0.01635012775659561,
-0.0546899288892746,
-0.04499388486146927,
-0.02608226053416729,
-0.007504465989768505,
0.0386611670255661,
-0.04645281285047531,
-0.0030259503982961178,
0.051465071737766266,
-0.0346757136285305,
-0.01829572208225727,
-0.0757334902882576,
-0.01801730878651142,
-0.03859749063849449,
0.01803353615105152,
0.007793510798364878,
-0.025961849838495255,
0.02408098429441452,
-0.02686767466366291,
-0.07644043117761612,
0.035035405308008194,
0.037586960941553116,
-0.03940669819712639,
0.07393893599510193,
0.01755489595234394,
-0.046080730855464935,
-0.008741696365177631,
0.055215753614902496,
-0.0667511522769928,
0.028239509090781212,
0.00006592741556232795,
0.03127600625157356,
0.020350255072116852,
0.029928086325526237,
-0.011727490462362766,
-0.03716086968779564,
-0.016946204006671906,
-0.04807170107960701,
-0.0029747006483376026,
-0.01624186709523201,
0.056246981024742126
] |
Declan/WallStreetJournal_model_v1 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- no
- sv
tags:
- translation
license: apache-2.0
---
### nor-swe
* source group: Norwegian
* target group: Swedish
* OPUS readme: [nor-swe](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-swe/README.md)
* model: transformer-align
* source language(s): nno nob
* target language(s): swe
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-swe/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-swe/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-swe/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.swe | 63.7 | 0.773 |
### System Info:
- hf_name: nor-swe
- source_languages: nor
- target_languages: swe
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-swe/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'sv']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'swe'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-swe/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-swe/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: swe
- short_pair: no-sv
- chrF2_score: 0.773
- bleu: 63.7
- brevity_penalty: 0.9670000000000001
- ref_len: 3672.0
- src_name: Norwegian
- tgt_name: Swedish
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: sv
- prefer_old: False
- long_pair: nor-swe
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0047042774967849255,
-0.027684565633535385,
-0.012066219002008438,
0.03303658962249756,
0.04356612265110016,
0.013943091034889221,
-0.012823216617107391,
-0.002338781487196684,
-0.07590147107839584,
0.06096922233700752,
0.008621709421277046,
-0.021824214607477188,
-0.009647670201957226,
0.05337323620915413,
-0.028704185038805008,
-0.030213188380002975,
-0.02701120637357235,
-0.018395375460386276,
-0.034147053956985474,
-0.028799261897802353,
0.005720787215977907,
0.009750936180353165,
-0.01503865048289299,
0.03656397759914398,
0.009611680172383785,
0.031630951911211014,
-0.027135053649544716,
0.03360072523355484,
0.022172532975673676,
-0.0651276484131813,
-0.012866569682955742,
-0.010014734230935574,
-0.03861832618713379,
-0.00728338398039341,
-0.020649379119277,
-0.004617644473910332,
-0.004796476569026709,
0.005937311798334122,
0.06772907078266144,
0.048205021768808365,
-0.013238325715065002,
0.007665690500289202,
-0.020536627620458603,
-0.05663552135229111,
0.035627156496047974,
0.007724438328295946,
-0.046727705746889114,
-0.0020195171236991882,
0.018487514927983284,
-0.035620056092739105,
-0.045856453478336334,
-0.06402067840099335,
-0.014710844494402409,
0.012990926392376423,
-0.019686682149767876,
0.0029995248187333345,
-0.07822235673666,
-0.006650097668170929,
0.07000371813774109,
-0.055981434881687164,
-0.041516635566949844,
-0.0004223516443744302,
-0.04846775531768799,
0.018108366057276726,
0.03669516742229462,
-0.03726539760828018,
-0.007175392936915159,
-0.04097408056259155,
0.03126354515552521,
-0.01978655345737934,
0.03371236473321915,
-0.043373022228479385,
0.023618826642632484,
-0.07023632526397705,
-0.028124425560235977,
-0.01374486368149519,
0.021141964942216873,
0.04113606736063957,
-0.03588055446743965,
0.0599358007311821,
0.005697350483387709,
-0.027416422963142395,
0.018308570608496666,
-0.022032875567674637,
-0.02470974437892437,
0.047089654952287674,
-0.024373594671487808,
-0.011632540263235569,
0.012066762894392014,
0.043896932154893875,
-0.06333255022764206,
-0.033172767609357834,
-0.011657210066914558,
-0.027481239289045334,
-0.005897806957364082,
0.04208793491125107,
0.05111243203282356,
-0.02929716184735298,
0.01730320416390896,
0.03147751837968826,
0.029032930731773376,
0.04151103273034096,
0.008907003328204155,
0.058451104909181595,
-0.007826371118426323,
-0.006311644800007343,
-0.014293301850557327,
-0.032731276005506516,
-0.060648977756500244,
0.01991216465830803,
0.013403380289673805,
-0.03368639945983887,
-0.009396511130034924,
0.03420310840010643,
0.01350080594420433,
-0.02346385084092617,
0.057835422456264496,
-0.02472003735601902,
-0.05543135479092598,
-0.051031455397605896,
0.05158346891403198,
0.020634010434150696,
-0.0052838800475001335,
0.01996002160012722,
-0.046571116894483566,
0.025905216112732887,
-0.04014771431684494,
-0.03550122305750847,
0.013834439218044281,
0.019142651930451393,
-0.016667693853378296,
0.021149935200810432,
0.04465914145112038,
-0.07843676954507828,
0.023160409182310104,
-0.013987342827022076,
-0.035943806171417236,
0.06099795922636986,
0.003691711463034153,
0.11822599172592163,
-0.03845449909567833,
-0.03440376743674278,
0.006249600555747747,
0.008509017527103424,
-0.008610370568931103,
0.004487708676606417,
0.007059089839458466,
-0.025478806346654892,
0.00083994708256796,
-0.013532724231481552,
0.049312226474285126,
-0.060453955084085464,
0.0019908808171749115,
0.061236701905727386,
0.0046956199221313,
0.02448263019323349,
-0.04900772497057915,
-0.03046363592147827,
0.0020874417386949062,
-0.028674684464931488,
-0.03218093514442444,
0.03077980875968933,
0.00877783726900816,
-0.012234878726303577,
-0.033621396869421005,
-0.0488877035677433,
0.020338116213679314,
0.07132499665021896,
-0.007055189926177263,
-0.018483078107237816,
-0.03159695863723755,
-0.00893453974276781,
0.05338742956519127,
0.026291968300938606,
-0.023508768528699875,
0.029421739280223846,
0.05578460171818733,
0.0097163375467062,
0.004726213403046131,
0.06711391359567642,
0.013736242428421974,
-0.037374913692474365,
-0.03671019896864891,
0.01571616716682911,
0.031101560220122337,
-0.019796263426542282,
0.021102216094732285,
0.021576685830950737,
0.0008847516728565097,
-0.03436364606022835,
-0.022964918985962868,
0.06778553873300552,
-0.00547710619866848,
0.0006209274288266897,
0.004953050520271063,
-0.026924800127744675,
-0.040005575865507126,
0.05553857982158661,
0.0019138978095725179,
-0.014399555511772633,
-0.04192190244793892,
-0.014078792184591293,
0.03311796858906746,
0.0047684949822723866,
0.04220861941576004,
0.042434461414813995,
-0.024835096672177315,
0.09854744374752045,
-0.027893485501408577,
-0.0054760039784014225,
-0.04472934454679489,
-0.05010123923420906,
0.013101679272949696,
0.06799355894327164,
0.03980293869972229,
0.037075791507959366,
0.007226216606795788,
-0.06929393857717514,
0.03256850689649582,
0.06941693276166916,
0.07406020164489746,
0.008438605815172195,
-0.03708553686738014,
0.015252470038831234,
0.013555418699979782,
0.0440647229552269,
-0.048377398401498795,
-0.05168638005852699,
0.013250268064439297,
0.060993582010269165,
-0.02006361074745655,
0.013450891710817814,
-0.009502294473350048,
0.01726035587489605,
-0.03932086005806923,
-0.05849796533584595,
0.03905588388442993,
0.02181352861225605,
0.005077981390058994,
0.016720443964004517,
0.0008212562534026802,
0.012133792042732239,
0.02067769318819046,
0.007900798693299294,
-0.006026287097483873,
-0.045482952147722244,
0.010508263483643532,
-0.0021755702327936888,
0.029815081506967545,
-0.030157791450619698,
0.01720506325364113,
-0.006771379616111517,
0.010312979109585285,
0.028011998161673546,
-0.04726829379796982,
0.02150108478963375,
0.022748935967683792,
0.014997136779129505,
-0.045048657804727554,
0.018325315788388252,
0.0038740229792892933,
0.04507279023528099,
0.06617246568202972,
-0.0012399052502587438,
0.05597173050045967,
-0.00360125582665205,
0.059426721185445786,
0.09274681657552719,
0.020582281053066254,
0.04755566269159317,
0.04062246158719063,
0.07290031760931015,
0.00871910061687231,
-0.019611410796642303,
0.03813125193119049,
-0.05630502849817276,
0.014498407952487469,
-0.04686342552304268,
0.03224927559494972,
-0.008635208010673523,
0.007726267911493778,
0.030908826738595963,
-0.011545867659151554,
-0.04079906642436981,
-0.008963343687355518,
-0.028703419491648674,
-0.01672203466296196,
0.061448387801647186,
0.008183038793504238,
0.01547314040362835,
-0.0019666755106300116,
-0.004909868352115154,
0.025433724746108055,
-0.07441790401935577,
-0.047465045005083084,
0.012799980118870735,
-0.030133219435811043,
0.0031175168696790934,
-0.08343379944562912,
-0.017371132969856262,
-0.055814534425735474,
-0.041134659200906754,
0.02994575910270214,
0.04225955531001091,
0.0005462034023366868,
-0.010344083420932293,
0.015906373038887978,
-0.05204574018716812,
-0.02229848876595497,
-0.06164800748229027,
-0.04268009215593338,
-0.05254897475242615,
-0.06454676389694214,
0.022040797397494316,
0.03818639740347862,
0.017638085409998894,
-0.011685456149280071,
0.012262248434126377,
-0.018080219626426697,
-0.03672410920262337,
0.07633328437805176,
0.03460674732923508,
-0.015351837500929832,
-0.03387744724750519,
0.04720398038625717,
-0.0028709981124848127,
0.008646231144666672,
-0.006988316774368286,
-0.03473794460296631,
0.07045763731002808,
0.06743070483207703,
0.023535478860139847,
0.019252555444836617,
-0.005041426047682762,
-0.06584292650222778,
-0.041380204260349274,
-0.04178626462817192,
-0.06460742652416229,
-0.0012349934550002217,
-0.021920451894402504,
-0.03680861368775368,
-0.01411521341651678,
-0.04316466301679611,
-0.006317000836133957,
-0.030958859249949455,
0.006614728830754757,
0.05441305786371231,
0.06064146012067795,
0.031215844675898552,
0.05047816038131714,
-0.024552663788199425,
-0.03137919679284096,
0.06100953742861748,
-0.032717928290367126,
0.018641727045178413,
-0.07322327792644501,
-0.0008831106824800372,
0.037106335163116455,
-0.007561331614851952,
0.008259766735136509,
0.0034817163832485676,
0.08459475636482239,
-0.01471465453505516,
-0.00802190788090229,
0.0073697324842214584,
-0.01662718504667282,
-0.011583637446165085,
0.01189164724200964,
0.0003553047718014568,
-0.02841448038816452,
-0.04035976901650429,
-0.026379700750112534,
0.002333903219550848,
0.04044809937477112,
-0.07451970130205154,
-0.05216551944613457,
-0.01616731286048889,
0.039713263511657715,
0.005071972031146288,
-0.00420901644974947,
-0.03645427152514458,
0.011537812650203705,
-0.034430209547281265,
-0.015393398702144623,
0.017189277336001396,
0.017727157101035118,
0.0031625432893633842,
0.03921002149581909,
0.04123852401971817,
-0.029185432940721512,
0.042568404227495193,
0.04721072316169739,
0.0501246452331543,
0.023400722071528435,
-0.025427954271435738,
0.01774107664823532,
-0.026701468974351883,
0.026709722355008125,
-0.013333871029317379,
-0.041389256715774536,
-0.042888183146715164,
-0.06617120653390884,
-0.0018292010063305497,
0.030111156404018402,
-0.029679330065846443,
-0.01811860129237175,
0.0441875122487545,
-0.007080468814820051,
-0.010317656211555004,
-0.012652982026338577,
0.01087440736591816,
0.03747278079390526,
-0.04934016615152359,
0.05080767348408699,
-0.009364461526274681,
0.012340569868683815,
-0.0478365421295166,
-0.011464370414614677,
-0.02834400162100792,
-0.0175290796905756,
-0.0011330691631883383,
0.05028878152370453,
0.030701810494065285,
0.04209301248192787,
0.0657617598772049,
0.038209617137908936,
-0.02339298278093338,
0.053645506501197815,
0.029885074123740196,
0.004650224931538105,
-0.03841561824083328,
0.001391147030517459,
-0.020893042907118797,
-0.06585133820772171,
-0.0019858097657561302,
-0.03432641550898552,
0.01932673528790474,
0.02034146338701248,
0.02120021916925907,
-0.006629023235291243,
0.001548843807540834,
-0.013382288627326488,
-0.05247697979211807,
-0.05966883525252342,
-0.05031077563762665,
0.009591291658580303,
-0.01328763086348772,
0.022255808115005493,
0.05436259135603905,
-0.003944943659007549,
0.05117771029472351,
0.047684747725725174,
-0.02759210392832756,
-0.04388510808348656,
0.029501166194677353,
0.024396738037467003,
-0.024935053661465645,
-0.06290892511606216,
-0.05259283259510994,
0.05673675611615181,
0.04962535202503204,
-0.023632317781448364,
-0.0835038349032402,
0.006551685743033886,
0.05186863988637924,
-0.04113619774580002,
0.06660418212413788,
-0.0362066850066185,
0.05030350387096405,
0.040051888674497604,
-0.020558061078190804,
0.007303447462618351,
-0.04581674560904503,
0.018339786678552628,
0.001750980969518423,
0.03387201577425003,
-0.006139904726296663,
-0.028523072600364685,
-0.09089794009923935,
0.007981562986969948,
0.03637375682592392,
0.07388610392808914,
0.046996042132377625,
-0.018598884344100952,
-0.06275791674852371,
0.008841445669531822,
0.026536135002970695,
-0.08768367767333984,
0.026156099513173103,
0.037528228014707565,
0.035418830811977386,
-0.059521548449993134,
-0.06479553133249283,
-0.017945874482393265,
-0.008319895714521408,
0.03951263800263405,
-0.0027988275978714228,
-0.03190740942955017,
-0.04513823986053467,
0.018117785453796387,
-0.002292733173817396,
-0.02024267241358757,
-0.08474824577569962,
0.04097869619727135,
-0.028853602707386017,
-0.011311203241348267,
0.02814655192196369,
0.028178852051496506,
0.015544271096587181,
0.049082301557064056,
-0.0030951271764934063,
0.022781142964959145,
-0.04137888178229332,
0.018718866631388664,
-0.01977960765361786,
-0.022540565580129623,
-0.021973134949803352,
-0.05114252120256424,
-0.02869301661849022,
-0.01107452530413866,
-0.05012118071317673,
-0.04093142971396446,
-0.04628981649875641,
0.021444501355290413,
-0.014249499887228012,
-0.007970555685460567,
-0.01464078575372696,
0.04777711257338524,
-0.026985984295606613,
-0.02068858966231346,
-0.025926241651177406,
-0.05452867969870567,
-0.051417794078588486,
-0.04017303138971329,
0.016841204836964607,
0.02304699458181858,
0.0236138217151165,
0.03360021859407425,
-0.008224988356232643,
0.019857829436659813,
0.011392793618142605,
-0.023253092542290688,
0.02531663328409195,
0.0017096780939027667,
-0.03966030105948448,
-0.046875759959220886,
0.007396447937935591,
0.026810117065906525,
0.038590386509895325,
-0.055592428892850876,
0.037933349609375,
0.025482265278697014,
-0.03725997358560562,
-0.01631283201277256,
0.004534638486802578,
0.04918331280350685,
-0.05644015967845917,
-0.06256286799907684,
0.0062936777248978615,
-0.04531479626893997,
0.023023171350359917,
-0.010211949236690998,
-0.019420525059103966,
0.006908277049660683,
0.020449405536055565,
0.039325911551713943,
0.020868301391601562,
-0.03038898855447769,
0.017838256433606148,
-0.00391268078237772,
-0.004900329280644655,
-0.05351613461971283,
0.03497462719678879,
-0.011398899368941784,
0.024586372077465057,
0.003620876930654049,
-0.009172661229968071,
-0.02690127305686474,
0.029578670859336853,
0.0017767761601135135,
-0.015054738149046898,
-0.01060844212770462,
0.019605636596679688,
-0.05109034478664398,
0.038679882884025574,
0.012298197485506535,
-0.006200127769261599,
-0.016189776360988617,
0.044355880469083786,
-0.04246125742793083,
-0.02119680680334568,
-0.03227445110678673,
-0.0010470501147210598,
-0.022564152255654335,
-0.0018359660170972347,
0.0033163053449243307,
-0.04703284800052643,
0.026427846401929855,
0.03813213109970093,
0.0178876593708992,
0.016778795048594475,
-0.016160840168595314,
-0.005195373669266701,
-0.004578492604196072,
-0.03627915680408478,
-0.013484715484082699,
-0.039649199694395065,
-0.0021840299014002085,
-0.02558373659849167,
0.07102270424365997,
0.02779652364552021,
-0.0315028615295887,
-0.046186819672584534,
0.05009474605321884,
0.04305890575051308,
-0.005169940181076527,
-0.0028866578359156847,
0.04252190515398979,
0.030998900532722473,
0.05321679636836052,
-0.028653912246227264,
-0.013662860728800297,
-0.01800587959587574,
-0.038562506437301636,
0.030855201184749603,
-0.015147841535508633,
0.021487312391400337,
-0.017739908769726753,
-0.038703739643096924,
-0.03196312114596367,
0.07273393124341965,
0.01939140260219574,
-0.001443865243345499,
0.009253443218767643,
-0.03608974069356918,
0.0005493280477821827,
0.041312962770462036,
-0.04971466213464737,
0.011872685514390469,
0.03643184155225754,
-0.042369261384010315,
0.06138719618320465,
-0.023402530699968338,
0.03712209314107895,
0.04700636491179466,
0.0016677291132509708,
-0.0012177054304629564,
0.0281318761408329,
-0.02540639042854309,
0.005542243830859661,
0.04846135899424553,
-0.05673474445939064,
0.0010985138360410929,
-0.0026957897935062647,
0.061858728528022766,
-0.0774744376540184,
0.05397757142782211,
0.05532710626721382,
-0.003437405452132225,
0.014367498457431793,
-0.027956712990999222,
-0.02244170755147934,
0.02790667489171028,
-0.0323982872068882,
0.0767502561211586,
0.033203400671482086,
-0.06230746954679489,
0.07052403688430786,
0.017757924273610115,
-0.08410375565290451,
0.05601755157113075,
0.053216684609651566,
0.03334049507975578,
0.03822172433137894,
0.07346005737781525,
-0.05885135382413864,
0.012244988232851028,
-0.020638495683670044,
0.016547761857509613,
-0.08161783963441849,
-0.0006783666904084384,
0.013888790272176266,
-0.04115315154194832,
-0.03819524869322777,
0.03884057700634003,
-0.026107655838131905,
0.03231417015194893,
0.010925623588263988,
-0.05696343258023262,
-0.031695399433374405,
0.022503821179270744,
0.04212503135204315,
-0.029177239164710045,
0.007451531942933798,
-0.04264538735151291,
0.020167706534266472,
0.025096306577324867,
-0.011634177528321743,
-0.05601648986339569,
0.004596341401338577,
0.033077042549848557,
-0.05353747308254242,
-0.012921508401632309,
0.006004289723932743,
-0.002966861007735133,
-0.022852305322885513,
0.06319445371627808,
-0.001482728635892272,
0.02956332266330719,
0.033076126128435135,
-0.026917042210698128,
0.037200551480054855,
-0.03354228660464287,
-0.0027952936943620443,
-0.0020571278873831034,
0.015969397500157356,
0.025936784222722054,
-0.006812556181102991,
0.0425163134932518,
0.02651728130877018,
0.05206560716032982,
-0.016232190653681755,
-0.03822869807481766,
-0.01980985328555107,
0.006205831654369831,
-0.047967735677957535,
-0.002017917111515999,
-0.01888664811849594,
-0.05252591148018837,
-0.03854135423898697,
-0.02732711285352707,
-0.010376720689237118,
0.0393814779818058,
-0.04410471022129059,
0.00016112827870529145,
0.04788868874311447,
-0.02967190183699131,
-0.021821532398462296,
-0.08015652745962143,
-0.021988343447446823,
-0.042591702193021774,
0.0092361681163311,
0.006862557493150234,
-0.02597639709711075,
0.032713569700717926,
-0.028770171105861664,
-0.07170712202787399,
0.0383700467646122,
0.02827497571706772,
-0.03918521851301193,
0.07273590564727783,
0.020106235519051552,
-0.0504019670188427,
-0.0064950305968523026,
0.0564933642745018,
-0.06346044689416885,
0.024581678211688995,
0.0006590764387510717,
0.035650789737701416,
0.017120178788900375,
0.02569015510380268,
-0.01736505515873432,
-0.0371013842523098,
-0.01732245646417141,
-0.05629867687821388,
-0.012312597595155239,
-0.013716333545744419,
0.059037305414676666
] |
Declan/WallStreetJournal_model_v2 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
language:
- no
- uk
tags:
- translation
license: apache-2.0
---
### nor-ukr
* source group: Norwegian
* target group: Ukrainian
* OPUS readme: [nor-ukr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-ukr/README.md)
* model: transformer-align
* source language(s): nob
* target language(s): ukr
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.ukr | 16.6 | 0.384 |
### System Info:
- hf_name: nor-ukr
- source_languages: nor
- target_languages: ukr
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-ukr/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['no', 'uk']
- src_constituents: {'nob', 'nno'}
- tgt_constituents: {'ukr'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.test.txt
- src_alpha3: nor
- tgt_alpha3: ukr
- short_pair: no-uk
- chrF2_score: 0.384
- bleu: 16.6
- brevity_penalty: 1.0
- ref_len: 3982.0
- src_name: Norwegian
- tgt_name: Ukrainian
- train_date: 2020-06-17
- src_alpha2: no
- tgt_alpha2: uk
- prefer_old: False
- long_pair: nor-ukr
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0020111529156565666,
-0.023189760744571686,
-0.005212053656578064,
0.038618724793195724,
0.04493231698870659,
0.012344416230916977,
-0.007739064283668995,
-0.004737725015729666,
-0.07976105809211731,
0.0632317066192627,
0.012378869578242302,
-0.022942328825592995,
-0.012279665097594261,
0.05145007744431496,
-0.023051496595144272,
-0.03219395875930786,
-0.021970398724079132,
-0.020443124696612358,
-0.045873310416936874,
-0.028023410588502884,
0.004453388042747974,
0.011220203712582588,
-0.022646788507699966,
0.03864581137895584,
0.006597689352929592,
0.02543005347251892,
-0.025297364220023155,
0.03615995869040489,
0.01963883265852928,
-0.0638967975974083,
-0.014516984112560749,
-0.010384990833699703,
-0.042236730456352234,
-0.00823451392352581,
-0.01281953975558281,
-0.009443412534892559,
-0.0173073410987854,
0.0021211476996541023,
0.07097520679235458,
0.04921809583902359,
-0.0047470456920564175,
0.012126665562391281,
-0.024949023500084877,
-0.057664964348077774,
0.033687662333250046,
0.012007016688585281,
-0.058548033237457275,
-0.00741949025541544,
0.03004739060997963,
-0.036105092614889145,
-0.035487107932567596,
-0.07715362310409546,
-0.02008017711341381,
0.0073060835711658,
-0.018518224358558655,
0.0068690599873661995,
-0.07759726792573929,
-0.007442818488925695,
0.06823140382766724,
-0.051476363092660904,
-0.03429693356156349,
-0.0021654327865689993,
-0.050473809242248535,
0.013374467380344868,
0.044120218604803085,
-0.028892582282423973,
-0.005422850139439106,
-0.04226580634713173,
0.03589276224374771,
-0.0294900331646204,
0.034043699502944946,
-0.03963711857795715,
0.021385781466960907,
-0.06370532512664795,
-0.0225957240909338,
-0.007256907876580954,
0.024569299072027206,
0.03585676848888397,
-0.03404640033841133,
0.056864358484745026,
0.007087751757353544,
-0.03137354925274849,
0.016034841537475586,
-0.020621072500944138,
-0.023703398182988167,
0.0469132624566555,
-0.019428975880146027,
-0.021167311817407608,
0.020917203277349472,
0.04430427774786949,
-0.06188611686229706,
-0.030199840664863586,
-0.018481342121958733,
-0.02980787307024002,
-0.010413057170808315,
0.041148170828819275,
0.05592222139239311,
-0.0318882055580616,
0.012631440535187721,
0.03163604810833931,
0.025689858943223953,
0.04443482682108879,
0.008790581487119198,
0.053091563284397125,
-0.015863308683037758,
-0.0017510015750303864,
-0.019091134890913963,
-0.02758970484137535,
-0.05811657756567001,
0.019606705754995346,
0.020736759528517723,
-0.03381297364830971,
-0.012985697947442532,
0.0317419208586216,
0.009816971607506275,
-0.016912085935473442,
0.05253439396619797,
-0.04005720838904381,
-0.04458794742822647,
-0.05051177367568016,
0.05333408713340759,
0.014160407707095146,
-0.003280344419181347,
0.010756327770650387,
-0.03893980756402016,
0.02629220485687256,
-0.04508434608578682,
-0.037259090691804886,
0.011447511613368988,
0.024340616539120674,
-0.012076384387910366,
0.02681090496480465,
0.053992267698049545,
-0.08624071627855301,
0.016196992248296738,
-0.021551428362727165,
-0.040716756135225296,
0.057422805577516556,
0.0037869992665946484,
0.11245214194059372,
-0.03063812106847763,
-0.03218017518520355,
0.0095470966771245,
0.012406423687934875,
-0.015053345821797848,
0.0037684161216020584,
0.008436274714767933,
-0.02453318051993847,
0.004185363184660673,
-0.016820289194583893,
0.03842714801430702,
-0.05790102109313011,
-0.0019236519001424313,
0.05937860161066055,
0.00045245231012813747,
0.026977580040693283,
-0.044549837708473206,
-0.016330938786268234,
0.004793851170688868,
-0.026170890778303146,
-0.03401893749833107,
0.031655203551054,
0.015622492879629135,
-0.021866466850042343,
-0.040002282708883286,
-0.04635673388838768,
0.018854603171348572,
0.06629852205514908,
-0.001438446925021708,
-0.025298330932855606,
-0.028841093182563782,
-0.014397282153367996,
0.04687347263097763,
0.03608044609427452,
-0.02472837269306183,
0.030497100204229355,
0.046205438673496246,
0.01482344139367342,
0.00982633512467146,
0.07016278058290482,
0.013048148714005947,
-0.04357659071683884,
-0.03212738409638405,
0.009069880470633507,
0.03379968926310539,
-0.02231890894472599,
0.024354342371225357,
0.02407017908990383,
-0.002261442132294178,
-0.031385380774736404,
-0.015405511483550072,
0.06683353334665298,
-0.004525091033428907,
-0.0057494319044053555,
0.014552854001522064,
-0.03658544644713402,
-0.028987247496843338,
0.06690143793821335,
-0.0051642246544361115,
-0.013156943023204803,
-0.03437803313136101,
-0.010882878676056862,
0.024204539135098457,
0.01235069241374731,
0.03785698860883713,
0.04006953537464142,
-0.028531009331345558,
0.09107492864131927,
-0.032019294798374176,
-0.00010306238982593641,
-0.04143325239419937,
-0.04641230031847954,
0.017561905086040497,
0.06497272104024887,
0.04261329025030136,
0.04747675359249115,
0.006501014810055494,
-0.05988701060414314,
0.03294183313846588,
0.06764553487300873,
0.0698235034942627,
0.006945054046809673,
-0.035654373466968536,
0.0012190545676276088,
0.011189203709363937,
0.0482344776391983,
-0.04796895012259483,
-0.05110754072666168,
0.011146637611091137,
0.0626043900847435,
-0.019471189007163048,
0.005300693679600954,
-0.014879588037729263,
0.01918015442788601,
-0.043892160058021545,
-0.06422995775938034,
0.04489554464817047,
0.01721649244427681,
-0.002422984456643462,
0.009149246849119663,
-0.0006972693372517824,
0.01950748823583126,
0.01764018088579178,
0.016055269166827202,
-0.0010322832968086004,
-0.04021582752466202,
-0.0031620280351489782,
0.0003420742868911475,
0.03404966741800308,
-0.026776839047670364,
0.01864987425506115,
-0.014068684540688992,
0.014018898829817772,
0.03575703129172325,
-0.047639232128858566,
0.01848621852695942,
0.016082968562841415,
0.02477508783340454,
-0.04719147831201553,
0.01605778932571411,
-0.001971019431948662,
0.04403787851333618,
0.06255297362804413,
0.0014734454452991486,
0.05059302598237991,
0.0011430653976276517,
0.0510823056101799,
0.09422285109758377,
0.022266706451773643,
0.040145136415958405,
0.041951678693294525,
0.07043930143117905,
0.008486296981573105,
-0.019294681027531624,
0.04205465316772461,
-0.058180779218673706,
0.013219593092799187,
-0.051279447972774506,
0.0288667231798172,
-0.0024436479434370995,
0.0004129060835111886,
0.0357896089553833,
-0.016390793025493622,
-0.029243256896734238,
-0.00859906431287527,
-0.029963556677103043,
-0.021125225350260735,
0.04643356427550316,
0.018614348024129868,
0.014706759713590145,
0.0024622834753245115,
-0.008645128458738327,
0.033135756850242615,
-0.07162117213010788,
-0.05002099648118019,
0.00812358595430851,
-0.033750373870134354,
0.007517547812312841,
-0.08314771205186844,
-0.026558585464954376,
-0.05373934656381607,
-0.03296928107738495,
0.026014110073447227,
0.04216344282031059,
0.00673762196674943,
-0.01404378842562437,
0.01455091405659914,
-0.04884898662567139,
-0.02595377527177334,
-0.07186342775821686,
-0.03839283064007759,
-0.049879129976034164,
-0.06798818707466125,
0.030397288501262665,
0.028350239619612694,
0.025182420387864113,
-0.006223679520189762,
0.01066350657492876,
-0.02710139937698841,
-0.030745921656489372,
0.06892947107553482,
0.03092011995613575,
-0.020004363730549812,
-0.02491443045437336,
0.04770773649215698,
0.0024108290672302246,
0.005241930019110441,
-0.007865645922720432,
-0.04475920647382736,
0.06140695884823799,
0.07296118885278702,
0.02551279589533806,
0.024807024747133255,
-0.0016488760011270642,
-0.06453606486320496,
-0.04062595218420029,
-0.0373585969209671,
-0.06893137097358704,
-0.003974392078816891,
-0.022241462022066116,
-0.04378649964928627,
-0.017250819131731987,
-0.037671759724617004,
-0.0002763626107480377,
-0.02040308713912964,
0.0022448680829256773,
0.049891360104084015,
0.053835999220609665,
0.03888223320245743,
0.04626287519931793,
-0.015959054231643677,
-0.030196066945791245,
0.06742572784423828,
-0.018838677555322647,
0.015254244208335876,
-0.07017098367214203,
-0.010152596980333328,
0.03210341930389404,
-0.0019479237962514162,
0.0013558178907260299,
-0.011523452587425709,
0.08135008811950684,
-0.004171145614236593,
-0.008779647760093212,
0.005185367539525032,
-0.012563030235469341,
-0.01740148290991783,
0.00767159927636385,
-0.006008492782711983,
-0.018335402011871338,
-0.03955993056297302,
-0.0306435227394104,
0.0058128004893660545,
0.03682556003332138,
-0.07603798806667328,
-0.05773438140749931,
-0.010833809152245522,
0.04047195240855217,
0.001733914716169238,
-0.0032253176905214787,
-0.04031718894839287,
0.01773441582918167,
-0.03537818789482117,
-0.01258036494255066,
0.00853799283504486,
0.013814493082463741,
0.014125718735158443,
0.04157375916838646,
0.04865219444036484,
-0.034275200217962265,
0.053095657378435135,
0.04111190512776375,
0.05963054299354553,
0.024832168594002724,
-0.021084371954202652,
0.017072739079594612,
-0.029832547530531883,
0.021470950916409492,
-0.01167335081845522,
-0.040248721837997437,
-0.04433916509151459,
-0.07860086113214493,
-0.012595015577971935,
0.028406532481312752,
-0.027170304208993912,
-0.017538825049996376,
0.03842315822839737,
-0.018457820639014244,
-0.012206930667161942,
-0.009942818433046341,
0.01963616907596588,
0.04054556041955948,
-0.05732674151659012,
0.050217896699905396,
-0.0039268555119633675,
0.013641729950904846,
-0.04850737005472183,
-0.013276916928589344,
-0.024562940001487732,
-0.015544638969004154,
-0.005254678428173065,
0.0548371896147728,
0.03909122571349144,
0.04359901696443558,
0.06947799026966095,
0.040473874658346176,
-0.026126166805624962,
0.057269688695669174,
0.031246701255440712,
0.0030692992731928825,
-0.03744874522089958,
0.001855153008364141,
-0.009595108218491077,
-0.05753752216696739,
-0.008674237877130508,
-0.03580932691693306,
0.020366555079817772,
0.02229970507323742,
0.022994255647063255,
-0.009450597688555717,
0.002351709408685565,
-0.02329026721417904,
-0.04873448237776756,
-0.06086311489343643,
-0.052353598177433014,
0.00027305682306177914,
-0.0104215694591403,
0.02519354224205017,
0.05558077245950699,
-0.006737943738698959,
0.05023113265633583,
0.05453748255968094,
-0.024146459996700287,
-0.040748339146375656,
0.01906970888376236,
0.023153157904744148,
-0.0332215242087841,
-0.06352290511131287,
-0.052765682339668274,
0.05312866345047951,
0.045906275510787964,
-0.0204298198223114,
-0.07831316441297531,
0.0051278723403811455,
0.05359311029314995,
-0.04141763225197792,
0.060883183032274246,
-0.02394518256187439,
0.05348222702741623,
0.04790462553501129,
-0.020664384588599205,
0.0029633287340402603,
-0.03955300524830818,
0.019337739795446396,
0.0030268693808466196,
0.04243653640151024,
-0.0054558441042900085,
-0.02255956269800663,
-0.08875755220651627,
0.01497331727296114,
0.040767259895801544,
0.07337090373039246,
0.04952460899949074,
-0.03008260764181614,
-0.05396473407745361,
0.007633413653820753,
0.02400870993733406,
-0.08514907956123352,
0.03426164388656616,
0.03695579618215561,
0.039921265095472336,
-0.06056474894285202,
-0.06222036853432655,
-0.009699306450784206,
-0.013959107920527458,
0.041271746158599854,
-0.006865288130939007,
-0.0306124035269022,
-0.041354596614837646,
0.015340720303356647,
-0.0025948502589017153,
-0.018811926245689392,
-0.08914125710725784,
0.04206095263361931,
-0.021673504263162613,
-0.016490265727043152,
0.03099692240357399,
0.03694014251232147,
0.025606220588088036,
0.045610785484313965,
-0.011659279465675354,
0.023637782782316208,
-0.043241098523139954,
0.021334325894713402,
-0.013357133604586124,
-0.021356727927923203,
-0.02258172444999218,
-0.0432632640004158,
-0.02611742541193962,
-0.012480296194553375,
-0.04624667763710022,
-0.04943559318780899,
-0.03790357708930969,
0.01955273374915123,
-0.021968934684991837,
-0.008161854930222034,
-0.009521320462226868,
0.04489768296480179,
-0.020600328221917152,
-0.01971384510397911,
-0.01810690015554428,
-0.047807831317186356,
-0.06066397204995155,
-0.04204704612493515,
0.020412955433130264,
0.015037819743156433,
0.020172685384750366,
0.03891713172197342,
-0.006874273531138897,
0.026421502232551575,
0.019804131239652634,
-0.0202769935131073,
0.025296980515122414,
-0.0014945423463359475,
-0.03948821872472763,
-0.04405846446752548,
0.012110722251236439,
0.016875093802809715,
0.03879464417695999,
-0.053083185106515884,
0.04671883210539818,
0.029254484921693802,
-0.03519238531589508,
-0.014649469405412674,
0.008287251926958561,
0.038473308086395264,
-0.061338651925325394,
-0.06836305558681488,
0.009331670589745045,
-0.04822738096117973,
0.026802966371178627,
-0.004398643504828215,
-0.01889774575829506,
0.0021250126883387566,
0.02930019237101078,
0.03736694157123566,
0.019725145772099495,
-0.03382956609129906,
0.018428226932883263,
-0.0020391035359352827,
-0.003923662006855011,
-0.05749876797199249,
0.03406336531043053,
-0.01612771674990654,
0.027142634615302086,
-0.00337520451284945,
-0.005875657312572002,
-0.025979766622185707,
0.018757928162813187,
-0.006314214784651995,
-0.013496987521648407,
-0.01462346687912941,
0.025978580117225647,
-0.05061246082186699,
0.031283486634492874,
0.008984606713056564,
0.004230778198689222,
-0.011534668505191803,
0.04583262279629707,
-0.04950748383998871,
-0.01161165814846754,
-0.0360976904630661,
0.004315737634897232,
-0.03264952450990677,
-0.006314938422292471,
-0.0036436491645872593,
-0.04838482663035393,
0.02678101696074009,
0.0346481129527092,
0.011423471383750439,
0.02242545783519745,
-0.018044734373688698,
-0.0037051858380436897,
0.006895084399729967,
-0.036506038159132004,
-0.008026561699807644,
-0.0431397520005703,
-0.001549424254335463,
-0.027490301057696342,
0.06235867366194725,
0.027580706402659416,
-0.04241962358355522,
-0.04743370786309242,
0.05821473151445389,
0.040167778730392456,
-0.005853164009749889,
0.003007034305483103,
0.043378472328186035,
0.03414482995867729,
0.05654231458902359,
-0.025182539597153664,
-0.006474598310887814,
-0.0179671049118042,
-0.04059983417391777,
0.02730662189424038,
-0.017114466056227684,
0.0357903391122818,
-0.014406701549887657,
-0.040420036762952805,
-0.0285873431712389,
0.06969422847032547,
0.023771336302161217,
-0.0037230211310088634,
0.014811020344495773,
-0.02580959163606167,
0.003922647330909967,
0.045315273106098175,
-0.05841532722115517,
0.013060127384960651,
0.03285462409257889,
-0.0504717193543911,
0.06576226651668549,
-0.02709934674203396,
0.03302175924181938,
0.04412199929356575,
0.0029215386603027582,
-0.003991648089140654,
0.031249942258000374,
-0.03125036880373955,
0.013592852279543877,
0.04559127986431122,
-0.06325600296258926,
-0.0022716091480106115,
-0.012621276080608368,
0.0616583377122879,
-0.07876492291688919,
0.05403262376785278,
0.051259610801935196,
0.011813460849225521,
0.01102520152926445,
-0.028408311307430267,
-0.022102734073996544,
0.02691391296684742,
-0.03471078351140022,
0.0804750919342041,
0.027910394594073296,
-0.05847105011343956,
0.07403555512428284,
0.017494047060608864,
-0.07997065037488937,
0.05135064199566841,
0.05257716402411461,
0.032958898693323135,
0.031139707192778587,
0.07284504175186157,
-0.061005011200904846,
0.00811799243092537,
-0.02545171044766903,
0.01957523636519909,
-0.07750356197357178,
0.010804119519889355,
0.010748272761702538,
-0.03367874398827553,
-0.036121468991041183,
0.042279403656721115,
-0.026466965675354004,
0.031164972111582756,
0.02435741014778614,
-0.058937784284353256,
-0.036364953964948654,
0.012251896783709526,
0.04017003998160362,
-0.02257726341485977,
0.011094312183558941,
-0.04060504958033562,
0.023208703845739365,
0.02209640108048916,
-0.013348761945962906,
-0.0509822778403759,
-0.0008501333650201559,
0.02746480703353882,
-0.04398862645030022,
-0.023103101179003716,
0.013217651285231113,
-0.00546292494982481,
-0.024039162322878838,
0.05855771526694298,
-0.00009189317643176764,
0.02848900482058525,
0.03374341130256653,
-0.021971622481942177,
0.05064705014228821,
-0.0372178815305233,
-0.00724436528980732,
-0.00391573878005147,
0.020917480811476707,
0.03279000148177147,
-0.0114248376339674,
0.03871167078614235,
0.027037829160690308,
0.04557674750685692,
-0.01114699151366949,
-0.03700435906648636,
-0.025516221299767494,
0.004299644846469164,
-0.05260942131280899,
0.00031651576864533126,
-0.013703685253858566,
-0.05514240637421608,
-0.04360987991094589,
-0.028843749314546585,
-0.003765667788684368,
0.029407424852252007,
-0.04639066755771637,
0.00412352429702878,
0.050326354801654816,
-0.026659658178687096,
-0.02668185345828533,
-0.07719864696264267,
-0.018555382266640663,
-0.03828049823641777,
0.015656273812055588,
0.0014396273763850331,
-0.03019624762237072,
0.02700834907591343,
-0.028101930394768715,
-0.06900552660226822,
0.02800893597304821,
0.03523198515176773,
-0.03974171355366707,
0.07813669741153717,
0.016926990821957588,
-0.054661571979522705,
-0.004319005645811558,
0.047905586659908295,
-0.061449844390153885,
0.027936739847064018,
0.006182411219924688,
0.02899809554219246,
0.019881054759025574,
0.03596331924200058,
-0.010412189178168774,
-0.03910781443119049,
-0.02007014863193035,
-0.05057160183787346,
-0.004113278817385435,
-0.01237401831895113,
0.06134925037622452
] |
Declan/WallStreetJournal_model_v3 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-de
* source languages: nso
* target languages: de
* OPUS readme: [nso-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-de/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-de/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.de | 24.7 | 0.461 |
| [
-0.016437651589512825,
-0.03052113763988018,
-0.0030592274852097034,
0.03277765214443207,
0.02757256291806698,
0.024284256622195244,
-0.003556622425094247,
-0.00010406570800114423,
-0.05384734272956848,
0.057589657604694366,
0.011892163194715977,
-0.011746019124984741,
0.003475061384961009,
0.050721485167741776,
-0.03736775368452072,
-0.03036613017320633,
-0.005517863668501377,
0.0052778753452003,
-0.040243953466415405,
-0.010774342343211174,
-0.0031353337690234184,
0.010962753556668758,
-0.034095533192157745,
0.031107859686017036,
-0.02384243719279766,
0.003187514841556549,
-0.013466928154230118,
0.018046479672193527,
0.02638787217438221,
-0.07168516516685486,
-0.012134214863181114,
-0.017467275261878967,
-0.03734537959098816,
-0.015041771344840527,
-0.029710857197642326,
0.02506820671260357,
0.010644754394888878,
0.020104898139834404,
0.07443948090076447,
0.055768098682165146,
-0.003837923053652048,
0.0038043831009417772,
-0.010910511948168278,
-0.023270202800631523,
0.04028178006410599,
0.002739339368417859,
-0.03058813326060772,
-0.03736758977174759,
0.024725863710045815,
-0.03100922331213951,
-0.05061725527048111,
-0.05024927482008934,
-0.017651479691267014,
0.031581271439790726,
-0.009471164084970951,
-0.0026688245125114918,
-0.09638707339763641,
-0.005711564794182777,
0.06269793957471848,
-0.05731493979692459,
-0.02867441438138485,
0.016098935157060623,
-0.04797329381108284,
0.008379564620554447,
0.0484415739774704,
-0.036185577511787415,
-0.013755022548139095,
-0.05207167565822601,
0.040931254625320435,
-0.03728845715522766,
0.03406856209039688,
-0.03384842723608017,
0.02111009880900383,
-0.07234464585781097,
-0.04636344686150551,
-0.008952263742685318,
0.03112722374498844,
0.050785355269908905,
-0.045183319598436356,
0.051693953573703766,
0.04721624776721001,
-0.009491397067904472,
0.025002770125865936,
-0.01181753445416689,
-0.019624941051006317,
0.04137694463133812,
-0.02913525514304638,
-0.001957958796992898,
0.011299265548586845,
0.04981684684753418,
-0.04751184955239296,
-0.03224541246891022,
-0.01416161097586155,
-0.03184804320335388,
-0.010223700664937496,
0.030144818127155304,
0.06010216847062111,
-0.02875594235956669,
0.0012508116196841002,
0.04470294341444969,
0.02370353229343891,
0.05023791268467903,
0.002055481541901827,
0.07127881795167923,
-0.01771686226129532,
-0.0020949135068804026,
-0.014277937822043896,
-0.025905508548021317,
-0.06990276277065277,
0.006456518545746803,
0.02640962414443493,
-0.04045376926660538,
-0.008687973953783512,
0.04643033817410469,
0.03647205978631973,
-0.03191771358251572,
0.06839952617883682,
-0.03442046791315079,
-0.04443690925836563,
-0.0570230633020401,
0.059289682656526566,
0.010034714825451374,
0.014154513366520405,
0.015572694130241871,
-0.05425192415714264,
0.02013586461544037,
-0.04249691218137741,
-0.03949154540896416,
0.006514427717775106,
0.027117908000946045,
-0.01921788603067398,
0.03695032373070717,
0.03678617253899574,
-0.052116863429546356,
0.025544002652168274,
-0.015988724306225777,
-0.0411296971142292,
0.06038234755396843,
0.038852326571941376,
0.1040116399526596,
-0.043039895594120026,
-0.03471151739358902,
0.01344754733145237,
0.0039568934589624405,
-0.03880184516310692,
0.010015196166932583,
-0.01034094113856554,
-0.01786523126065731,
-0.019883418455719948,
-0.020097721368074417,
0.05155174806714058,
-0.04854227975010872,
-0.019928952679038048,
0.05506451800465584,
-0.008766300976276398,
0.03422214463353157,
-0.023732203990221024,
-0.0046744029968976974,
0.008749773725867271,
-0.01922137662768364,
-0.03578474000096321,
0.032094959169626236,
0.0015569290844723582,
0.008112490177154541,
-0.028842251747846603,
-0.05727214366197586,
0.022008080035448074,
0.08454415202140808,
-0.02769634686410427,
-0.0235903263092041,
-0.027624137699604034,
0.004421253688633442,
0.04490965977311134,
0.018628830090165138,
-0.026525096967816353,
0.04011343792080879,
0.05782955139875412,
0.016263553872704506,
0.009267253801226616,
0.07099738717079163,
0.01292311679571867,
-0.019293788820505142,
-0.01060873456299305,
0.017672764137387276,
0.0291585773229599,
-0.017705924808979034,
0.0016698951367288828,
0.03930417448282242,
0.02074422873556614,
-0.015690358355641365,
-0.022378861904144287,
0.05661894753575325,
0.00022644727141596377,
0.007024058140814304,
0.014207265339791775,
-0.025299809873104095,
-0.010396941564977169,
0.04728274792432785,
-0.003353783395141363,
-0.021353410556912422,
-0.030122948810458183,
-0.025267813354730606,
0.015064890496432781,
0.030878130346536636,
0.02931254170835018,
0.051008813083171844,
-0.013326548971235752,
0.11147434264421463,
-0.029859328642487526,
0.006490383297204971,
-0.013210543431341648,
-0.03444632887840271,
0.013018161058425903,
0.06746900081634521,
0.021122857928276062,
0.03293364495038986,
-0.005904907826334238,
-0.049883656203746796,
0.028883490711450577,
0.06108967587351799,
0.052063439041376114,
0.011496732011437416,
-0.043578363955020905,
-0.009233272634446621,
0.019235791638493538,
0.03456677123904228,
-0.03330828621983528,
-0.06295845657587051,
0.02206055074930191,
0.06360528618097305,
-0.04323241114616394,
0.02834704890847206,
-0.038545794785022736,
0.020592540502548218,
-0.03779140114784241,
-0.03889904171228409,
0.050770532339811325,
0.020937148481607437,
-0.01514353509992361,
0.027473602443933487,
0.008597060106694698,
-0.016064297407865524,
0.02891874872148037,
0.006640880834311247,
0.0033673886209726334,
-0.030762815847992897,
0.008645378984510899,
0.021108314394950867,
0.05407996103167534,
-0.027095584198832512,
0.03748231753706932,
-0.027114810422062874,
-0.003576655639335513,
0.030049776658415794,
-0.07573413848876953,
0.014404604211449623,
0.04747505858540535,
0.014560163021087646,
-0.02804921567440033,
0.011503155343234539,
0.007835660129785538,
0.020730970427393913,
0.07221142202615738,
0.0037507247179746628,
0.059140533208847046,
0.015070773661136627,
0.06567006558179855,
0.09656094014644623,
0.011689838953316212,
0.03513900563120842,
0.03746428340673447,
0.08751346170902252,
-0.012983460910618305,
-0.010335313156247139,
0.040433045476675034,
-0.05052846297621727,
0.017784051597118378,
-0.03917641565203667,
0.02789834514260292,
0.013479737564921379,
-0.0034737747628241777,
0.029331425204873085,
0.007510346360504627,
-0.022431666031479836,
0.008036919869482517,
-0.011707996018230915,
-0.025807296857237816,
0.046221647411584854,
0.01898534595966339,
0.00893837958574295,
0.012154832482337952,
0.002396794268861413,
0.02711336314678192,
-0.06825052201747894,
-0.0694030374288559,
0.013648387975990772,
-0.03443796932697296,
-0.004948421847075224,
-0.06544451415538788,
-0.014074210077524185,
-0.0636569932103157,
-0.019496222957968712,
0.03442826122045517,
0.004084420390427113,
-0.006671557668596506,
-0.024723168462514877,
0.012320726178586483,
-0.033773649483919144,
-0.031032059341669083,
-0.04106215015053749,
-0.03270009905099869,
-0.0441175252199173,
-0.08107385784387589,
0.04904875159263611,
0.015664778649806976,
0.022855984047055244,
-0.018280044198036194,
0.016039878129959106,
-0.022135313600301743,
-0.014119488187134266,
0.08535309880971909,
0.05300106853246689,
-0.025527849793434143,
-0.020911313593387604,
0.04520813375711441,
-0.03569244220852852,
-0.0028515541926026344,
-0.024802666157484055,
-0.01886424981057644,
0.07130157947540283,
0.05067690461874008,
0.017072919756174088,
0.001367035205475986,
-0.024815820157527924,
-0.055366966873407364,
-0.05959282070398331,
-0.04220899939537048,
-0.039358317852020264,
-0.010935379192233086,
-0.023913273587822914,
-0.04957180097699165,
-0.039433158934116364,
-0.03091656230390072,
-0.0030089961364865303,
-0.031729038804769516,
0.028598565608263016,
0.03334827348589897,
0.03693480044603348,
0.041196323931217194,
0.03165154159069061,
-0.0541677363216877,
-0.03584998473525047,
0.07445341348648071,
0.007840018719434738,
0.005749004427343607,
-0.04989466443657875,
-0.012911261059343815,
0.05587334185838699,
0.01301481295377016,
0.0068183476105332375,
0.019079793244600296,
0.07726143300533295,
0.004712172318249941,
0.0074451942928135395,
0.010335482656955719,
-0.002294194418936968,
-0.00928198266774416,
-0.007354774512350559,
-0.01748141646385193,
-0.044766608625650406,
-0.020324401557445526,
-0.016052745282649994,
0.024244064465165138,
0.04359625652432442,
-0.06654828786849976,
-0.03154901787638664,
-0.0036471199709922075,
0.033126331865787506,
0.0144469253718853,
0.026810849085450172,
-0.009066364727914333,
0.014819562435150146,
-0.031550318002700806,
-0.01957426406443119,
0.005401751026511192,
0.009225732646882534,
0.008151242509484291,
0.04694284126162529,
0.035131677985191345,
-0.027709731832146645,
0.0396696999669075,
0.024358196184039116,
0.060915879905223846,
0.011075008660554886,
-0.034938596189022064,
0.022952726110816002,
-0.023354722186923027,
0.017975252121686935,
-0.006808776408433914,
-0.025747736915946007,
-0.041461553424596786,
-0.07411675900220871,
0.0027619090396910906,
0.024107851088047028,
-0.03799878805875778,
0.018143605440855026,
0.02116977795958519,
-0.049483709037303925,
0.008395383134484291,
-0.00035644855233840644,
0.010559518821537495,
0.04685785993933678,
-0.048865992575883865,
0.06401568651199341,
-0.00875953771173954,
0.00872107781469822,
-0.06384608894586563,
0.016405615955591202,
-0.01482501719146967,
-0.03769109398126602,
0.03517361357808113,
0.06344875693321228,
0.012480000965297222,
0.046243466436862946,
0.08778126537799835,
0.050765540450811386,
-0.022235693410038948,
0.025176195427775383,
0.03326068073511124,
0.0038264647591859102,
-0.0607093907892704,
-0.011398633010685444,
-0.00507016759365797,
-0.0482504665851593,
-0.0015982089098542929,
-0.019437262788414955,
0.011727952398359776,
0.014471353963017464,
-0.0016007203375920653,
-0.03041420318186283,
-0.013892168179154396,
-0.027587343007326126,
-0.03189710155129433,
-0.06712327152490616,
-0.032533664256334305,
-0.012872335501015186,
-0.0019491498824208975,
0.04677525907754898,
0.044934000819921494,
0.003960918635129929,
0.04345304146409035,
0.04452212527394295,
-0.02778269164264202,
-0.018595688045024872,
0.01252050418406725,
0.01967119798064232,
-0.017051609233021736,
-0.05487682297825813,
-0.04096958041191101,
0.047993239015340805,
0.04423496872186661,
-0.030665673315525055,
-0.07800191640853882,
-0.0005757801118306816,
0.0696909949183464,
-0.03417719528079033,
0.05349811911582947,
0.003146750619634986,
0.04823784530162811,
0.058294497430324554,
-0.018321804702281952,
0.01631825789809227,
-0.0330355130136013,
0.022300975397229195,
0.008610950782895088,
0.03703100234270096,
-0.04439609497785568,
-0.04152342304587364,
-0.08335833996534348,
0.007558183744549751,
0.026167239993810654,
0.08633485436439514,
0.044877856969833374,
-0.04154585301876068,
-0.05725325644016266,
-0.011898349970579147,
0.04245494306087494,
-0.05836038663983345,
-0.008417610079050064,
0.022727664560079575,
0.05516543984413147,
-0.04703190550208092,
-0.04984631389379501,
-0.027092408388853073,
-0.0010819423478096724,
0.034043025225400925,
0.0005317087052389979,
-0.018371962010860443,
-0.05751302093267441,
0.03682507574558258,
-0.005876507144421339,
-0.03918454423546791,
-0.1135530099272728,
0.002098234836012125,
-0.03618370741605759,
-0.00591759430244565,
0.05505945533514023,
0.026986856013536453,
0.03446582704782486,
0.06322962790727615,
0.0020999705884605646,
0.0304919071495533,
-0.03871111199259758,
0.02290632203221321,
-0.034868109971284866,
0.013615665026009083,
0.01697692647576332,
-0.024804892018437386,
-0.030462052673101425,
-0.03164941444993019,
-0.04833796247839928,
-0.03571721166372299,
-0.024546630680561066,
0.018269823864102364,
-0.03308509662747383,
0.0032432328443974257,
-0.009613500908017159,
0.030696455389261246,
-0.01617542840540409,
-0.01791922003030777,
-0.003377835266292095,
-0.05449550226330757,
-0.0811161920428276,
-0.043698251247406006,
0.023027190938591957,
0.022765111178159714,
0.010341859422624111,
0.03485649451613426,
0.01594434678554535,
0.01414463110268116,
0.012147749774158001,
-0.03217530995607376,
0.04652783274650574,
0.01187439076602459,
-0.04526505619287491,
-0.03291235864162445,
0.011561821214854717,
0.0337199866771698,
0.02227785252034664,
-0.05262332782149315,
0.026395495980978012,
0.00793337170034647,
-0.037636976689100266,
-0.01902218721807003,
-0.0021104176994413137,
0.030962243676185608,
-0.07480432093143463,
-0.05265846848487854,
0.0004246514872647822,
-0.05427448824048042,
0.026773903518915176,
-0.022957032546401024,
0.004892108496278524,
0.015282249078154564,
0.027027592062950134,
0.02952921949326992,
0.0011365629034116864,
-0.05082979053258896,
0.0008934771176427603,
-0.0023462942335754633,
-0.0006258697831071913,
-0.06864085048437119,
0.04711858928203583,
-0.04136546328663826,
0.027146322652697563,
-0.0026035960763692856,
-0.007047930266708136,
-0.031557075679302216,
0.03935118019580841,
-0.01049706619232893,
-0.009929594583809376,
-0.017325391992926598,
-0.0010891520651057363,
-0.042596254497766495,
0.05038680508732796,
0.000981048448011279,
0.020888209342956543,
-0.02422049641609192,
0.0694759264588356,
-0.03982846811413765,
-0.01417157519608736,
-0.0195392444729805,
0.02086014114320278,
-0.03383545204997063,
0.0020168754272162914,
-0.01660083420574665,
-0.03442784398794174,
0.004000484943389893,
0.04111958295106888,
0.03490924462676048,
0.010650533251464367,
-0.0331609882414341,
0.010090716183185577,
0.014126338995993137,
-0.04652777314186096,
-0.00027639142354018986,
-0.017985282465815544,
-0.02706168033182621,
-0.004952047020196915,
0.048333827406167984,
0.03149672970175743,
-0.037923652678728104,
-0.07550167292356491,
0.020782001316547394,
0.029772017151117325,
-0.0037888099905103445,
0.005767730064690113,
0.016794992610812187,
0.03555804118514061,
0.05332028865814209,
-0.027930378913879395,
-0.0009960641618818045,
-0.018226267769932747,
-0.020032793283462524,
0.022498246282339096,
-0.012208379805088043,
0.034477539360523224,
0.00449726264923811,
-0.041107144206762314,
-0.014179951511323452,
0.06563913822174072,
0.021941931918263435,
0.018714765086770058,
0.001774462522007525,
-0.012984794564545155,
0.020679738372564316,
0.02749837376177311,
-0.06676816940307617,
0.003315360751003027,
0.04910266026854515,
-0.03868550807237625,
0.06408075243234634,
-0.02110983058810234,
0.0434628464281559,
0.056371789425611496,
-0.002396257594227791,
-0.023420536890625954,
0.05423752963542938,
-0.017659654840826988,
-0.021350277587771416,
0.056254807859659195,
-0.05507993325591087,
-0.01973053626716137,
-0.0194186232984066,
0.06499948352575302,
-0.06867171823978424,
0.05418695881962776,
0.05312351882457733,
0.03933345898985863,
-0.003587760729715228,
-0.04799912869930267,
-0.04047106206417084,
0.027924716472625732,
-0.035196393728256226,
0.06972862780094147,
0.023068420588970184,
-0.047140933573246,
0.07405658066272736,
0.008962295949459076,
-0.07560531795024872,
0.03745089843869209,
0.03925386816263199,
0.01939016953110695,
0.027785789221525192,
0.05753637105226517,
-0.04735858738422394,
0.0234095249325037,
-0.06132963299751282,
0.011708103120326996,
-0.06769600510597229,
0.0010087506379932165,
0.007459215819835663,
-0.01694127544760704,
-0.014944372698664665,
0.03309235721826553,
-0.024343693628907204,
0.029995998367667198,
0.026800503954291344,
-0.049319710582494736,
-0.02385837957262993,
0.016695141792297363,
0.03873218223452568,
-0.016866065561771393,
0.017272699624300003,
-0.01902848668396473,
0.014463198371231556,
0.03078264743089676,
0.02381088212132454,
-0.05641821399331093,
-0.0006492476677522063,
0.03230349346995354,
-0.051924314349889755,
-0.032145071774721146,
0.004012300632894039,
0.006824746262282133,
-0.039747703820466995,
0.03062305599451065,
0.014375010505318642,
0.006617043167352676,
0.030878568068146706,
-0.016250647604465485,
0.04477982595562935,
-0.04963875561952591,
-0.009362158365547657,
0.0067543210461735725,
0.002369000343605876,
0.020585443824529648,
-0.01821102388203144,
0.024415792897343636,
0.021398374810814857,
0.05761149153113365,
0.013556347228586674,
-0.04589443653821945,
-0.014668820425868034,
0.02561180852353573,
-0.034808117896318436,
0.008637395687401295,
-0.022834470495581627,
-0.0718923881649971,
-0.030072852969169617,
-0.022664226591587067,
-0.005266471300274134,
0.016542358323931694,
-0.01589232124388218,
0.006287579890340567,
0.05607900023460388,
-0.027586907148361206,
-0.03892311453819275,
-0.07240230590105057,
-0.014344992116093636,
-0.02048620395362377,
0.00811270996928215,
0.019139697775244713,
-0.0310785211622715,
0.02520562894642353,
-0.04907185211777687,
-0.05461517348885536,
0.06252212077379227,
0.018269255757331848,
-0.029696404933929443,
0.05852917954325676,
0.029743866994976997,
-0.030855242162942886,
0.008664023131132126,
0.05919450893998146,
-0.05456632375717163,
0.019279437139630318,
-0.009865842759609222,
0.017345231026411057,
0.019271833822131157,
0.026855163276195526,
-0.019528144970536232,
-0.03647511079907417,
-0.058580223470926285,
-0.055003561079502106,
-0.038367513567209244,
-0.005796642508357763,
0.0709080621600151
] |
Declan/WallStreetJournal_model_v4 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-en
* source languages: nso
* target languages: en
* OPUS readme: [nso-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.en | 48.6 | 0.634 |
| [
-0.01659475639462471,
-0.0312497541308403,
-0.005377591121941805,
0.03367762640118599,
0.027331290766596794,
0.02095603570342064,
-0.0006992541020736098,
-0.0014065870782360435,
-0.05010896548628807,
0.05456961318850517,
0.012327395379543304,
-0.012065802700817585,
0.006860809400677681,
0.049653343856334686,
-0.03565750643610954,
-0.026169996708631516,
-0.007093712687492371,
0.006234216969460249,
-0.03884701430797577,
-0.008113556541502476,
-0.003514850279316306,
0.011121811345219612,
-0.03645476698875427,
0.032679248601198196,
-0.024993760511279106,
0.0024395810905843973,
-0.013797060586512089,
0.011501125991344452,
0.02499176189303398,
-0.07487180829048157,
-0.009289558976888657,
-0.019081316888332367,
-0.033412590622901917,
-0.015644915401935577,
-0.027669526636600494,
0.026160305365920067,
0.013027546927332878,
0.02281581610441208,
0.07599174231290817,
0.05906350538134575,
-0.006474371068179607,
-0.00029027462005615234,
-0.008546508848667145,
-0.023578833788633347,
0.03916621953248978,
-0.0006904059555381536,
-0.026758071035146713,
-0.031852707266807556,
0.025573112070560455,
-0.027778057381510735,
-0.050115831196308136,
-0.04759002476930618,
-0.01837484911084175,
0.031709689646959305,
-0.009242256172001362,
-0.0036967492196708918,
-0.09432333707809448,
-0.0075466143898665905,
0.06563758105039597,
-0.05642928555607796,
-0.02867591567337513,
0.014264175668358803,
-0.050163064152002335,
0.012101570144295692,
0.04894234612584114,
-0.03415491431951523,
-0.012631665915250778,
-0.05437897518277168,
0.04188864678144455,
-0.03672207146883011,
0.031045399606227875,
-0.03442922979593277,
0.01913350820541382,
-0.074632428586483,
-0.04857697710394859,
-0.005460688378661871,
0.029196951538324356,
0.05404620245099068,
-0.04444470629096031,
0.04831245169043541,
0.049115728586912155,
-0.011647219769656658,
0.023918531835079193,
-0.009409877471625805,
-0.015042344108223915,
0.03881401941180229,
-0.028667181730270386,
-0.0020099799148738384,
0.008668814785778522,
0.05170232802629471,
-0.04881168529391289,
-0.030050035566091537,
-0.017073702067136765,
-0.029671424999833107,
-0.006022525951266289,
0.02810073085129261,
0.06172055006027222,
-0.028865279629826546,
0.005030227825045586,
0.043418969959020615,
0.02603413723409176,
0.04923456534743309,
0.0008823630050756037,
0.07158999890089035,
-0.019837457686662674,
0.0007916708127595484,
-0.016552463173866272,
-0.02509463205933571,
-0.06687058508396149,
0.005018988158553839,
0.031968820840120316,
-0.0407121479511261,
-0.004422035068273544,
0.04589768126606941,
0.035986173897981644,
-0.0374508760869503,
0.0712619423866272,
-0.032400231808423996,
-0.04574315994977951,
-0.05545729398727417,
0.05766581371426582,
0.011614956893026829,
0.012819651514291763,
0.01321970671415329,
-0.050449784845113754,
0.02091803587973118,
-0.03817217797040939,
-0.03761351853609085,
0.0069351643323898315,
0.027702707797288895,
-0.016959967091679573,
0.03477984294295311,
0.03508615866303444,
-0.05391988903284073,
0.024732675403356552,
-0.015202636830508709,
-0.03880809247493744,
0.06266879290342331,
0.03983202204108238,
0.09990902990102768,
-0.04712207242846489,
-0.03592652454972267,
0.012870377860963345,
0.004231591708958149,
-0.040404561907052994,
0.011053912341594696,
-0.00904611311852932,
-0.01983512192964554,
-0.024139825254678726,
-0.02039172127842903,
0.0504613034427166,
-0.045991960912942886,
-0.02087521366775036,
0.054540809243917465,
-0.009993158280849457,
0.03346780687570572,
-0.026506556198000908,
-0.0046738022938370705,
0.012490115128457546,
-0.020232543349266052,
-0.029483813792467117,
0.030039899051189423,
0.002635725773870945,
0.008027100004255772,
-0.028363404795527458,
-0.05530528724193573,
0.02317287027835846,
0.08244426548480988,
-0.027916261926293373,
-0.02092244103550911,
-0.025671515613794327,
0.003610464511439204,
0.04159282147884369,
0.013036324642598629,
-0.02618100866675377,
0.042899180203676224,
0.056219641119241714,
0.012101367115974426,
0.007948645390570164,
0.06751099228858948,
0.017493104562163353,
-0.01788395270705223,
-0.0065465965308249,
0.01374063454568386,
0.03331231698393822,
-0.013196254149079323,
0.003467705799266696,
0.03434857726097107,
0.020380327478051186,
-0.01702566258609295,
-0.02583993598818779,
0.06050761044025421,
0.0010901775676757097,
0.006441520527005196,
0.01288460660725832,
-0.027331339195370674,
-0.012922818772494793,
0.047245271503925323,
-0.003266062354668975,
-0.022835666313767433,
-0.03325272724032402,
-0.027524525299668312,
0.013983887620270252,
0.03153645992279053,
0.025849074125289917,
0.05364750325679779,
-0.01157916896045208,
0.10868667811155319,
-0.026092546060681343,
0.00869722943753004,
-0.015140094794332981,
-0.033766936510801315,
0.017015719786286354,
0.0697392001748085,
0.016856735572218895,
0.0341198705136776,
-0.0021728959400206804,
-0.048524584621191025,
0.029222989454865456,
0.05933632329106331,
0.05491520091891289,
0.01006548386067152,
-0.04612782225012779,
-0.009382250718772411,
0.015207194723188877,
0.0381922572851181,
-0.03074018843472004,
-0.062495846301317215,
0.020846884697675705,
0.06513621658086777,
-0.0479898601770401,
0.029010659083724022,
-0.037234384566545486,
0.02439137175679207,
-0.03823549300432205,
-0.03854084014892578,
0.048080846667289734,
0.022836387157440186,
-0.010244306176900864,
0.02237657643854618,
0.007024830672889948,
-0.013148391619324684,
0.030469436198472977,
0.005807469133287668,
0.0008253822452388704,
-0.02741820551455021,
0.011054075323045254,
0.022537635639309883,
0.05592281371355057,
-0.02466779574751854,
0.03959933668375015,
-0.026688681915402412,
-0.002654310315847397,
0.030652476474642754,
-0.07432599365711212,
0.013196094892919064,
0.0443945974111557,
0.014763088896870613,
-0.022854136303067207,
0.007231682538986206,
0.005334523040801287,
0.02082023210823536,
0.07462754100561142,
0.00446153013035655,
0.05484211444854736,
0.014245986007153988,
0.06373357027769089,
0.09923532605171204,
0.00887368619441986,
0.032923296093940735,
0.03837426006793976,
0.09250244498252869,
-0.012000169605016708,
-0.007992989383637905,
0.044924087822437286,
-0.04703647643327713,
0.016671108081936836,
-0.040096644312143326,
0.028117526322603226,
0.014432037249207497,
-0.003959165886044502,
0.03099549002945423,
0.007772007957100868,
-0.020841652527451515,
0.006936516147106886,
-0.011676371097564697,
-0.026326920837163925,
0.04413628950715065,
0.013036048971116543,
0.00800833199173212,
0.012095102109014988,
0.0053978897631168365,
0.024836361408233643,
-0.0661623552441597,
-0.07048502564430237,
0.016579868271946907,
-0.03251282498240471,
-0.004478790797293186,
-0.06576815247535706,
-0.011488609947264194,
-0.06335747987031937,
-0.01888851635158062,
0.0348992645740509,
0.00386549043469131,
-0.010082094930112362,
-0.026071401312947273,
0.007154560182243586,
-0.03136201202869415,
-0.02445872686803341,
-0.03490598872303963,
-0.03531001880764961,
-0.038695670664310455,
-0.08238562196493149,
0.045907244086265564,
0.016770407557487488,
0.022309891879558563,
-0.021768905222415924,
0.01495723333209753,
-0.019100746139883995,
-0.014475707896053791,
0.08258631080389023,
0.05385825037956238,
-0.02586926706135273,
-0.022961337119340897,
0.05172114819288254,
-0.03788633272051811,
-0.0009237414924427867,
-0.02680397592484951,
-0.016171986237168312,
0.06929489225149155,
0.04962527006864548,
0.021372100338339806,
0.00196479051373899,
-0.028822870925068855,
-0.057881444692611694,
-0.05708712339401245,
-0.04318373277783394,
-0.04230660945177078,
-0.013010436668992043,
-0.02586364932358265,
-0.05384080111980438,
-0.03427109867334366,
-0.027537763118743896,
-0.00206781760789454,
-0.031603213399648666,
0.027459369972348213,
0.03657621517777443,
0.03709374740719795,
0.04070383310317993,
0.0336773507297039,
-0.05844031274318695,
-0.03590262681245804,
0.07388430088758469,
0.007830251008272171,
0.010849688202142715,
-0.04616868868470192,
-0.01009342446923256,
0.05496945604681969,
0.011672839522361755,
0.00967539194971323,
0.021537374705076218,
0.07602360844612122,
0.0034105509985238314,
0.0057247113436460495,
0.013099289499223232,
-0.002436322160065174,
-0.004696892574429512,
-0.01013888418674469,
-0.017813358455896378,
-0.046141985803842545,
-0.018378395587205887,
-0.01631252095103264,
0.01946258544921875,
0.043254636228084564,
-0.06943342834711075,
-0.03106646239757538,
-0.0015746958088129759,
0.035101521760225296,
0.007746060378849506,
0.024965984746813774,
-0.010422210209071636,
0.017205029726028442,
-0.04009050875902176,
-0.02042284794151783,
0.006385053042322397,
0.010041738860309124,
0.00550290709361434,
0.04837679862976074,
0.032711029052734375,
-0.028189627453684807,
0.04686260223388672,
0.026503518223762512,
0.06333565711975098,
0.008478494361042976,
-0.04269855469465256,
0.021374784409999847,
-0.02159179002046585,
0.018194075673818588,
-0.005300310906022787,
-0.023211482912302017,
-0.04445948451757431,
-0.0774109959602356,
0.003785216948017478,
0.024794679135084152,
-0.034717634320259094,
0.014989402145147324,
0.019109416753053665,
-0.053438376635313034,
0.008349926210939884,
-0.0010290989885106683,
0.010659245774149895,
0.04844279959797859,
-0.05367855355143547,
0.06279373168945312,
-0.008193732239305973,
0.01597284898161888,
-0.06382247805595398,
0.01604600064456463,
-0.014118642546236515,
-0.037598151713609695,
0.037631381303071976,
0.06221799924969673,
0.013825612142682076,
0.050309546291828156,
0.08626996725797653,
0.04952799528837204,
-0.02370033971965313,
0.028168268501758575,
0.03325803950428963,
0.005395276006311178,
-0.06343991309404373,
-0.0139626981690526,
-0.005230978596955538,
-0.047333329916000366,
-0.0012805693550035357,
-0.018800728023052216,
0.016044575721025467,
0.014783455058932304,
-0.0040768771432340145,
-0.027577053755521774,
-0.01763506419956684,
-0.032758861780166626,
-0.0312926210463047,
-0.06513596326112747,
-0.031457092612981796,
-0.011557287536561489,
-0.0005666313227266073,
0.04482075944542885,
0.04501703381538391,
0.002088516019284725,
0.040429938584566116,
0.04746292531490326,
-0.027181390672922134,
-0.019148366525769234,
0.011565610766410828,
0.02191723883152008,
-0.015771793201565742,
-0.057892464101314545,
-0.04120076447725296,
0.048515643924474716,
0.03997531160712242,
-0.033397022634744644,
-0.08182276785373688,
-0.0010488975094631314,
0.06781964749097824,
-0.030118625611066818,
0.050733815878629684,
0.0033896316308528185,
0.04735182598233223,
0.05658381059765816,
-0.01841389387845993,
0.017154676839709282,
-0.031220415607094765,
0.019993720576167107,
0.007390599697828293,
0.036171603947877884,
-0.043854743242263794,
-0.040473584085702896,
-0.08749962598085403,
0.007764093577861786,
0.026737572625279427,
0.08733256906270981,
0.04522451013326645,
-0.04137532413005829,
-0.057177383452653885,
-0.015905208885669708,
0.04444495216012001,
-0.0571797676384449,
-0.013563320972025394,
0.01873442344367504,
0.05283591151237488,
-0.045543260872364044,
-0.05276164039969444,
-0.026458419859409332,
0.0014036537613719702,
0.03122158907353878,
-0.0009020980796776712,
-0.014817353338003159,
-0.05406120792031288,
0.039603084325790405,
-0.00829657819122076,
-0.04019179195165634,
-0.11497475951910019,
0.00566759891808033,
-0.0357341542840004,
-0.004390533547848463,
0.05116898566484451,
0.02473549358546734,
0.03384276106953621,
0.06419655680656433,
0.007443583104759455,
0.03110451065003872,
-0.03861495852470398,
0.023084091022610664,
-0.03416340425610542,
0.01343592070043087,
0.017867134883999825,
-0.028731878846883774,
-0.029390810057520866,
-0.034977689385414124,
-0.040451161563396454,
-0.031565725803375244,
-0.02340991608798504,
0.01618867926299572,
-0.03392791375517845,
0.0037946898955851793,
-0.013145104050636292,
0.034519944339990616,
-0.0119151147082448,
-0.01840892992913723,
-0.003761172527447343,
-0.056542567908763885,
-0.07904276996850967,
-0.04155343025922775,
0.0244029238820076,
0.02423859015107155,
0.014171281829476357,
0.03784133121371269,
0.013206524774432182,
0.014802814461290836,
0.012657330371439457,
-0.035538263618946075,
0.04962342232465744,
0.011574785225093365,
-0.042555734515190125,
-0.03404887393116951,
0.011020532809197903,
0.03837169334292412,
0.024619029834866524,
-0.05025727301836014,
0.024033240973949432,
0.004047347232699394,
-0.03595401719212532,
-0.018358398228883743,
-0.0034446727950125933,
0.032820966094732285,
-0.0739193931221962,
-0.04858631268143654,
0.007211804389953613,
-0.053451769053936005,
0.029297292232513428,
-0.02082200162112713,
0.007200403138995171,
0.013539984822273254,
0.024549799039959908,
0.03231295943260193,
0.0016550972359254956,
-0.04937120899558067,
-0.0026381888892501593,
-0.00118225475307554,
0.000056208496971521527,
-0.06817809492349625,
0.050215836614370346,
-0.04421098157763481,
0.027627786621451378,
-0.006339763756841421,
-0.006043628789484501,
-0.030650172382593155,
0.03573744371533394,
-0.00861362088471651,
-0.01046947855502367,
-0.014797990210354328,
-0.0012470301007851958,
-0.04475073516368866,
0.05435701832175255,
0.004657338839024305,
0.019211506471037865,
-0.02619362063705921,
0.06986948847770691,
-0.03704417124390602,
-0.013133864849805832,
-0.021778631955385208,
0.020048612728714943,
-0.03763708844780922,
-0.0004470782005228102,
-0.01964595541357994,
-0.03360328823328018,
0.0023007767740637064,
0.04485497251152992,
0.03687087818980217,
0.01536256168037653,
-0.030125532299280167,
0.010096743702888489,
0.012411488220095634,
-0.04865322634577751,
0.0010690689086914062,
-0.016680829226970673,
-0.027596810832619667,
-0.0038325900677591562,
0.04488270729780197,
0.032942235469818115,
-0.03617724031209946,
-0.07385572791099548,
0.01823529414832592,
0.030508816242218018,
-0.006880238186568022,
0.0026413765735924244,
0.014574399217963219,
0.0361439548432827,
0.054851241409778595,
-0.026438666507601738,
0.000229398108785972,
-0.017716921865940094,
-0.021922193467617035,
0.024463161826133728,
-0.016307096928358078,
0.03208870440721512,
0.003984448965638876,
-0.040746528655290604,
-0.011271773837506771,
0.0624295137822628,
0.023465607315301895,
0.016763029620051384,
0.0030265171080827713,
-0.012564285658299923,
0.01910809427499771,
0.022760791704058647,
-0.0690416768193245,
0.005957655142992735,
0.05098270624876022,
-0.036118488758802414,
0.06656327843666077,
-0.022217804566025734,
0.0453595332801342,
0.05648906156420708,
-0.0036342197563499212,
-0.02592761255800724,
0.05504676699638367,
-0.02182750403881073,
-0.02042250894010067,
0.05435921251773834,
-0.05247297137975693,
-0.01990547776222229,
-0.019112441688776016,
0.06209688261151314,
-0.07044163346290588,
0.0542842298746109,
0.05369315296411514,
0.03694824501872063,
-0.005596583243459463,
-0.0443311482667923,
-0.03989200294017792,
0.0327591598033905,
-0.03225310891866684,
0.06971056014299393,
0.022536013275384903,
-0.05213182047009468,
0.07109809666872025,
0.008631802164018154,
-0.07797849178314209,
0.040021780878305435,
0.03773105889558792,
0.01570664905011654,
0.028213851153850555,
0.056706082075834274,
-0.04706127569079399,
0.02154236100614071,
-0.06292014569044113,
0.013080590404570103,
-0.06780042499303818,
0.0012304255506023765,
0.01169801875948906,
-0.01870802417397499,
-0.019813070073723793,
0.033613160252571106,
-0.025651544332504272,
0.029371928423643112,
0.02094890922307968,
-0.049306999891996384,
-0.02249201387166977,
0.017908742651343346,
0.04043599218130112,
-0.016349203884601593,
0.0148605452850461,
-0.01526268944144249,
0.015710312873125076,
0.03249049931764603,
0.0247789416462183,
-0.06323801726102829,
-0.0019293971126899123,
0.027845000848174095,
-0.05094868317246437,
-0.028206374496221542,
0.002795448061078787,
0.010450738482177258,
-0.038254112005233765,
0.030857406556606293,
0.015474753454327583,
0.009087556041777134,
0.031945887953042984,
-0.02009080909192562,
0.04212601110339165,
-0.05446473881602287,
-0.010340548120439053,
0.010449914261698723,
0.0009862118167802691,
0.020668748766183853,
-0.017732080072164536,
0.02203449420630932,
0.020619763061404228,
0.056923046708106995,
0.015173993073403835,
-0.046460218727588654,
-0.015107544139027596,
0.02544376067817211,
-0.035027191042900085,
0.009583540260791779,
-0.021682418882846832,
-0.06999917328357697,
-0.03173971548676491,
-0.018038161098957062,
-0.005959500093013048,
0.013290074653923512,
-0.016352804377675056,
0.0062447236850857735,
0.05439705774188042,
-0.030914627015590668,
-0.036700278520584106,
-0.07250369340181351,
-0.014306494034826756,
-0.02104848437011242,
0.008040878921747208,
0.01833999902009964,
-0.027855776250362396,
0.024253718554973602,
-0.05131123587489128,
-0.060584429651498795,
0.06590498238801956,
0.016647525131702423,
-0.028576282784342766,
0.055377792567014694,
0.028366433456540108,
-0.030006831511855125,
0.012383861467242241,
0.059577226638793945,
-0.054785143584012985,
0.021017827093601227,
-0.009331152774393559,
0.023296257480978966,
0.016140222549438477,
0.026300910860300064,
-0.02051226608455181,
-0.03634939715266228,
-0.0550641305744648,
-0.05575348064303398,
-0.03827463090419769,
-0.004479667171835899,
0.07081644982099533
] |
Declan/WallStreetJournal_model_v5 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-es
* source languages: nso
* target languages: es
* OPUS readme: [nso-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.es | 29.5 | 0.485 |
| [
-0.017321281135082245,
-0.03134017437696457,
0.00038755853893235326,
0.030756665393710136,
0.02888193540275097,
0.021100478246808052,
-0.0019410906825214624,
0.0010664100991562009,
-0.04704657569527626,
0.05295349657535553,
0.005833761300891638,
-0.011476745828986168,
0.006353678647428751,
0.05129224807024002,
-0.0375964492559433,
-0.0244948398321867,
-0.0049031805247068405,
0.004484125413000584,
-0.04417615011334419,
-0.011476668529212475,
-0.0030467072501778603,
0.01137609127908945,
-0.036826472729444504,
0.0294154305011034,
-0.029004689306020737,
0.004007293842732906,
-0.007848408073186874,
0.008866229094564915,
0.023384584113955498,
-0.06837214529514313,
-0.007596717681735754,
-0.01883886381983757,
-0.033664312213659286,
-0.018440717831254005,
-0.030284371227025986,
0.02512858249247074,
0.014556223526597023,
0.018936408683657646,
0.07512612640857697,
0.05750162899494171,
-0.0059833708219230175,
0.004709270317107439,
-0.007452393416315317,
-0.026525266468524933,
0.0367412343621254,
0.001965377014130354,
-0.029602738097310066,
-0.03553827106952667,
0.024106061086058617,
-0.025286482647061348,
-0.05336589366197586,
-0.052091434597969055,
-0.01787671074271202,
0.03228292614221573,
-0.009934235364198685,
-0.00680919736623764,
-0.09308687597513199,
-0.005478056147694588,
0.06811214983463287,
-0.057436294853687286,
-0.02878398634493351,
0.014882326126098633,
-0.053325921297073364,
0.006770052947103977,
0.04893207177519798,
-0.03312234953045845,
-0.010679650120437145,
-0.05248057097196579,
0.04194656014442444,
-0.03881928697228432,
0.030814366415143013,
-0.040051091462373734,
0.016977736726403236,
-0.07379256933927536,
-0.050562724471092224,
-0.008903986774384975,
0.030560633167624474,
0.05121714994311333,
-0.044974036514759064,
0.048276256769895554,
0.04868602380156517,
-0.00953852478414774,
0.027974193915724754,
-0.011073471046984196,
-0.014659461565315723,
0.042425788938999176,
-0.03086632862687111,
-0.004046428017318249,
0.014240054413676262,
0.0507374033331871,
-0.04366838559508324,
-0.029740869998931885,
-0.013800937682390213,
-0.03027801401913166,
-0.0034755144733935595,
0.03281048685312271,
0.06515903770923615,
-0.02731793187558651,
0.010663311928510666,
0.04589507728815079,
0.022296668961644173,
0.049882981926202774,
0.0029450692236423492,
0.07320088893175125,
-0.023402687162160873,
-0.0007873008726164699,
-0.014938369393348694,
-0.02692224644124508,
-0.0642426609992981,
0.00748313358053565,
0.0311420988291502,
-0.038734205067157745,
-0.012291778810322285,
0.04825053736567497,
0.03866148367524147,
-0.041495468467473984,
0.07161866128444672,
-0.0322350412607193,
-0.048876311630010605,
-0.05200444534420967,
0.059762950986623764,
0.013320425525307655,
0.013246334157884121,
0.013409556820988655,
-0.0530802346765995,
0.01515271607786417,
-0.0331331305205822,
-0.03597662225365639,
0.0024929202627390623,
0.027464857324957848,
-0.02107652835547924,
0.03227359429001808,
0.030992064625024796,
-0.055404987186193466,
0.024984342977404594,
-0.013928142376244068,
-0.04161158576607704,
0.060260750353336334,
0.04322205111384392,
0.09555739164352417,
-0.04406420513987541,
-0.03365597128868103,
0.007659899536520243,
0.004687948618084192,
-0.037927158176898956,
0.007686226163059473,
-0.009642750024795532,
-0.024330364540219307,
-0.025494199246168137,
-0.01852022297680378,
0.05662500485777855,
-0.0493297316133976,
-0.01877403073012829,
0.05382194742560387,
-0.010745752602815628,
0.03167347609996796,
-0.024514853954315186,
-0.004410068038851023,
0.012651671655476093,
-0.019014457240700722,
-0.03175341710448265,
0.03140420839190483,
0.0002383360842941329,
0.004789363127201796,
-0.0326240211725235,
-0.05801355838775635,
0.02264576219022274,
0.08310066163539886,
-0.02515293098986149,
-0.022654391825199127,
-0.027903886511921883,
0.005048217251896858,
0.0451333224773407,
0.009209263138473034,
-0.025285666808485985,
0.040264979004859924,
0.06092583388090134,
0.014939369633793831,
0.005894642323255539,
0.06582511961460114,
0.019771628081798553,
-0.01907353661954403,
-0.009509443305432796,
0.011312668211758137,
0.03315297141671181,
-0.013645799830555916,
0.0026228786446154118,
0.03596113994717598,
0.01951988786458969,
-0.01665014587342739,
-0.023911312222480774,
0.06101102754473686,
0.002628832822665572,
0.010340212844312191,
0.008446878753602505,
-0.026207173243165016,
-0.01599816232919693,
0.05068834498524666,
-0.008131280541419983,
-0.021145669743418694,
-0.0302765890955925,
-0.02630528248846531,
0.009708981961011887,
0.03399055078625679,
0.021517064422369003,
0.05359039828181267,
-0.007393663749098778,
0.1095215380191803,
-0.026534000411629677,
0.012191442772746086,
-0.01535401213914156,
-0.03706814721226692,
0.01226209755986929,
0.06733088940382004,
0.013922820799052715,
0.034693293273448944,
-0.0031927451491355896,
-0.051128145307302475,
0.027040531858801842,
0.061494894325733185,
0.05233673378825188,
0.007714463397860527,
-0.04638013616204262,
-0.008672675117850304,
0.021713964641094208,
0.037166837602853775,
-0.029229125007987022,
-0.061617400497198105,
0.02335035428404808,
0.0654154121875763,
-0.047578565776348114,
0.026305146515369415,
-0.038851600140333176,
0.025790929794311523,
-0.03840043023228645,
-0.04337882250547409,
0.046271879225969315,
0.020106226205825806,
-0.015707997605204582,
0.02099873684346676,
0.004641284234821796,
-0.011382308788597584,
0.03383151441812515,
0.004797560628503561,
0.0005860173259861767,
-0.030652981251478195,
0.012309507466852665,
0.015435277484357357,
0.052512332797050476,
-0.029331054538488388,
0.03829757869243622,
-0.024039926007390022,
-0.0031635991763323545,
0.03612722456455231,
-0.07152248919010162,
0.010209832340478897,
0.04300589859485626,
0.015493224374949932,
-0.022563064470887184,
0.0060158041305840015,
0.005561066325753927,
0.018178410828113556,
0.07360326498746872,
0.005129330791532993,
0.05727037414908409,
0.009868226945400238,
0.06115251034498215,
0.0938529297709465,
0.009407974779605865,
0.03131313621997833,
0.0396045483648777,
0.09281379729509354,
-0.014113130047917366,
-0.008550425991415977,
0.05041898414492607,
-0.04686133563518524,
0.016258971765637398,
-0.03634239360690117,
0.02512236312031746,
0.013568430207669735,
-0.0025976093020290136,
0.03580226004123688,
0.007020418532192707,
-0.023604588583111763,
0.0056870486587285995,
-0.009267110377550125,
-0.028720613569021225,
0.04318409413099289,
0.012884779833257198,
0.006528814323246479,
0.00900040753185749,
0.006628651637583971,
0.026351885870099068,
-0.06417439877986908,
-0.06851217895746231,
0.01857789233326912,
-0.03384655341506004,
-0.00766345439478755,
-0.06289861351251602,
-0.013179763220250607,
-0.059588417410850525,
-0.01405902486294508,
0.03628355264663696,
0.003238481469452381,
-0.003349760314449668,
-0.02378733456134796,
0.006496347952634096,
-0.032192543148994446,
-0.031096631661057472,
-0.034471720457077026,
-0.034682583063840866,
-0.0362447164952755,
-0.07956402748823166,
0.043368224054574966,
0.0180140882730484,
0.025289112702012062,
-0.016525201499462128,
0.015140439383685589,
-0.01410213578492403,
-0.015956958755850792,
0.08250096440315247,
0.05169322341680527,
-0.018568754196166992,
-0.024434013292193413,
0.0496150366961956,
-0.03282457962632179,
0.004365184344351292,
-0.02694481424987316,
-0.01591375656425953,
0.06532041728496552,
0.04910389706492424,
0.026460066437721252,
0.003274209564551711,
-0.02775217778980732,
-0.05119086429476738,
-0.057380758225917816,
-0.04522896558046341,
-0.0394878052175045,
-0.012797481380403042,
-0.02238543890416622,
-0.05545389652252197,
-0.03363148495554924,
-0.03191077336668968,
-0.0034119710326194763,
-0.027865391224622726,
0.029970528557896614,
0.04103197902441025,
0.03576310724020004,
0.044662684202194214,
0.03180769830942154,
-0.05973569303750992,
-0.031133223325014114,
0.07246846705675125,
0.006929642986506224,
0.012171725742518902,
-0.04977750405669212,
-0.012682607397437096,
0.05467897281050682,
0.01000183541327715,
0.009490215219557285,
0.018565982580184937,
0.07656244188547134,
0.00811996590346098,
0.010309397242963314,
0.019360458478331566,
-0.0028226838912814856,
-0.012159689329564571,
-0.005988008808344603,
-0.016336685046553612,
-0.046031415462493896,
-0.020426420494914055,
-0.016768399626016617,
0.017160603776574135,
0.045244306325912476,
-0.06755430996417999,
-0.031163785606622696,
-0.004284543916583061,
0.031208863481879234,
0.011197102256119251,
0.02135116420686245,
-0.012561892159283161,
0.015021655708551407,
-0.03626639023423195,
-0.019809788092970848,
0.0074807433411479,
0.0061195529997348785,
0.006292126141488552,
0.052323050796985626,
0.03742876648902893,
-0.03535713255405426,
0.0459124892950058,
0.024486329406499863,
0.0657137855887413,
0.010932065546512604,
-0.04219512268900871,
0.02281245030462742,
-0.02131379023194313,
0.014964328147470951,
-0.0011651015374809504,
-0.018024031072854996,
-0.04213152080774307,
-0.07587021589279175,
0.005059499759227037,
0.01958644576370716,
-0.03570151701569557,
0.009828509762883186,
0.019981734454631805,
-0.049253225326538086,
0.010170749388635159,
-0.006321994122117758,
0.007349634077399969,
0.0479772724211216,
-0.05733158811926842,
0.06277960538864136,
-0.011214463040232658,
0.014311444945633411,
-0.05692225694656372,
0.013056779280304909,
-0.014322064816951752,
-0.036760564893484116,
0.032671086490154266,
0.06310541182756424,
0.016985824331641197,
0.049363020807504654,
0.0842461809515953,
0.04949633777141571,
-0.02450495958328247,
0.03017088957130909,
0.03149985894560814,
-0.00018945957708638161,
-0.0667753517627716,
-0.013784837909042835,
-0.0077130673453211784,
-0.04916083812713623,
0.0020053216721862555,
-0.018236370757222176,
0.01702270098030567,
0.017872048541903496,
-0.0035497606731951237,
-0.03161412104964256,
-0.021329255774617195,
-0.03351636603474617,
-0.03276773542165756,
-0.06264862418174744,
-0.030107390135526657,
-0.015671949833631516,
0.0025550639256834984,
0.043567731976509094,
0.04398445412516594,
-0.00039476220263168216,
0.04311709105968475,
0.051280125975608826,
-0.02534645050764084,
-0.020681148394942284,
0.010463334619998932,
0.020221827551722527,
-0.017828937619924545,
-0.05874057859182358,
-0.04208896681666374,
0.04887661710381508,
0.03857666626572609,
-0.026989666745066643,
-0.08416133373975754,
-0.002028390299528837,
0.06641349196434021,
-0.033378966152668,
0.04843023046851158,
0.003221660852432251,
0.04901504144072533,
0.05293789133429527,
-0.01890205778181553,
0.018287820741534233,
-0.032754670828580856,
0.020449219271540642,
0.0015687616541981697,
0.03570577874779701,
-0.03514930233359337,
-0.04237683489918709,
-0.08923755586147308,
0.006360333412885666,
0.02628638967871666,
0.08708416670560837,
0.04542044922709465,
-0.03911817818880081,
-0.05991073325276375,
-0.019862834364175797,
0.048507094383239746,
-0.060569386929273605,
-0.016801567748188972,
0.020863529294729233,
0.05557369068264961,
-0.04462305083870888,
-0.0514487624168396,
-0.02248801849782467,
0.000004904376055492321,
0.03344222158193588,
-0.002478422597050667,
-0.01831824891269207,
-0.05288997292518616,
0.03750845417380333,
-0.007548602297902107,
-0.040891654789447784,
-0.11330066621303558,
0.008076101541519165,
-0.0369437076151371,
-0.003063583979383111,
0.05016162618994713,
0.03167378529906273,
0.03390376642346382,
0.06678224354982376,
0.004396145697683096,
0.03215597942471504,
-0.0400126688182354,
0.022119877859950066,
-0.033680304884910583,
0.013210088945925236,
0.015763020142912865,
-0.029467051848769188,
-0.029495734721422195,
-0.04109369218349457,
-0.03594345226883888,
-0.031432874500751495,
-0.01843423582613468,
0.02332848310470581,
-0.03553289175033569,
0.007981803268194199,
-0.012393662706017494,
0.02983282320201397,
-0.0098631726577878,
-0.0162412840873003,
0.00012226014223415405,
-0.05502808466553688,
-0.07873804867267609,
-0.046898480504751205,
0.02480274625122547,
0.01944158971309662,
0.017116855829954147,
0.037037208676338196,
0.016520675271749496,
0.009709053672850132,
0.010282138362526894,
-0.037170302122831345,
0.04546455666422844,
0.010253905318677425,
-0.042661312967538834,
-0.03288917616009712,
0.008489263243973255,
0.04070702940225601,
0.02946912683546543,
-0.048868097364902496,
0.025892291218042374,
0.006949085742235184,
-0.033269766718149185,
-0.013247951865196228,
-0.0015191072598099709,
0.030965741723775864,
-0.07448272407054901,
-0.048394665122032166,
0.005693619605153799,
-0.052515435963869095,
0.028117425739765167,
-0.01773354783654213,
0.007504139561206102,
0.010249750688672066,
0.021324897184967995,
0.0331757627427578,
0.0009766360744833946,
-0.04800492152571678,
-0.0052143665961921215,
-0.0016496533062309027,
-0.002071729162707925,
-0.0673745647072792,
0.052275922149419785,
-0.04753342643380165,
0.030111869797110558,
-0.004395088646560907,
-0.008576575666666031,
-0.02988884039223194,
0.03765420615673065,
-0.007836638018488884,
-0.013161500915884972,
-0.016663238406181335,
0.004839473869651556,
-0.03858321160078049,
0.05266484245657921,
0.00043383933370932937,
0.015979425981640816,
-0.024162422865629196,
0.0707450807094574,
-0.04067355766892433,
-0.007357142865657806,
-0.02077287808060646,
0.02000976912677288,
-0.0353437215089798,
-0.002586206654086709,
-0.02039257250726223,
-0.03977574408054352,
0.002164833014830947,
0.04472731798887253,
0.03344329074025154,
0.009290759451687336,
-0.03555719181895256,
0.008156194351613522,
0.01403176598250866,
-0.04941084235906601,
0.0016384279588237405,
-0.014750516042113304,
-0.027047283947467804,
-0.002439703093841672,
0.04348978027701378,
0.03655483201146126,
-0.03703470155596733,
-0.07071744650602341,
0.024531643837690353,
0.03245511278510094,
-0.006851573940366507,
0.00017016043420881033,
0.01430655736476183,
0.03548438847064972,
0.05890481546521187,
-0.02857968397438526,
0.0032189872581511736,
-0.016821198165416718,
-0.02119235321879387,
0.02306283265352249,
-0.0136833805590868,
0.027470825240015984,
0.00564271304756403,
-0.044363588094711304,
-0.013915397226810455,
0.06722628325223923,
0.02858596481382847,
0.013663210906088352,
0.0009541008621454239,
-0.014668037183582783,
0.01831299252808094,
0.022278189659118652,
-0.07230042666196823,
0.009641225449740887,
0.05053121596574783,
-0.03720748797059059,
0.06827685236930847,
-0.02121730148792267,
0.04165645316243172,
0.05386001616716385,
-0.005160796456038952,
-0.02671060338616371,
0.05541921779513359,
-0.022477615624666214,
-0.020001450553536415,
0.05273903161287308,
-0.057728804647922516,
-0.01982925832271576,
-0.01572878472507,
0.06170061603188515,
-0.07091975212097168,
0.04957057535648346,
0.05205291882157326,
0.033760037273168564,
-0.008258998394012451,
-0.041457559913396835,
-0.03674909472465515,
0.030691199004650116,
-0.03781731426715851,
0.07019122689962387,
0.015872124582529068,
-0.055685535073280334,
0.07518506050109863,
0.01270622480660677,
-0.078675776720047,
0.03862275555729866,
0.035276155918836594,
0.013042335398495197,
0.028676437214016914,
0.05606214329600334,
-0.04931437224149704,
0.02279072441160679,
-0.06241374835371971,
0.015024003572762012,
-0.06922098249197006,
0.001853856141678989,
0.006621853448450565,
-0.015118708834052086,
-0.01908973790705204,
0.03431443125009537,
-0.026114637032151222,
0.029374221339821815,
0.01784338988363743,
-0.052650775760412216,
-0.025375790894031525,
0.014376277104020119,
0.042848918586969376,
-0.016400014981627464,
0.011043650098145008,
-0.010738810524344444,
0.01748211309313774,
0.028958715498447418,
0.0213262178003788,
-0.06433192640542984,
0.0006306301802396774,
0.027600644156336784,
-0.0594964437186718,
-0.02774779126048088,
0.0022068701218813658,
0.01221015676856041,
-0.036904480308294296,
0.02672056294977665,
0.01385920587927103,
0.010570680722594261,
0.03324871137738228,
-0.021156124770641327,
0.04357360303401947,
-0.056713759899139404,
-0.007938385009765625,
0.010873690247535706,
0.002662251004949212,
0.0233209989964962,
-0.018652215600013733,
0.019299862906336784,
0.018371030688285828,
0.05927048623561859,
0.012116987258195877,
-0.04399627819657326,
-0.014300117269158363,
0.027620332315564156,
-0.0376872792840004,
0.012427158653736115,
-0.020710334181785583,
-0.0693906620144844,
-0.030525803565979004,
-0.014944487251341343,
-0.0009658086346462369,
0.012717780657112598,
-0.017650572583079338,
0.005430581979453564,
0.054725706577301025,
-0.02945827879011631,
-0.03851070627570152,
-0.07521149516105652,
-0.016133472323417664,
-0.01807415299117565,
0.0023128341417759657,
0.017671259120106697,
-0.0277630053460598,
0.023862898349761963,
-0.04601355269551277,
-0.06203354150056839,
0.06562034785747528,
0.016307640820741653,
-0.02878509648144245,
0.05235394462943077,
0.03341090306639671,
-0.04057590663433075,
0.01216366607695818,
0.06428708136081696,
-0.05349777638912201,
0.020265832543373108,
-0.01255064271390438,
0.02570868283510208,
0.016574129462242126,
0.026078594848513603,
-0.01773875579237938,
-0.03243252635002136,
-0.051556624472141266,
-0.05444128066301346,
-0.037168070673942566,
-0.009217065759003162,
0.06870453804731369
] |
Declan/WallStreetJournal_model_v6 | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2020-04-29T13:29:03Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-fi
* source languages: nso
* target languages: fi
* OPUS readme: [nso-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fi/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.fi | 27.8 | 0.523 |
| [
-0.019492562860250473,
-0.03798802196979523,
0.0033833826892077923,
0.028897592797875404,
0.024960584938526154,
0.02192752994596958,
0.003770067123696208,
-0.001863514888100326,
-0.05351772904396057,
0.05016452074050903,
0.015173406340181828,
-0.008815486915409565,
0.008900830522179604,
0.04440336674451828,
-0.041789840906858444,
-0.027838071808218956,
-0.0036464068107306957,
-0.005591276567429304,
-0.04241005331277847,
-0.0056273615919053555,
-0.006839906331151724,
0.008801438845694065,
-0.037455759942531586,
0.035530541092157364,
-0.024705709889531136,
0.006357299163937569,
-0.017042769119143486,
0.009226636029779911,
0.028605882078409195,
-0.0770997479557991,
-0.011745164170861244,
-0.0220620259642601,
-0.037230655550956726,
-0.019682791084051132,
-0.03002878651022911,
0.025787238031625748,
0.00882676150649786,
0.02239452861249447,
0.07362230122089386,
0.0577632412314415,
0.002513162326067686,
0.0019524694653227925,
-0.013037210330367088,
-0.016726654022932053,
0.03794412687420845,
0.001999903004616499,
-0.028376461938023567,
-0.02741323597729206,
0.021335333585739136,
-0.03060169331729412,
-0.04430185258388519,
-0.0525481179356575,
-0.024154450744390488,
0.03047737292945385,
-0.008379267528653145,
-0.0002695951552595943,
-0.09240483492612839,
0.0018656384199857712,
0.06233857199549675,
-0.05629507079720497,
-0.027022790163755417,
0.014767899177968502,
-0.054453566670417786,
0.012223484925925732,
0.05182262882590294,
-0.034290581941604614,
-0.0050048623234033585,
-0.054522305727005005,
0.037754178047180176,
-0.033182453364133835,
0.029072986915707588,
-0.0394001230597496,
0.02214673161506653,
-0.07165642827749252,
-0.047938454896211624,
-0.008730731904506683,
0.029285959899425507,
0.046189598739147186,
-0.04595125839114189,
0.051376547664403915,
0.050497811287641525,
-0.0038969130255281925,
0.02100626565515995,
-0.006357062608003616,
-0.007530192378908396,
0.04019442945718765,
-0.025456169620156288,
-0.0010051032295450568,
0.010627337731420994,
0.047089289873838425,
-0.042864274233579636,
-0.02815159410238266,
-0.009615139104425907,
-0.028993917629122734,
-0.0008181396988220513,
0.029939593747258186,
0.05959339439868927,
-0.024057550355792046,
0.006509167142212391,
0.04059337079524994,
0.02383815310895443,
0.053835079073905945,
-0.0010180732933804393,
0.06798990815877914,
-0.014104255475103855,
0.002161602023988962,
-0.015265349298715591,
-0.02861742116510868,
-0.06578316539525986,
0.0081222765147686,
0.033152930438518524,
-0.04387810081243515,
-0.0028293016366660595,
0.046197887510061264,
0.03795209899544716,
-0.04061487689614296,
0.07532139122486115,
-0.03391413763165474,
-0.03858674690127373,
-0.059599652886390686,
0.06080665811896324,
0.014999894425272942,
0.01033808570355177,
0.02007061429321766,
-0.046276919543743134,
0.025998065248131752,
-0.034354329109191895,
-0.03512212634086609,
0.007325700018554926,
0.025290070101618767,
-0.01787218451499939,
0.02939102239906788,
0.03453876078128815,
-0.05571526288986206,
0.01615525595843792,
-0.013784894719719887,
-0.04537231847643852,
0.05517914518713951,
0.039268605411052704,
0.10442888736724854,
-0.045128535479307175,
-0.034645307809114456,
0.010943989269435406,
0.004128357861191034,
-0.032516561448574066,
0.0075133806094527245,
-0.0076596057042479515,
-0.029594656080007553,
-0.024574995040893555,
-0.02015342004597187,
0.045790188014507294,
-0.05058695748448372,
-0.013829521834850311,
0.06318489462137222,
-0.013882175087928772,
0.027753332629799843,
-0.018649347126483917,
-0.005964492913335562,
0.0091271186247468,
-0.018396280705928802,
-0.027118219062685966,
0.033327072858810425,
0.0008207077044062316,
0.008978711441159248,
-0.03429009020328522,
-0.0626009851694107,
0.023748323321342468,
0.08218197524547577,
-0.024395640939474106,
-0.021830780431628227,
-0.02894030325114727,
0.0071025993674993515,
0.035079650580883026,
0.01399240829050541,
-0.0204987321048975,
0.04313259571790695,
0.04660503566265106,
0.012550967745482922,
0.012032447382807732,
0.07330191135406494,
0.01680881716310978,
-0.020213533192873,
-0.011177835054695606,
0.01260538212954998,
0.03775013983249664,
-0.013448964804410934,
0.00045349073479883373,
0.0382026843726635,
0.016373250633478165,
-0.01813442073762417,
-0.021377619355916977,
0.058789677917957306,
0.00372887309640646,
0.007649780251085758,
0.007105914875864983,
-0.030912788584828377,
-0.01096427720040083,
0.05242418870329857,
-0.001643911935389042,
-0.02091415412724018,
-0.03603305295109749,
-0.029576074331998825,
0.015922125428915024,
0.032292675226926804,
0.015632152557373047,
0.049855321645736694,
-0.007042229641228914,
0.11572293192148209,
-0.032188501209020615,
0.012540047988295555,
-0.016491595655679703,
-0.03660830855369568,
0.01675095409154892,
0.07303234934806824,
0.018370427191257477,
0.03949277475476265,
-0.006542039569467306,
-0.04921654239296913,
0.02074536681175232,
0.060831211507320404,
0.05655577778816223,
0.016077160835266113,
-0.039107613265514374,
-0.006527665536850691,
0.022864453494548798,
0.03179159760475159,
-0.027218451723456383,
-0.06578172743320465,
0.021503744646906853,
0.05551983416080475,
-0.0396968349814415,
0.03050859458744526,
-0.03126603364944458,
0.024108070880174637,
-0.03899572789669037,
-0.045126836746931076,
0.046785395592451096,
0.02454734779894352,
-0.014768166467547417,
0.022499676793813705,
0.004844672977924347,
-0.011853121221065521,
0.03352857381105423,
0.002013902412727475,
-0.00006311899778665975,
-0.030709100887179375,
0.01615253835916519,
0.02595408260822296,
0.058868154883384705,
-0.026089409366250038,
0.031869884580373764,
-0.027332870289683342,
-0.002254361752420664,
0.02790091745555401,
-0.07375097274780273,
0.013863283209502697,
0.045879196375608444,
0.013689480721950531,
-0.032238688319921494,
0.0037772906944155693,
0.008415833115577698,
0.026642629876732826,
0.07808125019073486,
0.005487680435180664,
0.05949917063117027,
0.01421100553125143,
0.0631101131439209,
0.09324775636196136,
0.0029424543026834726,
0.029940498992800713,
0.04507490620017052,
0.0875428318977356,
-0.014727761037647724,
-0.014783727005124092,
0.04808242991566658,
-0.05125831812620163,
0.01763448491692543,
-0.034699808806180954,
0.02381887100636959,
0.010469812899827957,
-0.0010175395291298628,
0.02989855781197548,
0.012485823594033718,
-0.023921817541122437,
-0.00063518580282107,
-0.012905396521091461,
-0.023447850719094276,
0.04251177981495857,
0.008414079435169697,
0.00905907154083252,
0.01175373699516058,
0.0078810416162014,
0.025599602609872818,
-0.06739406287670135,
-0.07941685616970062,
0.0144268237054348,
-0.03243062645196915,
-0.010072676464915276,
-0.06430225074291229,
-0.004739957395941019,
-0.05409039184451103,
-0.020694106817245483,
0.03372816741466522,
0.012343944981694221,
-0.0036655189469456673,
-0.025183919817209244,
0.009965168312191963,
-0.03491686284542084,
-0.023821480572223663,
-0.03521372377872467,
-0.03760378435254097,
-0.04537508636713028,
-0.07547789812088013,
0.04751184582710266,
0.018280265852808952,
0.029212497174739838,
-0.023203173652291298,
0.016426563262939453,
-0.012860016897320747,
-0.01326658669859171,
0.08217624574899673,
0.05264464020729065,
-0.03028593771159649,
-0.022620899602770805,
0.05324910208582878,
-0.033188894391059875,
-0.0021402151323854923,
-0.02393522299826145,
-0.022633064538240433,
0.06714935600757599,
0.043523941189050674,
0.017303192988038063,
0.005189151968806982,
-0.027510369196534157,
-0.05526522174477577,
-0.06083056330680847,
-0.04609464854001999,
-0.03927825391292572,
-0.01552522461861372,
-0.019671516492962837,
-0.055107805877923965,
-0.03612639382481575,
-0.02892543189227581,
0.0009170249104499817,
-0.03131108358502388,
0.031841930001974106,
0.03356058895587921,
0.039670154452323914,
0.038158539682626724,
0.02937353402376175,
-0.057980503886938095,
-0.03515336290001869,
0.0712222158908844,
0.0012172593269497156,
0.00958089530467987,
-0.048406586050987244,
-0.016604751348495483,
0.05255754664540291,
0.013477551750838757,
0.00559714250266552,
0.015528850257396698,
0.0819244384765625,
0.004615757614374161,
0.01206815056502819,
0.008051021955907345,
-0.0063483817502856255,
-0.010515250265598297,
-0.007266482338309288,
-0.021188953891396523,
-0.04505258798599243,
-0.0191947091370821,
-0.012181979604065418,
0.013000951148569584,
0.043031372129917145,
-0.07106154412031174,
-0.031242793425917625,
-0.0011567153269425035,
0.03379657864570618,
0.00292838248424232,
0.02264818735420704,
-0.016108814626932144,
0.016378391534090042,
-0.04015759378671646,
-0.021896839141845703,
0.0019916456658393145,
0.009951576590538025,
0.009021973237395287,
0.04926414415240288,
0.03918624296784401,
-0.03130108490586281,
0.04711122065782547,
0.025736330077052116,
0.06598763912916183,
0.008852489292621613,
-0.04306924343109131,
0.02432422526180744,
-0.021580269560217857,
0.01959861069917679,
-0.00740808667615056,
-0.02472543530166149,
-0.04227845370769501,
-0.07522886991500854,
0.0018804139690473676,
0.02587059885263443,
-0.03599383682012558,
0.017552528530359268,
0.021119849756360054,
-0.050800420343875885,
0.006647348403930664,
-0.0075743128545582294,
0.009243005886673927,
0.052787113934755325,
-0.05731511116027832,
0.0592203214764595,
-0.012371156364679337,
0.02027929574251175,
-0.05783441290259361,
0.02006528154015541,
-0.0125310979783535,
-0.04205085709691048,
0.03395478054881096,
0.0663810521364212,
0.013730472885072231,
0.0421079657971859,
0.08415137976408005,
0.05040138587355614,
-0.02063465490937233,
0.03508621081709862,
0.03221824765205383,
0.005781736224889755,
-0.06561814248561859,
-0.018269293010234833,
-0.006133041810244322,
-0.0459015853703022,
-0.004303979221731424,
-0.018516244366765022,
0.01748552732169628,
0.01460957806557417,
-0.008448250591754913,
-0.027805017307400703,
-0.022621020674705505,
-0.028202151879668236,
-0.030698439106345177,
-0.06204031780362129,
-0.01938403956592083,
-0.004303254187107086,
0.003531338879838586,
0.03959747031331062,
0.04482246935367584,
0.002779969247058034,
0.0358407162129879,
0.04589786008000374,
-0.02217417024075985,
-0.02683400921523571,
0.009182970970869064,
0.020733626559376717,
-0.02019478566944599,
-0.05500702187418938,
-0.03631086274981499,
0.04871462285518646,
0.037251066416502,
-0.032645855098962784,
-0.08930549770593643,
-0.001577428076416254,
0.07046528160572052,
-0.03052397631108761,
0.05580175295472145,
-0.0033955902326852083,
0.04375915229320526,
0.05389239266514778,
-0.018248531967401505,
0.009023763239383698,
-0.0299002006649971,
0.02356676571071148,
0.0034819834399968386,
0.03507399559020996,
-0.04219965264201164,
-0.037180449813604355,
-0.09204015880823135,
0.012360169552266598,
0.027516137808561325,
0.08522219955921173,
0.04817206785082817,
-0.0365297757089138,
-0.060472019016742706,
-0.017231561243534088,
0.04075014591217041,
-0.05427369102835655,
-0.01655382476747036,
0.020241059362888336,
0.06333659589290619,
-0.03942812979221344,
-0.05478593707084656,
-0.021727614104747772,
0.009410400874912739,
0.03194950520992279,
0.0015704674879088998,
-0.01588975079357624,
-0.054566606879234314,
0.043085116893053055,
-0.00956691987812519,
-0.039974819868803024,
-0.11517506837844849,
0.003371455240994692,
-0.03552459552884102,
-0.008197876624763012,
0.05230000242590904,
0.02388838119804859,
0.028391173109412193,
0.061360910534858704,
0.009240064769983292,
0.03181050345301628,
-0.043742578476667404,
0.02491748332977295,
-0.03676198050379753,
0.012901130132377148,
0.011571823619306087,
-0.03250046446919441,
-0.02858036383986473,
-0.029892442747950554,
-0.04297030717134476,
-0.03245929256081581,
-0.02761935070157051,
0.012238327413797379,
-0.03653528913855553,
0.0047847311943769455,
-0.013402793556451797,
0.03256097808480263,
-0.01141675841063261,
-0.019258907064795494,
-0.005512756295502186,
-0.05845581740140915,
-0.07949873805046082,
-0.04309464991092682,
0.023019934073090553,
0.018678361549973488,
0.01757902279496193,
0.032209742814302444,
0.009711772203445435,
0.015109697356820107,
0.016028178855776787,
-0.03780052810907364,
0.043638069182634354,
0.01804649457335472,
-0.04011237248778343,
-0.035907477140426636,
0.016510898247361183,
0.03918762505054474,
0.029216136783361435,
-0.05025048926472664,
0.021196356043219566,
0.005264349281787872,
-0.0336870439350605,
-0.01824667677283287,
-0.000004690692549047526,
0.040159858763217926,
-0.07758747786283493,
-0.04800938814878464,
0.011965962126851082,
-0.05214828997850418,
0.030522748827934265,
-0.02407057397067547,
0.004240157548338175,
0.021640243008732796,
0.02596268057823181,
0.02770213410258293,
0.0025073038414120674,
-0.05569327250123024,
-0.005011141300201416,
0.000280132022453472,
-0.001198957092128694,
-0.06702302396297455,
0.04650643467903137,
-0.044539447873830795,
0.025147361680865288,
-0.009161949157714844,
-0.004889925476163626,
-0.03586830198764801,
0.039140284061431885,
0.0013114005560055375,
-0.015558872371912003,
-0.011895055882632732,
-0.008029431104660034,
-0.04105890542268753,
0.04927342012524605,
0.0022746454924345016,
0.017794668674468994,
-0.02514469251036644,
0.06367380172014236,
-0.03489251434803009,
-0.021553149446845055,
-0.02038302831351757,
0.0149712935090065,
-0.037757351994514465,
-0.002100207144394517,
-0.021930674090981483,
-0.03806222230195999,
0.0032155115623027086,
0.03952224180102348,
0.037284307181835175,
0.0077413711696863174,
-0.025742340832948685,
0.013743198476731777,
0.01613672450184822,
-0.046183399856090546,
-0.004673929885029793,
-0.020741352811455727,
-0.021728748455643654,
-0.00587972579523921,
0.045295409858226776,
0.03366392105817795,
-0.04771631956100464,
-0.07401913404464722,
0.018382960930466652,
0.03532269597053528,
-0.003072390565648675,
0.006095014978200197,
0.016596490517258644,
0.04166122525930405,
0.05266112834215164,
-0.02198125049471855,
-0.00025678661768324673,
-0.020854730159044266,
-0.020339682698249817,
0.03044971078634262,
-0.015473679639399052,
0.02288086898624897,
0.0012010354548692703,
-0.03355336934328079,
-0.0094393789768219,
0.06219060346484184,
0.01990976370871067,
0.015329851768910885,
0.0026930985040962696,
-0.019244344905018806,
0.01491856761276722,
0.026274532079696655,
-0.07416586577892303,
0.014059040695428848,
0.05060713738203049,
-0.04196039214730263,
0.06487566977739334,
-0.01752217672765255,
0.045781224966049194,
0.05052609369158745,
-0.0009175662999041378,
-0.021918771788477898,
0.053498730063438416,
-0.018121324479579926,
-0.022080134600400925,
0.050693295896053314,
-0.05639069154858589,
-0.021686434745788574,
-0.019239403307437897,
0.06716997176408768,
-0.0597170852124691,
0.04930748790502548,
0.05145590007305145,
0.03949630632996559,
-0.005184358451515436,
-0.04123822972178459,
-0.04456783086061478,
0.03665110841393471,
-0.03778957948088646,
0.07421716302633286,
0.018770987167954445,
-0.061351802200078964,
0.0668671652674675,
0.013010285794734955,
-0.08434781432151794,
0.03995349630713463,
0.041657913476228714,
0.014024876058101654,
0.02802448906004429,
0.055147793143987656,
-0.0443817563354969,
0.013496228493750095,
-0.06129850819706917,
0.014232468791306019,
-0.06941406428813934,
0.001402661669999361,
0.009064208716154099,
-0.018091917037963867,
-0.01634424552321434,
0.04086915776133537,
-0.022484777495265007,
0.03451896086335182,
0.017586849629878998,
-0.046423591673374176,
-0.022598015144467354,
0.01909627579152584,
0.03833170607686043,
-0.008600231260061264,
0.010432594455778599,
-0.020227914676070213,
0.016712399199604988,
0.028741683810949326,
0.016122780740261078,
-0.06372839212417603,
0.0008551973733119667,
0.02828160487115383,
-0.05589324235916138,
-0.02513686940073967,
0.01857590116560459,
0.008849922567605972,
-0.04018395394086838,
0.03174563869833946,
0.014371867291629314,
0.006419760640710592,
0.03517038747668266,
-0.02238369733095169,
0.04370100423693657,
-0.06231895834207535,
-0.010171201080083847,
0.004965525586158037,
-0.005088482517749071,
0.019074322655797005,
-0.01750892587006092,
0.01951158419251442,
0.017311938107013702,
0.054742127656936646,
0.020197995007038116,
-0.0456584095954895,
-0.014560668729245663,
0.03049771673977375,
-0.025215882807970047,
0.01113094575703144,
-0.02100307121872902,
-0.07254117727279663,
-0.034954436123371124,
-0.023397020995616913,
-0.0015736748464405537,
0.013518213294446468,
-0.006706526968628168,
0.0058090235106647015,
0.04926499351859093,
-0.029555976390838623,
-0.035133715718984604,
-0.06677187234163284,
-0.012693498283624649,
-0.017579512670636177,
0.013665582053363323,
0.015034586191177368,
-0.025233035907149315,
0.0250904131680727,
-0.04192834347486496,
-0.06425877660512924,
0.06390106678009033,
0.011935180984437466,
-0.022881608456373215,
0.052783798426389694,
0.027466772124171257,
-0.02436869405210018,
0.019452445209026337,
0.07030680775642395,
-0.055446695536375046,
0.024887731298804283,
-0.007722620386630297,
0.018904956057667732,
0.015651769936084747,
0.022201841697096825,
-0.018425816670060158,
-0.03886762633919716,
-0.05651553347706795,
-0.044668179005384445,
-0.03124370239675045,
-0.008180057629942894,
0.0701160877943039
] |
Declan/WallStreetJournal_model_v8 | [
"pytorch",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | 2020-04-29T13:29:30Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-fr
* source languages: nso
* target languages: fr
* OPUS readme: [nso-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.fr | 30.7 | 0.488 |
| [
-0.015580405481159687,
-0.03371619060635567,
-0.01004526112228632,
0.03309284895658493,
0.026833780109882355,
0.01920827105641365,
-0.005476207006722689,
-0.004258340690284967,
-0.04835217818617821,
0.053671568632125854,
0.00969518069177866,
-0.008812270127236843,
-0.00048133142990991473,
0.04577859863638878,
-0.03404783457517624,
-0.02457961067557335,
-0.004709716886281967,
0.0023212903179228306,
-0.036849021911621094,
-0.010226651094853878,
0.0022068943362683058,
0.015104168094694614,
-0.03903321176767349,
0.032182831317186356,
-0.02303825132548809,
-0.0002706663217395544,
-0.015916435047984123,
0.01679970696568489,
0.022302499040961266,
-0.07739178836345673,
-0.0066801621578633785,
-0.01830967701971531,
-0.03643287345767021,
-0.018088452517986298,
-0.020441198721528053,
0.027864769101142883,
0.006433351896703243,
0.021572928875684738,
0.07478982955217361,
0.056950315833091736,
-0.0030222719069570303,
-0.003880999516695738,
-0.012733292765915394,
-0.017326267436146736,
0.03931662067770958,
-0.001984716858714819,
-0.03081560507416725,
-0.03482546657323837,
0.025534139946103096,
-0.03115067258477211,
-0.05315324291586876,
-0.04989125579595566,
-0.014123287983238697,
0.031920310109853745,
-0.0019157055066898465,
-0.008068053051829338,
-0.09067083895206451,
-0.005709915887564421,
0.061166610568761826,
-0.05241816118359566,
-0.0236071590334177,
0.018809180706739426,
-0.05040299519896507,
0.015239753760397434,
0.05049131438136101,
-0.0350528284907341,
-0.011307737790048122,
-0.04889852926135063,
0.04365358501672745,
-0.03611095994710922,
0.035657722502946854,
-0.031719308346509933,
0.015282451175153255,
-0.07848038524389267,
-0.04519496113061905,
-0.004471312277019024,
0.02822784148156643,
0.05570458248257637,
-0.04304070398211479,
0.047921713441610336,
0.047075800597667694,
-0.0096407700330019,
0.02350238524377346,
-0.011415463872253895,
-0.019531600177288055,
0.0389501228928566,
-0.029023529961705208,
-0.0010522430529817939,
0.014292648993432522,
0.04839840903878212,
-0.04736904427409172,
-0.038183338940143585,
-0.009887558408081532,
-0.03027942031621933,
0.00020033189503010362,
0.03198019787669182,
0.06298384070396423,
-0.03326582908630371,
0.00975493062287569,
0.043356046080589294,
0.022954365238547325,
0.048141367733478546,
0.00234328955411911,
0.0714716836810112,
-0.016007980331778526,
-0.0023022631648927927,
-0.0198378786444664,
-0.023322628811001778,
-0.06582076102495193,
0.014680380001664162,
0.037182390689849854,
-0.04149080812931061,
-0.010575477965176105,
0.05061766505241394,
0.03313738852739334,
-0.0391419380903244,
0.06971431523561478,
-0.03354398533701897,
-0.04552651196718216,
-0.05738239735364914,
0.05192668363451958,
0.01206489559262991,
0.013776605017483234,
0.010140245780348778,
-0.052071504294872284,
0.018023205921053886,
-0.03727108985185623,
-0.03312318027019501,
0.0028063065838068724,
0.02158249542117119,
-0.015510226599872112,
0.03538259118795395,
0.03379283472895622,
-0.050899408757686615,
0.02097645401954651,
-0.02194681018590927,
-0.04195263609290123,
0.05999590829014778,
0.04105127975344658,
0.10074826329946518,
-0.048407357186079025,
-0.03716365247964859,
0.01752309501171112,
0.005875163711607456,
-0.04489060863852501,
0.012454244308173656,
-0.0123419389128685,
-0.02693832665681839,
-0.028855184093117714,
-0.01590307243168354,
0.05532201752066612,
-0.048715151846408844,
-0.022408491000533104,
0.05070805177092552,
-0.0137094184756279,
0.035696856677532196,
-0.02669374644756317,
-0.0035560247488319874,
0.012586555443704128,
-0.017125815153121948,
-0.0349726602435112,
0.0275091752409935,
0.004934023600071669,
0.006939601618796587,
-0.031077900901436806,
-0.056379638612270355,
0.01682869903743267,
0.08442500978708267,
-0.02404395304620266,
-0.021330924704670906,
-0.025216329842805862,
0.008658603765070438,
0.03717663511633873,
0.01738635078072548,
-0.02869223617017269,
0.04691695421934128,
0.056166574358940125,
0.01415291242301464,
0.008511805906891823,
0.07044515013694763,
0.029430942609906197,
-0.022355804219841957,
-0.010315188206732273,
0.010975325480103493,
0.029066473245620728,
-0.022349970415234566,
0.0049142357893288136,
0.03414754942059517,
0.024362822994589806,
-0.018168743699789047,
-0.030157074332237244,
0.06282127648591995,
0.007013190537691116,
0.0056236907839775085,
0.014370255172252655,
-0.029798509553074837,
-0.017153305932879448,
0.04712978005409241,
-0.008546867407858372,
-0.017009764909744263,
-0.03260091692209244,
-0.031479619443416595,
0.015007291920483112,
0.029513420537114143,
0.028038278222084045,
0.048771750181913376,
-0.012682785280048847,
0.10895805805921555,
-0.02707749232649803,
0.010643791407346725,
-0.01474024262279272,
-0.02943401224911213,
0.011268792673945427,
0.06868457794189453,
0.012494168244302273,
0.03645401448011398,
-0.005757935810834169,
-0.04918361082673073,
0.03245970979332924,
0.05882864445447922,
0.054135411977767944,
0.01300082728266716,
-0.04408298060297966,
-0.01157431211322546,
0.017290806397795677,
0.03886355459690094,
-0.03399791195988655,
-0.05604686215519905,
0.01875986158847809,
0.05459179729223251,
-0.046194229274988174,
0.026174476370215416,
-0.0374506339430809,
0.02183462493121624,
-0.035853754729032516,
-0.04353007301688194,
0.049871742725372314,
0.03125476464629173,
-0.011374552734196186,
0.02757464349269867,
0.011187789961695671,
-0.018552476540207863,
0.0323074534535408,
0.009294643998146057,
-0.0014046387514099479,
-0.032831236720085144,
0.014082279987633228,
0.02208675630390644,
0.05149729922413826,
-0.03133908659219742,
0.03900573402643204,
-0.028745634481310844,
-0.0029890628065913916,
0.03169706091284752,
-0.0711856409907341,
0.011852525174617767,
0.044313013553619385,
0.015181869268417358,
-0.022051382809877396,
-0.000519985391292721,
0.0025470268446952105,
0.01667903922498226,
0.07735568284988403,
0.006061349529772997,
0.05425798520445824,
0.012303047813475132,
0.06494014710187912,
0.09917698800563812,
0.015819642692804337,
0.03126511722803116,
0.035357728600502014,
0.08645465970039368,
-0.012643147259950638,
-0.011860323138535023,
0.045432109385728836,
-0.0448969341814518,
0.020216265693306923,
-0.03668833523988724,
0.026544099673628807,
0.01624293625354767,
-0.004889065865427256,
0.026607276871800423,
0.007964977994561195,
-0.018516905605793,
0.005013900343328714,
-0.007474623154848814,
-0.026321623474359512,
0.042372655123472214,
0.014874415472149849,
0.0029184736777096987,
0.014487999491393566,
0.011330639943480492,
0.02364409901201725,
-0.057012416422367096,
-0.06384038925170898,
0.016946792602539062,
-0.03190452605485916,
-0.004160293377935886,
-0.06912063807249069,
-0.01733548752963543,
-0.06305408477783203,
-0.015950394794344902,
0.03369363769888878,
0.008306716568768024,
-0.005931297317147255,
-0.026829252019524574,
0.010436532087624073,
-0.02876780368387699,
-0.020912939682602882,
-0.03808971494436264,
-0.0351070873439312,
-0.039506200700998306,
-0.08649592846632004,
0.04900934547185898,
0.013430452905595303,
0.023733653128147125,
-0.015751613304018974,
0.011693164706230164,
-0.025365330278873444,
-0.008296094834804535,
0.08069848269224167,
0.05164133384823799,
-0.022548561915755272,
-0.02681933343410492,
0.04895852506160736,
-0.040873367339372635,
-0.0040012807585299015,
-0.0313681960105896,
-0.03122296743094921,
0.07177356630563736,
0.050408706068992615,
0.023225143551826477,
0.005924577359110117,
-0.03213080018758774,
-0.054641660302877426,
-0.06085559353232384,
-0.03864501044154167,
-0.042645569890737534,
-0.011056275106966496,
-0.02734680473804474,
-0.04735279455780983,
-0.03339823707938194,
-0.032118331640958786,
-0.0048670414835214615,
-0.023362288251519203,
0.026512278243899345,
0.03028169646859169,
0.03659162297844887,
0.03975069895386696,
0.03765285760164261,
-0.05643821135163307,
-0.04207159951329231,
0.0783453956246376,
0.012787887826561928,
0.008332755416631699,
-0.038852449506521225,
-0.01128376368433237,
0.05779948830604553,
0.008339525200426579,
0.004658105783164501,
0.010649172589182854,
0.0743982344865799,
0.006875745952129364,
0.01157215517014265,
0.009377350099384785,
-0.0017614102689549327,
-0.0013975469628348947,
-0.005855902098119259,
-0.013558757491409779,
-0.04822978004813194,
-0.026138629764318466,
-0.0158048328012228,
0.02464538812637329,
0.0394652858376503,
-0.0714823380112648,
-0.034337349236011505,
-0.003414817852899432,
0.03433087095618248,
0.009476521983742714,
0.023368755355477333,
-0.008259408175945282,
0.018044304102659225,
-0.04246404767036438,
-0.020127909258008003,
0.009030760265886784,
0.009691243059933186,
0.00711317453533411,
0.05194931849837303,
0.030530786141753197,
-0.02625391259789467,
0.043156616389751434,
0.03026590682566166,
0.06809396296739578,
0.010986870154738426,
-0.04427821934223175,
0.019086293876171112,
-0.013892159797251225,
0.013104668818414211,
-0.003851809771731496,
-0.012563669122755527,
-0.044694934040308,
-0.07882184535264969,
-0.004341423977166414,
0.02231805957853794,
-0.027778079733252525,
0.008549690246582031,
0.022718891501426697,
-0.05176689475774765,
0.008638686500489712,
0.0017248280346393585,
0.012269764207303524,
0.04807523638010025,
-0.05604026839137077,
0.06033976376056671,
-0.016175173223018646,
0.023498810827732086,
-0.0588008351624012,
0.020684201270341873,
-0.01145833171904087,
-0.03427480533719063,
0.03001476265490055,
0.06287644058465958,
0.013755564577877522,
0.0537496954202652,
0.0850798711180687,
0.047264907509088516,
-0.02328118123114109,
0.024662280455231667,
0.03153979778289795,
0.001863380428403616,
-0.0611894391477108,
-0.016235874965786934,
0.0025920302141457796,
-0.04813215509057045,
-0.0007508541457355022,
-0.018168890848755836,
0.014653680846095085,
0.014227756299078465,
-0.00942395068705082,
-0.024897519499063492,
-0.017098385840654373,
-0.030833803117275238,
-0.03682711347937584,
-0.06000000238418579,
-0.02856718748807907,
-0.014140130952000618,
0.002177166286855936,
0.044387683272361755,
0.04457676410675049,
0.0016935714520514011,
0.04452607035636902,
0.047320082783699036,
-0.02630624733865261,
-0.02422751858830452,
0.014722142368555069,
0.02077447436749935,
-0.013288612477481365,
-0.05786360055208206,
-0.037947654724121094,
0.041918326169252396,
0.03912336006760597,
-0.03288974612951279,
-0.0793735533952713,
-0.0032612388022243977,
0.0704001784324646,
-0.02499835379421711,
0.052633605897426605,
0.005563577637076378,
0.04700375348329544,
0.0559893436729908,
-0.022621380165219307,
0.01886555552482605,
-0.03255535289645195,
0.02760184556245804,
0.004885938484221697,
0.026789939031004906,
-0.04460696876049042,
-0.03727792948484421,
-0.08993697911500931,
0.008310805074870586,
0.026533255353569984,
0.08614078909158707,
0.03913002833724022,
-0.03550738841295242,
-0.060763608664274216,
-0.014165079221129417,
0.04322028160095215,
-0.055803537368774414,
-0.013523980043828487,
0.01795562356710434,
0.06180824711918831,
-0.04444032162427902,
-0.05310771241784096,
-0.02340685762465,
0.006379823666065931,
0.03882585093379021,
0.0034094108268618584,
-0.009737077169120312,
-0.05323387309908867,
0.04003209248185158,
-0.011387461796402931,
-0.03494078293442726,
-0.11532365530729294,
0.00168314587790519,
-0.031777236610651016,
-0.006385600194334984,
0.055406879633665085,
0.022741712629795074,
0.031251322478055954,
0.06000804901123047,
0.010057236067950726,
0.03427636995911598,
-0.03215814009308815,
0.02489423379302025,
-0.03252048417925835,
0.007314665708690882,
0.019066937267780304,
-0.03195220232009888,
-0.026063133031129837,
-0.034230735152959824,
-0.03471768647432327,
-0.028663353994488716,
-0.022351142019033432,
0.018284201622009277,
-0.03286660462617874,
0.005042892415076494,
-0.019899755716323853,
0.03217010200023651,
-0.011464376002550125,
-0.016854818910360336,
-0.004782157484441996,
-0.0522335022687912,
-0.08022706210613251,
-0.04595356062054634,
0.02341424487531185,
0.026137612760066986,
0.01213911548256874,
0.039612941443920135,
0.008131664246320724,
0.016125980764627457,
0.016672341153025627,
-0.03388257697224617,
0.05127488449215889,
0.011539741419255733,
-0.04318111389875412,
-0.03287525847554207,
0.009644222445786,
0.0333220437169075,
0.0267720278352499,
-0.045460302382707596,
0.025151342153549194,
0.006520628463476896,
-0.03620423376560211,
-0.019314277917146683,
-0.002732070628553629,
0.025968408212065697,
-0.06923186033964157,
-0.055162906646728516,
0.0032742240000516176,
-0.05061453580856323,
0.034401096403598785,
-0.015491192229092121,
0.004561304114758968,
0.014914097264409065,
0.02784951776266098,
0.038837287575006485,
0.0013734620297327638,
-0.049681928008794785,
0.005187773145735264,
-0.004022413864731789,
-0.002294469391927123,
-0.07051905244588852,
0.04911940544843674,
-0.04617897793650627,
0.026850590482354164,
-0.0026769840624183416,
-0.01111949048936367,
-0.02960587479174137,
0.032936617732048035,
-0.011918460950255394,
-0.014582120813429356,
-0.018629219383001328,
0.0033528280910104513,
-0.04320148751139641,
0.05127868428826332,
0.0016295411624014378,
0.017300603911280632,
-0.025566626340150833,
0.06744015961885452,
-0.03484471142292023,
-0.014744637534022331,
-0.020226052030920982,
0.02665114589035511,
-0.035491909831762314,
-0.0019301102729514241,
-0.01979490928351879,
-0.03803441673517227,
0.00450908811762929,
0.045939065515995026,
0.034302011132240295,
0.012007702142000198,
-0.02856810763478279,
0.012280388735234737,
0.008781427517533302,
-0.05073212459683418,
-0.002114900154992938,
-0.014768012799322605,
-0.02567380852997303,
-0.00983801856637001,
0.04788237065076828,
0.03151937946677208,
-0.036858901381492615,
-0.07014334201812744,
0.02569853700697422,
0.027316832914948463,
-0.004835197702050209,
0.005124127957969904,
0.021627655252814293,
0.041544195264577866,
0.0546792708337307,
-0.030821163207292557,
-0.002385705476626754,
-0.01865522749722004,
-0.020857591181993484,
0.02403872273862362,
-0.013236388564109802,
0.03238637372851372,
0.00784893799573183,
-0.03769359737634659,
-0.013765609823167324,
0.07140013575553894,
0.024736331775784492,
0.011084171943366528,
-0.0015535306883975863,
-0.007890398614108562,
0.016217511147260666,
0.03135567903518677,
-0.06806088238954544,
0.007019232027232647,
0.049033477902412415,
-0.03614674136042595,
0.06852585077285767,
-0.0264557097107172,
0.05050975829362869,
0.05731416493654251,
-0.0005680160247720778,
-0.022207753732800484,
0.061678919941186905,
-0.02323242649435997,
-0.0161204282194376,
0.05320810526609421,
-0.05127597227692604,
-0.017910216003656387,
-0.018367772921919823,
0.06011277064681053,
-0.0617809034883976,
0.04873441904783249,
0.05127311125397682,
0.03794905170798302,
-0.004679225385189056,
-0.04583647847175598,
-0.0388542078435421,
0.03170027211308479,
-0.03685376048088074,
0.08111348003149033,
0.020965298637747765,
-0.053516533225774765,
0.07267972826957703,
0.010691022500395775,
-0.08305233716964722,
0.043560415506362915,
0.04045300930738449,
0.01661931723356247,
0.020915742963552475,
0.054149527102708817,
-0.05107162520289421,
0.022040020674467087,
-0.06132373958826065,
0.016175273805856705,
-0.06675191223621368,
0.005755157209932804,
0.008973672986030579,
-0.0165371373295784,
-0.016164634376764297,
0.03226831182837486,
-0.02433294989168644,
0.02927098236978054,
0.018975745886564255,
-0.04074089601635933,
-0.0227731354534626,
0.015111849643290043,
0.04107050225138664,
-0.013336305506527424,
0.009037258103489876,
-0.020864466205239296,
0.013370990753173828,
0.0291976910084486,
0.025110231712460518,
-0.05997287482023239,
-0.004784207325428724,
0.02250538393855095,
-0.04927748441696167,
-0.035012051463127136,
0.004847079515457153,
0.013473685830831528,
-0.03110615722835064,
0.022392528131604195,
0.01463688537478447,
0.009283111430704594,
0.034043088555336,
-0.023442041128873825,
0.044111467897892,
-0.059623345732688904,
-0.008514413610100746,
0.012582940980792046,
0.003920780029147863,
0.01683359593153,
-0.016953757032752037,
0.022892767563462257,
0.02374209649860859,
0.05980118736624718,
0.016961241140961647,
-0.040865808725357056,
-0.018602970987558365,
0.02589154615998268,
-0.03270501643419266,
0.013518597930669785,
-0.015860896557569504,
-0.07044902443885803,
-0.032169412821531296,
-0.01814238727092743,
-0.012261267751455307,
0.014221235178411007,
-0.01796278916299343,
0.005978357046842575,
0.05515462905168533,
-0.03429379686713219,
-0.03860347345471382,
-0.07976696640253067,
-0.010857739485800266,
-0.02432064153254032,
0.009387105703353882,
0.021896203979849815,
-0.0369575135409832,
0.018235018476843834,
-0.046398457139730453,
-0.0575784370303154,
0.06575067341327667,
0.012976850382983685,
-0.03595823049545288,
0.05393418297171593,
0.03570182994008064,
-0.033259280025959015,
0.019019359722733498,
0.06061491370201111,
-0.05288025736808777,
0.02183498814702034,
-0.0042221155017614365,
0.02747013047337532,
0.022364351898431778,
0.02642323449254036,
-0.017340315505862236,
-0.04469101130962372,
-0.061751481145620346,
-0.051496729254722595,
-0.03782500699162483,
-0.00022203606204129755,
0.07181541621685028
] |
Declan/test_model | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | 2020-04-29T13:29:46Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-nso-sv
* source languages: nso
* target languages: sv
* OPUS readme: [nso-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.nso.sv | 34.3 | 0.527 |
| [
-0.018607040867209435,
-0.0320408008992672,
0.0006847323384135962,
0.030258480459451675,
0.02911803312599659,
0.016045663505792618,
0.0013913714792579412,
0.0008882306283339858,
-0.05132368579506874,
0.05434031784534454,
0.011348170228302479,
-0.010492131114006042,
0.013417387381196022,
0.048795316368341446,
-0.033611495047807693,
-0.02646590583026409,
-0.007865924388170242,
0.0040542189963161945,
-0.04732203111052513,
-0.009522882290184498,
-0.0016928496770560741,
0.01028494443744421,
-0.038239747285842896,
0.0288718119263649,
-0.024400347843766212,
0.0035857639741152525,
-0.011981133371591568,
0.012360374443233013,
0.026602355763316154,
-0.07460106909275055,
-0.009591919369995594,
-0.017226889729499817,
-0.03212952986359596,
-0.01935584470629692,
-0.027576778084039688,
0.027042148634791374,
0.014644645154476166,
0.01983947679400444,
0.07497473806142807,
0.06185389682650566,
-0.007881147786974907,
-0.00045860864338465035,
-0.01046143937855959,
-0.01944560930132866,
0.0408644899725914,
0.0004757796705234796,
-0.02930421195924282,
-0.031102240085601807,
0.022698791697621346,
-0.027721481397747993,
-0.046735502779483795,
-0.04738348722457886,
-0.02124011516571045,
0.03080557845532894,
-0.010975179262459278,
-0.0056621842086315155,
-0.09721547365188599,
-0.0039246766828000546,
0.06738626956939697,
-0.05915683135390282,
-0.026144521310925484,
0.011968348175287247,
-0.046374574303627014,
0.012628177180886269,
0.047204263508319855,
-0.03333134204149246,
-0.011660913936793804,
-0.053064752370119095,
0.0400150828063488,
-0.03341374918818474,
0.031221851706504822,
-0.03821875900030136,
0.018428202718496323,
-0.07535767555236816,
-0.049231793731451035,
-0.0061615570448338985,
0.025587113574147224,
0.05172720551490784,
-0.043630946427583694,
0.04954998940229416,
0.04773271456360817,
-0.01470527146011591,
0.027028802782297134,
-0.008482687175273895,
-0.012006351724267006,
0.04177851974964142,
-0.02652803622186184,
-0.0016020559705793858,
0.005895934998989105,
0.05063626170158386,
-0.04359995201230049,
-0.02909111976623535,
-0.013557672500610352,
-0.030176576226949692,
-0.008830423466861248,
0.031542371958494186,
0.059391219168901443,
-0.028175009414553642,
0.001805438776500523,
0.042908892035484314,
0.02199028804898262,
0.047664955258369446,
0.00003692343307193369,
0.0656934306025505,
-0.020101765170693398,
-0.0018598447786644101,
-0.019085729494690895,
-0.026995234191417694,
-0.06455236673355103,
0.0061358194798231125,
0.02786213904619217,
-0.04452301189303398,
-0.004770364612340927,
0.044129882007837296,
0.03789983317255974,
-0.03871205821633339,
0.06917305290699005,
-0.03534732386469841,
-0.046181485056877136,
-0.05356063321232796,
0.05601620301604271,
0.013543824665248394,
0.015134741552174091,
0.012374695390462875,
-0.048699162900447845,
0.023211875930428505,
-0.03667512536048889,
-0.04056845232844353,
0.008226820267736912,
0.02808387391269207,
-0.02026563510298729,
0.02674132026731968,
0.031230945140123367,
-0.05696706101298332,
0.024193299934267998,
-0.01136603020131588,
-0.03541188687086105,
0.06142093613743782,
0.03766177222132683,
0.09713245183229446,
-0.0441121906042099,
-0.03488475829362869,
0.010344307869672775,
0.003553331596776843,
-0.039660293608903885,
0.007720897905528545,
-0.010617382824420929,
-0.027218595147132874,
-0.019034545868635178,
-0.020142175257205963,
0.051977649331092834,
-0.04532821103930473,
-0.011863242834806442,
0.06010059639811516,
-0.012642184272408485,
0.0241533350199461,
-0.021937338635325432,
-0.004205834120512009,
0.010689825750887394,
-0.020581038668751717,
-0.026099296286702156,
0.029904311522841454,
0.003946457523852587,
0.005482339300215244,
-0.030648889020085335,
-0.056351322680711746,
0.02427629753947258,
0.08079493790864944,
-0.02847161889076233,
-0.02317410707473755,
-0.02445697970688343,
0.004944431129842997,
0.04262439161539078,
0.016149118542671204,
-0.0225449837744236,
0.037058163434267044,
0.057495567947626114,
0.010777967981994152,
0.0053255208767950535,
0.07147538661956787,
0.019557150080800056,
-0.019000887870788574,
-0.0072809443809092045,
0.014215460047125816,
0.035217612981796265,
-0.016356023028492928,
-0.0003692652680911124,
0.03960398584604263,
0.015379377640783787,
-0.015319799073040485,
-0.020445283502340317,
0.060910049825906754,
0.005273176822811365,
0.0046833534725010395,
0.012195629999041557,
-0.025563374161720276,
-0.009645218029618263,
0.04897028207778931,
-0.004009790252894163,
-0.0240582674741745,
-0.035985399037599564,
-0.024277599528431892,
0.013438315130770206,
0.030859190970659256,
0.026618167757987976,
0.05389605462551117,
-0.013353331945836544,
0.1102374792098999,
-0.027875153347849846,
0.009675360284745693,
-0.012040204368531704,
-0.03512076660990715,
0.014067916199564934,
0.06943260878324509,
0.019350681453943253,
0.034405600279569626,
-0.004504543729126453,
-0.049564436078071594,
0.029369592666625977,
0.06510983407497406,
0.05328059569001198,
0.012337472289800644,
-0.04514620080590248,
-0.007713440340012312,
0.00966638047248125,
0.03484804928302765,
-0.03163006156682968,
-0.06483384966850281,
0.025302181020379066,
0.06720015406608582,
-0.04601161554455757,
0.028581885620951653,
-0.037739261984825134,
0.0243234820663929,
-0.0349159762263298,
-0.04302171617746353,
0.04820762947201729,
0.02196330763399601,
-0.014291884377598763,
0.023365262895822525,
0.001995078520849347,
-0.009979935362935066,
0.03387747332453728,
0.007961541414260864,
-0.00029436807380989194,
-0.02984437718987465,
0.012787256389856339,
0.01951628550887108,
0.05338022857904434,
-0.025682255625724792,
0.03698236495256424,
-0.025168512016534805,
-0.00307219079695642,
0.031003085896372795,
-0.07752573490142822,
0.011459038592875004,
0.043865758925676346,
0.014882688410580158,
-0.02528003416955471,
0.006098827347159386,
0.008058031089603901,
0.022017639130353928,
0.07647188007831573,
0.005159854888916016,
0.05600082501769066,
0.010416494682431221,
0.06490105390548706,
0.09814884513616562,
0.014861133880913258,
0.031544409692287445,
0.039841294288635254,
0.08798416703939438,
-0.01605132780969143,
-0.009434144012629986,
0.04588726535439491,
-0.04773223027586937,
0.01504733506590128,
-0.0386805385351181,
0.023050742223858833,
0.012712888419628143,
-0.0006018260028213263,
0.030090367421507835,
0.010209931991994381,
-0.023588877171278,
0.006206073798239231,
-0.01286950521171093,
-0.024684583768248558,
0.043864522129297256,
0.013053241185843945,
0.01037356723099947,
0.010325289331376553,
0.0033545915503054857,
0.022777503356337547,
-0.07105816155672073,
-0.07252304255962372,
0.017232799902558327,
-0.03471887484192848,
-0.004729854874312878,
-0.06058291718363762,
-0.011359179392457008,
-0.05832776427268982,
-0.019571155309677124,
0.03557436168193817,
0.0034902705810964108,
-0.0069851563312113285,
-0.02461116574704647,
0.006205223500728607,
-0.03033713437616825,
-0.028250550851225853,
-0.035520050674676895,
-0.0380801260471344,
-0.038057077676057816,
-0.08075106889009476,
0.04316817596554756,
0.017986269667744637,
0.02314402163028717,
-0.01944253034889698,
0.013968567363917828,
-0.014857803471386433,
-0.013142901472747326,
0.08443451672792435,
0.0520935095846653,
-0.024375686421990395,
-0.016491079702973366,
0.05239516496658325,
-0.03417174890637398,
-0.0022008209489285946,
-0.027274636551737785,
-0.014849749393761158,
0.0667167603969574,
0.04895322769880295,
0.019330620765686035,
0.0020164756570011377,
-0.027192648500204086,
-0.05636236071586609,
-0.05692926049232483,
-0.046945199370384216,
-0.041721977293491364,
-0.011050621047616005,
-0.024661192670464516,
-0.051966648548841476,
-0.03093469701707363,
-0.02580319158732891,
-0.006207924336194992,
-0.030950237065553665,
0.026020227000117302,
0.03840520232915878,
0.03590640798211098,
0.04108242690563202,
0.030226539820432663,
-0.05749465897679329,
-0.03639665246009827,
0.07269592583179474,
0.0036444717552512884,
0.010450167581439018,
-0.04956478253006935,
-0.011706458404660225,
0.055081166326999664,
0.010854615829885006,
0.010232710279524326,
0.018496740609407425,
0.08004298806190491,
0.0016710292547941208,
0.0030248891562223434,
0.012235363945364952,
-0.003182906424626708,
-0.010672439821064472,
-0.007151109632104635,
-0.018016420304775238,
-0.04628080502152443,
-0.018661687150597572,
-0.015045729465782642,
0.01667003333568573,
0.04142196848988533,
-0.06611748784780502,
-0.027946358546614647,
-0.0022210723254829645,
0.0317460261285305,
0.005660208407789469,
0.022192925214767456,
-0.010482938960194588,
0.01881997473537922,
-0.036038998514413834,
-0.02020411752164364,
0.001396259875036776,
0.01206234935671091,
0.011222949251532555,
0.05443008244037628,
0.034611303359270096,
-0.031263403594493866,
0.044761404395103455,
0.026798518374562263,
0.06539278477430344,
0.010293897241353989,
-0.040376123040914536,
0.021973352879285812,
-0.024123353883624077,
0.018803998827934265,
-0.004767267499119043,
-0.022467853501439095,
-0.04538600891828537,
-0.07732095569372177,
0.006792823318392038,
0.023140503093600273,
-0.03253856301307678,
0.015295354649424553,
0.0215477142482996,
-0.05130637437105179,
0.008078360930085182,
-0.007945568300783634,
0.01112560648471117,
0.05106619372963905,
-0.05593811348080635,
0.06321203708648682,
-0.007913199253380299,
0.017296211794018745,
-0.05814976617693901,
0.01719081588089466,
-0.014595108106732368,
-0.035966236144304276,
0.039189036935567856,
0.0625031366944313,
0.016222449019551277,
0.04767490178346634,
0.08352925628423691,
0.0480993278324604,
-0.026251817122101784,
0.03447926789522171,
0.03200197592377663,
0.007376466412097216,
-0.06516078859567642,
-0.011806745082139969,
-0.0017712177941575646,
-0.04852502420544624,
-0.0000970952823990956,
-0.01945185661315918,
0.013956313021481037,
0.0200946107506752,
-0.005802020896226168,
-0.03022756427526474,
-0.01664922572672367,
-0.028941286727786064,
-0.031022092327475548,
-0.06798917055130005,
-0.02620130218565464,
-0.0138576440513134,
-0.00014761464262846857,
0.04619532451033592,
0.047664154320955276,
0.00022752321092411876,
0.04235595837235451,
0.049150969833135605,
-0.023546667769551277,
-0.0252560805529356,
0.012972964905202389,
0.02660239487886429,
-0.015832073986530304,
-0.05610695108771324,
-0.04626162350177765,
0.04622318223118782,
0.0364980548620224,
-0.03320721164345741,
-0.08058930188417435,
0.0016237323870882392,
0.06601746380329132,
-0.03298437222838402,
0.04916463792324066,
-0.0011483569396659732,
0.050295062363147736,
0.05426320806145668,
-0.021692300215363503,
0.015249759890139103,
-0.03528720512986183,
0.023131640627980232,
0.004974882118403912,
0.03272251412272453,
-0.04301892966032028,
-0.03883291408419609,
-0.08850115537643433,
0.005376073066145182,
0.027834590524435043,
0.08481474220752716,
0.046594761312007904,
-0.03568894416093826,
-0.05865531414747238,
-0.018350712954998016,
0.047405973076820374,
-0.0612046979367733,
-0.015220155008137226,
0.021999601274728775,
0.05351525917649269,
-0.046053603291511536,
-0.05227185785770416,
-0.02227115072309971,
0.0015200418420135975,
0.0336969792842865,
-0.0006880920263938606,
-0.02009803242981434,
-0.052804648876190186,
0.04097841680049896,
-0.006275312975049019,
-0.04126567766070366,
-0.11608105897903442,
0.004030582029372454,
-0.03454398363828659,
-0.004487176425755024,
0.04699764773249626,
0.026768505573272705,
0.031172020360827446,
0.06243743747472763,
0.0059091467410326,
0.03055410087108612,
-0.0460042804479599,
0.02077324688434601,
-0.03242907300591469,
0.010099494829773903,
0.01753578893840313,
-0.02793109230697155,
-0.03145259618759155,
-0.033883657306432724,
-0.03789348155260086,
-0.031474318355321884,
-0.020543891936540604,
0.020303528755903244,
-0.0364970862865448,
0.003683114191517234,
-0.012232626788318157,
0.033574823290109634,
-0.011041400954127312,
-0.01934153027832508,
-0.006079439539462328,
-0.0535864494740963,
-0.07538621127605438,
-0.041366949677467346,
0.025460852310061455,
0.02176099270582199,
0.014920535497367382,
0.03617379441857338,
0.012286273762583733,
0.01738567277789116,
0.014575069770216942,
-0.031805530190467834,
0.04750416427850723,
0.014620581641793251,
-0.04060514643788338,
-0.02645459584891796,
0.010424230247735977,
0.03937800973653793,
0.029854008927941322,
-0.0510651059448719,
0.022156955674290657,
0.006060812156647444,
-0.037645116448402405,
-0.018301626667380333,
-0.0024345978163182735,
0.03692737966775894,
-0.07661812007427216,
-0.048787884414196014,
0.01117307972162962,
-0.05328662320971489,
0.029867984354496002,
-0.02564256638288498,
0.01118239015340805,
0.010381747037172318,
0.023309580981731415,
0.03193621709942818,
-0.0008944705477915704,
-0.04898858070373535,
0.00032140445546247065,
-0.0028595549520105124,
-0.0015338537050411105,
-0.07073011249303818,
0.04758584499359131,
-0.044407423585653305,
0.02881740964949131,
-0.003813438815996051,
-0.007209457457065582,
-0.03153865039348602,
0.039239153265953064,
-0.007051798515021801,
-0.01079351082444191,
-0.014205846935510635,
0.0008898061350919306,
-0.04281986504793167,
0.05499454215168953,
0.006288819946348667,
0.017184726893901825,
-0.02549947239458561,
0.06732024997472763,
-0.03864577040076256,
-0.013559606857597828,
-0.02527480758726597,
0.020247308537364006,
-0.03590727970004082,
-0.0026452941820025444,
-0.020957691594958305,
-0.03962142392992973,
0.00317274103872478,
0.045000627636909485,
0.03650950640439987,
0.010030305944383144,
-0.0318317636847496,
0.01370210386812687,
0.013289247639477253,
-0.0495871976017952,
-0.00018508471839595586,
-0.018426084890961647,
-0.025366270914673805,
-0.005665525794029236,
0.0446615070104599,
0.032455455511808395,
-0.038127873092889786,
-0.06984294205904007,
0.01990489847958088,
0.029255524277687073,
-0.005176294595003128,
0.003611860563978553,
0.012163126841187477,
0.03545910492539406,
0.05716647207736969,
-0.02580074407160282,
0.003265533596277237,
-0.020105397328734398,
-0.021676380187273026,
0.026476122438907623,
-0.013174823485314846,
0.03203698247671127,
0.002378859557211399,
-0.04230991750955582,
-0.01654186099767685,
0.06483034789562225,
0.028227439150214195,
0.015622378326952457,
0.0022592823952436447,
-0.011270747520029545,
0.015004008077085018,
0.024300923570990562,
-0.07285857200622559,
0.006839684676378965,
0.05180501937866211,
-0.035118959844112396,
0.06655018031597137,
-0.02296309918165207,
0.045455027371644974,
0.0494033545255661,
-0.003746188711374998,
-0.026120662689208984,
0.05830671638250351,
-0.02402941882610321,
-0.021742161363363266,
0.056389205157756805,
-0.055160101503133774,
-0.01943109557032585,
-0.013054462149739265,
0.06401130557060242,
-0.07196156680583954,
0.05604305490851402,
0.057310353964567184,
0.037298884242773056,
-0.003070889273658395,
-0.04229241609573364,
-0.035095345228910446,
0.033746276050806046,
-0.03322466462850571,
0.07595415413379669,
0.023967547342181206,
-0.05070497468113899,
0.07031378149986267,
0.0061781154945492744,
-0.07540161162614822,
0.03873748704791069,
0.03566896170377731,
0.016265222802758217,
0.02809656783938408,
0.05443578585982323,
-0.04837336391210556,
0.01781054213643074,
-0.0617716945707798,
0.014042275957763195,
-0.07043370604515076,
-0.0011946455342695117,
0.010935598984360695,
-0.017886146903038025,
-0.018840372562408447,
0.03654121607542038,
-0.027866970747709274,
0.0341888964176178,
0.02400093525648117,
-0.048310644924640656,
-0.02180374599993229,
0.01522301509976387,
0.045854602009058,
-0.012899927794933319,
0.015745118260383606,
-0.017838265746831894,
0.01350499503314495,
0.030435245484113693,
0.02458820678293705,
-0.0664934515953064,
-0.0003720524546224624,
0.02778090350329876,
-0.05797590687870979,
-0.02301490679383278,
0.0063621290028095245,
0.00939364917576313,
-0.03918825834989548,
0.034686129540205,
0.01615518145263195,
0.008008057251572609,
0.03608660027384758,
-0.02188057452440262,
0.043473269790410995,
-0.05743572860956192,
-0.008626808412373066,
0.010863792151212692,
0.003138408763334155,
0.020921804010868073,
-0.013853083364665508,
0.02022736147046089,
0.021220482885837555,
0.05719549208879471,
0.017125209793448448,
-0.04650002345442772,
-0.012332235462963581,
0.024274040013551712,
-0.03561756759881973,
0.011062000878155231,
-0.022647492587566376,
-0.06899584829807281,
-0.030068833380937576,
-0.018080130219459534,
-0.0063824462704360485,
0.015645135194063187,
-0.012745777145028114,
0.005042836535722017,
0.053359631448984146,
-0.026686398312449455,
-0.03871883451938629,
-0.06984329223632812,
-0.012761574238538742,
-0.01910090260207653,
0.006215251982212067,
0.0157808605581522,
-0.026873722672462463,
0.02523323893547058,
-0.04967662692070007,
-0.0640530064702034,
0.06777538359165192,
0.016283631324768066,
-0.029663346707820892,
0.05369908735156059,
0.02863042615354061,
-0.031399719417095184,
0.011246830224990845,
0.06464892625808716,
-0.05632771924138069,
0.02003193274140358,
-0.00745610473677516,
0.023125890642404556,
0.018689369782805443,
0.026302428916096687,
-0.019750554114580154,
-0.036354321986436844,
-0.05669884383678436,
-0.055223774164915085,
-0.032446570694446564,
-0.009619194082915783,
0.06764347106218338
] |
Declan/test_push | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-ny-de
* source languages: ny
* target languages: de
* OPUS readme: [ny-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ny-de/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/ny-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ny-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ny-de/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.ny.de | 23.9 | 0.440 |
| [
-0.014410963281989098,
-0.024773305281996727,
-0.005875651724636555,
0.02875613607466221,
0.023922856897115707,
0.030070947483181953,
0.002536807442083955,
-0.007974709384143353,
-0.05336679890751839,
0.05775323137640953,
0.010895995423197746,
-0.0128201674669981,
0.007330256048589945,
0.04666514694690704,
-0.03993795067071915,
-0.02790774405002594,
-0.012874570675194263,
0.007282725535333157,
-0.03754492104053497,
-0.015153738670051098,
-0.010949334129691124,
0.0040623098611831665,
-0.026745226234197617,
0.034141529351472855,
-0.016846591606736183,
0.008360940963029861,
-0.013869178481400013,
0.021680787205696106,
0.031984709203243256,
-0.07296793162822723,
-0.013673757202923298,
-0.026162926107645035,
-0.0373963825404644,
-0.007952320389449596,
-0.03226277232170105,
0.02068028412759304,
0.008401117287576199,
0.028597678989171982,
0.06898894160985947,
0.04929284378886223,
-0.008530599996447563,
0.0021482491865754128,
-0.004253698047250509,
-0.02692040055990219,
0.03486783802509308,
-0.0012770951725542545,
-0.02376866526901722,
-0.04040664806962013,
0.021635085344314575,
-0.028688820078969002,
-0.0567648820579052,
-0.05506287142634392,
-0.015338859520852566,
0.031029343605041504,
-0.0070043220184743404,
-0.017747387290000916,
-0.08897963911294937,
-0.006747462321072817,
0.06866804510354996,
-0.0574675016105175,
-0.025036482140421867,
0.018097175285220146,
-0.052517350763082504,
0.004144831094890833,
0.05391545593738556,
-0.04435926675796509,
-0.004191792570054531,
-0.05211036279797554,
0.0452510304749012,
-0.03060108982026577,
0.02481651119887829,
-0.03259453549981117,
0.010861828923225403,
-0.07195103913545609,
-0.04472705349326134,
-0.015267881564795971,
0.02968762442469597,
0.04910055547952652,
-0.05297926813364029,
0.048837609589099884,
0.03874082490801811,
-0.008726906962692738,
0.02514496259391308,
-0.007749817334115505,
-0.01675672084093094,
0.0351678729057312,
-0.028233477845788002,
-0.010100155137479305,
0.015593888238072395,
0.04859894514083862,
-0.04899227246642113,
-0.03785119205713272,
-0.011380162090063095,
-0.03389964625239372,
-0.015540176071226597,
0.023142218589782715,
0.05497228354215622,
-0.023496059700846672,
0.005200034007430077,
0.05415321886539459,
0.022438237443566322,
0.04736936464905739,
-0.0019367653876543045,
0.0725039690732956,
-0.019247891381382942,
-0.005928069818764925,
-0.016780145466327667,
-0.029488729313015938,
-0.06444153934717178,
0.010199219919741154,
0.023760193958878517,
-0.04333209991455078,
-0.011847936548292637,
0.05231617018580437,
0.03786551207304001,
-0.02265910990536213,
0.06494416296482086,
-0.033619411289691925,
-0.04767106473445892,
-0.051298752427101135,
0.06595494598150253,
0.013690794818103313,
0.021587040275335312,
0.018099242821335793,
-0.06623472273349762,
0.02057654969394207,
-0.048566825687885284,
-0.044050637632608414,
0.0028883391059935093,
0.03309532627463341,
-0.018655072897672653,
0.05150587111711502,
0.03369573876261711,
-0.05521681159734726,
0.015213092789053917,
-0.01654720865190029,
-0.047042541205883026,
0.06329407542943954,
0.03943116217851639,
0.10728549212217331,
-0.044300101697444916,
-0.030707763507962227,
0.015057588927447796,
0.01049522589892149,
-0.039399195462465286,
0.011704014614224434,
-0.00839599035680294,
-0.015488246455788612,
-0.023505710065364838,
-0.01488851010799408,
0.03992367535829544,
-0.04967325180768967,
-0.02964210882782936,
0.057948265224695206,
-0.008288238197565079,
0.03928098455071449,
-0.028257953003048897,
-0.0006542930495925248,
0.005558214616030455,
-0.01365533284842968,
-0.04019457846879959,
0.04069581627845764,
-0.00024493125965818763,
0.014063650742173195,
-0.03797285631299019,
-0.06195856258273125,
0.016370078548789024,
0.0737563967704773,
-0.02864985540509224,
-0.026934580877423286,
-0.03343847766518593,
0.01143885962665081,
0.04937266930937767,
0.015575407072901726,
-0.024502845481038094,
0.03924791142344475,
0.05828658491373062,
0.01731761544942856,
0.0077057178132236,
0.08257904648780823,
0.016322270035743713,
-0.02485058084130287,
-0.010125159285962582,
0.022680602967739105,
0.02805013209581375,
-0.018225062638521194,
-0.002228184835985303,
0.03873196244239807,
0.020779795944690704,
-0.0231564249843359,
-0.019107820466160774,
0.057095855474472046,
-0.0017709789099171758,
0.009274699725210667,
0.014146623201668262,
-0.024997521191835403,
-0.021988434717059135,
0.037972141057252884,
-0.009222620166838169,
-0.020584341138601303,
-0.0332234762609005,
-0.026167070493102074,
0.002948913024738431,
0.030994968488812447,
0.027502281591296196,
0.05539465695619583,
-0.01775483228266239,
0.10814222693443298,
-0.033332765102386475,
0.003421677043661475,
-0.013398909009993076,
-0.04214443638920784,
0.009027729742228985,
0.07661290466785431,
0.020835179835557938,
0.03692024573683739,
-0.013183323666453362,
-0.05029226094484329,
0.036880262196063995,
0.06410776078701019,
0.05143054574728012,
0.005599524360150099,
-0.03826640918850899,
-0.0060920692048966885,
0.017673233523964882,
0.026487112045288086,
-0.03383149579167366,
-0.06373324990272522,
0.023409277200698853,
0.06680712103843689,
-0.03823724016547203,
0.03223085775971413,
-0.0358300507068634,
0.02316959761083126,
-0.030027734115719795,
-0.035888925194740295,
0.04564494639635086,
0.021701008081436157,
-0.00740214204415679,
0.02250765822827816,
0.006907481700181961,
-0.010442880913615227,
0.024746742099523544,
0.0095687136054039,
0.0067772697657346725,
-0.022072505205869675,
0.0056819855235517025,
0.01844106614589691,
0.057309020310640335,
-0.04193519800901413,
0.03575871139764786,
-0.028848765417933464,
0.0014812491135671735,
0.03558877855539322,
-0.07860440015792847,
0.018001198768615723,
0.05608760938048363,
0.010113219730556011,
-0.03191043436527252,
0.011784274131059647,
0.006976794917136431,
0.015543240122497082,
0.06456731259822845,
0.0025529770646244287,
0.06100834533572197,
0.00791976973414421,
0.06524645537137985,
0.1023176833987236,
0.0182588342577219,
0.02855244278907776,
0.03752308338880539,
0.08940895646810532,
-0.010823274031281471,
-0.006627488881349564,
0.035504456609487534,
-0.053138185292482376,
0.014972549863159657,
-0.043224699795246124,
0.03983037918806076,
0.019687630236148834,
-0.013066166080534458,
0.029542749747633934,
0.009112086147069931,
-0.005985102150589228,
0.012016579508781433,
-0.016339054331183434,
-0.020501339808106422,
0.049317408353090286,
0.010964167304337025,
0.004164326470345259,
0.006757685914635658,
-0.007800096645951271,
0.024249063804745674,
-0.07393012940883636,
-0.07506845891475677,
0.012902253307402134,
-0.03307519480586052,
-0.00645412877202034,
-0.07020876556634903,
-0.015721645206212997,
-0.07211191952228546,
-0.019397974014282227,
0.037897590547800064,
0.003370372112840414,
-0.004143401514738798,
-0.03158232942223549,
0.015242836438119411,
-0.028012143447995186,
-0.023743977770209312,
-0.04217688366770744,
-0.029685446992516518,
-0.042613908648490906,
-0.08689770102500916,
0.05488351732492447,
0.016231592744588852,
0.022369924932718277,
-0.013788334093987942,
0.02352750301361084,
-0.023880841210484505,
-0.01217911671847105,
0.07996094971895218,
0.045457612723112106,
-0.03463166207075119,
-0.02982497774064541,
0.04723784700036049,
-0.033102165907621384,
0.0012110596289858222,
-0.02868489734828472,
-0.023881936445832253,
0.0696013942360878,
0.05241290479898453,
0.021511269733309746,
0.005731461104005575,
-0.02204522304236889,
-0.04923190921545029,
-0.05317407846450806,
-0.03289410099387169,
-0.044666144996881485,
-0.010635551996529102,
-0.03447930887341499,
-0.05126367136836052,
-0.04323391988873482,
-0.036494847387075424,
0.0010865513468161225,
-0.027266928926110268,
0.022713400423526764,
0.022901449352502823,
0.03013702481985092,
0.039112601429224014,
0.03199974447488785,
-0.059122759848833084,
-0.03782672807574272,
0.07260642945766449,
0.003283864352852106,
0.006313261575996876,
-0.04480694606900215,
-0.014527890831232071,
0.04981920123100281,
0.011630699969828129,
0.00723030511289835,
0.010479365475475788,
0.07682989537715912,
0.0066694230772554874,
0.015377326868474483,
0.00044762951438315213,
-0.007451697252690792,
-0.000597406062297523,
-0.01032907236367464,
-0.009199246764183044,
-0.04639101028442383,
-0.022336723282933235,
-0.021432915702462196,
0.024860884994268417,
0.04803529754281044,
-0.0670115277171135,
-0.0366913303732872,
-0.0027275830507278442,
0.03114183060824871,
0.022639185190200806,
0.030738627538084984,
-0.0117055494338274,
0.009483990259468555,
-0.02742760255932808,
-0.015290613286197186,
0.0030931122601032257,
0.0023234132677316666,
0.009906372055411339,
0.03785354271531105,
0.023750461637973785,
-0.028799429535865784,
0.049657583236694336,
0.0219432320445776,
0.06063536927103996,
0.018174484372138977,
-0.033382780849933624,
0.01748960092663765,
-0.02483278512954712,
0.02165565825998783,
-0.008360653184354305,
-0.027579953894019127,
-0.04162362962961197,
-0.06712503731250763,
0.006108528934419155,
0.02437533065676689,
-0.03752748295664787,
0.02443092316389084,
0.019849102944135666,
-0.050908397883176804,
0.0027418895624578,
0.007547984831035137,
0.017571067437529564,
0.044271159917116165,
-0.044528163969516754,
0.06461285054683685,
-0.0044891564175486565,
0.007686395663768053,
-0.061246905475854874,
0.02123689465224743,
-0.02125154621899128,
-0.03776059299707413,
0.03474109619855881,
0.06559257954359055,
0.00826022494584322,
0.047014061361551285,
0.09194668382406235,
0.05025576800107956,
-0.017227662727236748,
0.030907267704606056,
0.042568814009428024,
0.003127903677523136,
-0.055733829736709595,
-0.011608641594648361,
-0.003436395199969411,
-0.043228629976511,
0.0029158859979361296,
-0.01529440563172102,
0.014478015713393688,
0.015892816707491875,
-0.008715560659766197,
-0.01877637766301632,
-0.015044568106532097,
-0.02738952450454235,
-0.03261452168226242,
-0.06581322103738785,
-0.03129483386874199,
-0.013264919631183147,
0.0033594840206205845,
0.04650948941707611,
0.045071642845869064,
-0.00190297095105052,
0.049882084131240845,
0.04526838660240173,
-0.030145427212119102,
-0.02181263267993927,
0.02529744990170002,
0.023086536675691605,
-0.022055231034755707,
-0.0424821637570858,
-0.039020199328660965,
0.05312637984752655,
0.04289832338690758,
-0.029540197923779488,
-0.07629789412021637,
0.004224229604005814,
0.07026011496782303,
-0.02625766582787037,
0.05047815665602684,
0.0037160867359489202,
0.043500471860170364,
0.059045035392045975,
-0.023887405171990395,
0.01768651232123375,
-0.03043668158352375,
0.018619319424033165,
0.004845429677516222,
0.03044830821454525,
-0.0481126606464386,
-0.03394360467791557,
-0.06882882863283157,
0.009422632865607738,
0.022284315899014473,
0.07755133509635925,
0.042406413704156876,
-0.04219817742705345,
-0.05749375745654106,
-0.014573807828128338,
0.046592384576797485,
-0.06757287681102753,
-0.0113605335354805,
0.025700083002448082,
0.053376082330942154,
-0.04276878759264946,
-0.04688144847750664,
-0.014892010018229485,
-0.005892094690352678,
0.028718171641230583,
0.00003297871080576442,
-0.016230029985308647,
-0.06097881495952606,
0.03359885886311531,
-0.003387980628758669,
-0.04276614263653755,
-0.117827408015728,
0.00012097247235942632,
-0.028258761391043663,
-0.0045218016020953655,
0.05627065151929855,
0.02326652966439724,
0.03678974509239197,
0.05669759213924408,
-0.0019088591216132045,
0.02184022031724453,
-0.03254266455769539,
0.027018867433071136,
-0.038956087082624435,
0.009994746185839176,
0.015164823271334171,
-0.03322907164692879,
-0.026433469727635384,
-0.03542555868625641,
-0.044848546385765076,
-0.036736685782670975,
-0.013805615715682507,
0.015858018770813942,
-0.03020358271896839,
0.0036237817257642746,
-0.013695089146494865,
0.02401350811123848,
-0.017306281253695488,
-0.01414903998374939,
-0.005672723986208439,
-0.05745010823011398,
-0.08151969313621521,
-0.039960138499736786,
0.02173888124525547,
0.017666103318333626,
0.0007218134123831987,
0.02264813333749771,
0.021186981350183487,
0.013201829977333546,
0.011819249019026756,
-0.038124553859233856,
0.03303873538970947,
0.005842957179993391,
-0.03791305422782898,
-0.03825736790895462,
0.016392074525356293,
0.038034748286008835,
0.008124633692204952,
-0.06087931990623474,
0.03166244924068451,
0.0036208354867994785,
-0.039816781878471375,
-0.02079875022172928,
-0.005344688892364502,
0.020450346171855927,
-0.0739893838763237,
-0.05119389295578003,
-0.005925127770751715,
-0.04025489091873169,
0.033755455166101456,
-0.027622275054454803,
0.0014135093661025167,
0.023935500532388687,
0.031011339277029037,
0.030822595581412315,
-0.010826465673744678,
-0.04239563271403313,
0.004217011854052544,
0.0004722474259324372,
0.004049854353070259,
-0.06701154261827469,
0.049062471836805344,
-0.046051979064941406,
0.017162751406431198,
-0.010328042320907116,
-0.009295587427914143,
-0.02971285954117775,
0.04350105673074722,
-0.008450460620224476,
-0.014937786385416985,
-0.019098950549960136,
-0.000128120111185126,
-0.035984575748443604,
0.0445120707154274,
-0.002720271237194538,
0.025552723556756973,
-0.018058091402053833,
0.06654580682516098,
-0.03858327865600586,
-0.008454350754618645,
-0.021827345713973045,
0.013259637169539928,
-0.03937391936779022,
0.0020556084346026182,
-0.009787430986762047,
-0.034486960619688034,
0.000727312290109694,
0.038930438458919525,
0.03645822033286095,
0.014131824485957623,
-0.023415379226207733,
0.018039558082818985,
0.02377614565193653,
-0.04164881631731987,
-0.0018129185773432255,
-0.01795423962175846,
-0.027529293671250343,
-0.00031590479193255305,
0.05692238733172417,
0.026465071365237236,
-0.04320109263062477,
-0.08034045249223709,
0.02440330758690834,
0.019237661734223366,
-0.002890367293730378,
0.008247571997344494,
0.01810505986213684,
0.03859728202223778,
0.051556818187236786,
-0.02062281221151352,
-0.01103792991489172,
-0.01855665072798729,
-0.010811819694936275,
0.02241680398583412,
-0.01538320817053318,
0.021675636991858482,
0.007169823627918959,
-0.040493130683898926,
-0.01254934910684824,
0.05857449397444725,
0.009320604614913464,
0.01792854256927967,
0.0036134596448391676,
-0.017069734632968903,
0.029371090233325958,
0.022304769605398178,
-0.069390669465065,
0.010760923847556114,
0.036801133304834366,
-0.035343728959560394,
0.06035974249243736,
-0.00946850422769785,
0.04790499433875084,
0.05624572932720184,
0.006029574200510979,
-0.01111938338726759,
0.04982341453433037,
-0.02125297673046589,
-0.017932118847966194,
0.05588987097144127,
-0.05117001011967659,
-0.024937568232417107,
-0.007038883399218321,
0.06376391649246216,
-0.07074690610170364,
0.057444799691438675,
0.050998833030462265,
0.03488708660006523,
-0.00005986531687085517,
-0.04478048160672188,
-0.04023726284503937,
0.024393698200583458,
-0.03474659472703934,
0.06717780977487564,
0.013914888724684715,
-0.04727121442556381,
0.07945479452610016,
0.01267903484404087,
-0.07240888476371765,
0.028649112209677696,
0.039579082280397415,
0.02401980757713318,
0.030974596738815308,
0.04752407968044281,
-0.036206621676683426,
0.02614687755703926,
-0.06376780569553375,
0.010010432451963425,
-0.0644993782043457,
0.0005984438466839492,
0.006299929693341255,
-0.015066606923937798,
-0.022301113232970238,
0.028726909309625626,
-0.017654117196798325,
0.023234570398926735,
0.03414472937583923,
-0.04511392116546631,
-0.02194024994969368,
0.021518435329198837,
0.034280017018318176,
-0.01528229471296072,
0.0179965291172266,
-0.02489924430847168,
0.015118299052119255,
0.023189371451735497,
0.010079912841320038,
-0.050725653767585754,
0.00037709661410190165,
0.03118368238210678,
-0.055480364710092545,
-0.0381881482899189,
0.009275674819946289,
0.014449304901063442,
-0.03410658240318298,
0.024196384474635124,
0.014508461579680443,
-0.006022617686539888,
0.03568558022379875,
-0.02497474104166031,
0.037272434681653976,
-0.050055962055921555,
-0.010769258253276348,
0.0011103415163233876,
0.009705274365842342,
0.01421270426362753,
-0.021314987912774086,
0.02274736948311329,
0.022587591782212257,
0.06425294280052185,
0.008968064561486244,
-0.046646565198898315,
-0.013192346319556236,
0.02984161488711834,
-0.02484886161983013,
0.00593637814745307,
-0.01567818410694599,
-0.06472998857498169,
-0.03597545623779297,
-0.036535587161779404,
-0.005187420640140772,
0.01939929835498333,
-0.018925387412309647,
0.010935347527265549,
0.047800201922655106,
-0.029217394068837166,
-0.04238928109407425,
-0.06639295816421509,
-0.010401873849332333,
-0.025417372584342957,
0.012235867790877819,
0.020735986530780792,
-0.03428766876459122,
0.026349090039730072,
-0.047334350645542145,
-0.05428262799978256,
0.06621216982603073,
0.021806424483656883,
-0.03446328639984131,
0.06249344348907471,
0.04040937125682831,
-0.03240452706813812,
0.009427408687770367,
0.058078546077013016,
-0.05205626040697098,
0.03573549911379814,
-0.011263777501881123,
0.021219784393906593,
0.023137005046010017,
0.02584214136004448,
-0.0028688586317002773,
-0.041799262166023254,
-0.0628780797123909,
-0.06791607290506363,
-0.05073283240199089,
-0.006824769079685211,
0.0683358758687973
] |
DeepChem/ChemBERTa-5M-MLM | [
"pytorch",
"roberta",
"fill-mask",
"transformers",
"autotrain_compatible"
] | fill-mask | {
"architectures": [
"RobertaForMaskedLM"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 29 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-om-en
* source languages: om
* target languages: en
* OPUS readme: [om-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/om-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/om-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/om-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/om-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.om.en | 27.3 | 0.448 |
| [
-0.01934279128909111,
-0.025377899408340454,
-0.002584679052233696,
0.030236879363656044,
0.02697785757482052,
0.024054376408457756,
0.005378573201596737,
-0.0018659516936168075,
-0.04637248441576958,
0.05093495547771454,
0.01572311855852604,
-0.011801417917013168,
0.011899511329829693,
0.04641314223408699,
-0.03108503296971321,
-0.025515059009194374,
-0.01216547004878521,
0.008148903027176857,
-0.03595234453678131,
-0.0021883309818804264,
-0.0034889457747340202,
0.007085277233272791,
-0.03183566778898239,
0.0356377549469471,
-0.015404289588332176,
0.005416396539658308,
-0.019747847691178322,
0.01726381480693817,
0.022062212228775024,
-0.07025447487831116,
-0.006650412455201149,
-0.028828006237745285,
-0.033140480518341064,
-0.0147550692781806,
-0.03620341420173645,
0.028530912473797798,
0.013980143703520298,
0.022617045789957047,
0.07318323105573654,
0.0631742924451828,
-0.007435481064021587,
-0.000056645538279553875,
-0.010897263884544373,
-0.02116122655570507,
0.04031279683113098,
0.0011825989931821823,
-0.026532815769314766,
-0.037056684494018555,
0.019875723868608475,
-0.022437846288084984,
-0.052340101450681686,
-0.04713355377316475,
-0.018633456900715828,
0.03442133218050003,
-0.005412079393863678,
-0.002805687952786684,
-0.09495165199041367,
-0.017425432801246643,
0.06037598475813866,
-0.056834980845451355,
-0.02747802622616291,
0.014540883712470531,
-0.05437352508306503,
0.00999531988054514,
0.0535200759768486,
-0.03462759777903557,
-0.007204265799373388,
-0.051710572093725204,
0.04634097218513489,
-0.03938697278499603,
0.03688934072852135,
-0.03558773547410965,
0.00649047177284956,
-0.07571632415056229,
-0.05376603826880455,
-0.007465866394340992,
0.03683186322450638,
0.057934001088142395,
-0.04099094495177269,
0.050713542848825455,
0.05350567772984505,
-0.010643457993865013,
0.01825808919966221,
-0.008712143637239933,
-0.017117325216531754,
0.03653289005160332,
-0.030809909105300903,
-0.007647750899195671,
0.002361961640417576,
0.05034210905432701,
-0.048241037875413895,
-0.0317973829805851,
-0.01181201171129942,
-0.023965399712324142,
-0.005974494852125645,
0.03158345818519592,
0.06568847596645355,
-0.03378431126475334,
0.007073691580444574,
0.043933216482400894,
0.025252288207411766,
0.051977165043354034,
-0.0010332155507057905,
0.07272449880838394,
-0.02570830099284649,
-0.0005695222644135356,
-0.010995966382324696,
-0.02798648364841938,
-0.0629776269197464,
-0.0004956824705004692,
0.030575880780816078,
-0.04766419902443886,
0.0004070590657647699,
0.0421028733253479,
0.03608781471848488,
-0.038692131638526917,
0.07501111179590225,
-0.030096540227532387,
-0.050286147743463516,
-0.06293317675590515,
0.0605212040245533,
0.009979271329939365,
0.00916944071650505,
0.013325816951692104,
-0.0636187493801117,
0.015692561864852905,
-0.04888001084327698,
-0.03916938602924347,
0.008217861875891685,
0.02252534218132496,
-0.01587584801018238,
0.03366164490580559,
0.0358344241976738,
-0.05947478488087654,
0.02107270061969757,
-0.015293434262275696,
-0.03834403678774834,
0.06565078347921371,
0.046387869864702225,
0.08946289867162704,
-0.041712258011102676,
-0.04390725493431091,
0.0058259195648133755,
0.001483697211369872,
-0.03409667685627937,
0.012912379577755928,
-0.004882365465164185,
-0.01507372222840786,
-0.02676236815750599,
-0.015575076453387737,
0.05225512385368347,
-0.04975878819823265,
-0.018123317509889603,
0.054612305015325546,
-0.007906142622232437,
0.03648398444056511,
-0.03285345062613487,
-0.006999662611633539,
0.011017538607120514,
-0.01302441954612732,
-0.031129594892263412,
0.03390437737107277,
0.00916576012969017,
0.006700076162815094,
-0.031288374215364456,
-0.05868033692240715,
0.029412731528282166,
0.08266022801399231,
-0.021711114794015884,
-0.023577386513352394,
-0.0319007933139801,
0.0077590495347976685,
0.03755814582109451,
0.01827840693295002,
-0.023704083636403084,
0.04066932946443558,
0.05349786579608917,
0.0115067632868886,
0.004407585132867098,
0.07265795022249222,
0.010351822711527348,
-0.0222843699157238,
-0.005628707353025675,
0.015102503821253777,
0.03188719227910042,
-0.015506403520703316,
0.004128244239836931,
0.04299668222665787,
0.019079826772212982,
-0.013473129831254482,
-0.027727173641324043,
0.0495988205075264,
-0.003977211192250252,
0.00954077485948801,
0.01475548930466175,
-0.028665248304605484,
-0.013752906583249569,
0.038222864270210266,
-0.008185826241970062,
-0.019616663455963135,
-0.03281230479478836,
-0.02008896693587303,
0.007330652792006731,
0.040267523378133774,
0.024553567171096802,
0.05078795552253723,
-0.020721638575196266,
0.11018607765436172,
-0.029072230681777,
0.0036639985628426075,
-0.01750851236283779,
-0.027705226093530655,
0.021152837201952934,
0.06658048927783966,
0.01170952059328556,
0.034688204526901245,
0.001097929896786809,
-0.05488581210374832,
0.02792401984333992,
0.06553390622138977,
0.05396275967359543,
0.007198558188974857,
-0.046217236667871475,
-0.010947641916573048,
0.020181333646178246,
0.03726956248283386,
-0.041554778814315796,
-0.0616585873067379,
0.021037772297859192,
0.06842941790819168,
-0.05009233206510544,
0.02979726530611515,
-0.03202979266643524,
0.022186335176229477,
-0.04309916868805885,
-0.04231862351298332,
0.0520050972700119,
0.026534462347626686,
-0.016203101724386215,
0.020274464040994644,
0.007927609607577324,
-0.011106004938483238,
0.027471959590911865,
0.007522693369537592,
0.00032333150738850236,
-0.02423875778913498,
0.009031674824655056,
0.018211493268609047,
0.05965835973620415,
-0.02564031444489956,
0.04540112614631653,
-0.029940133914351463,
0.0007174990605562925,
0.03408936783671379,
-0.0701618492603302,
0.01511477306485176,
0.047915976494550705,
0.01593565195798874,
-0.025826729834079742,
0.012907184660434723,
0.007875476032495499,
0.020038219168782234,
0.07018076628446579,
-0.00038100522942841053,
0.047779664397239685,
0.013097088783979416,
0.05822870135307312,
0.09156160801649094,
0.003950515296310186,
0.04125320166349411,
0.03232577443122864,
0.09591487050056458,
-0.010207359679043293,
-0.006611078977584839,
0.04557274281978607,
-0.045820169150829315,
0.019951345399022102,
-0.040500640869140625,
0.03734058886766434,
0.021942254155874252,
-0.010304266586899757,
0.030998507514595985,
0.005184079986065626,
-0.018359264358878136,
0.00497223949059844,
-0.012047826312482357,
-0.027188578620553017,
0.0415918342769146,
0.01837732456624508,
0.0020626226905733347,
0.012231027707457542,
-0.001355917425826192,
0.03046419285237789,
-0.06209113076329231,
-0.06641878932714462,
0.018495716154575348,
-0.029317764565348625,
-0.002708014566451311,
-0.06344738602638245,
-0.014946041628718376,
-0.05704781040549278,
-0.02352893352508545,
0.04210716113448143,
0.005793257616460323,
-0.005819265730679035,
-0.026997409760951996,
0.008850444108247757,
-0.029871756210923195,
-0.024650732055306435,
-0.03676876798272133,
-0.031935494393110275,
-0.028503797948360443,
-0.08844007551670074,
0.047901738435029984,
0.013621981255710125,
0.02530532516539097,
-0.018562089651823044,
0.014289787970483303,
-0.02172512747347355,
-0.01201503723859787,
0.08097776025533676,
0.05304637923836708,
-0.028744423761963844,
-0.02618008479475975,
0.053492605686187744,
-0.03355129063129425,
-0.004293141886591911,
-0.031236102804541588,
-0.017351185902953148,
0.07865605503320694,
0.050868719816207886,
0.021357914432883263,
0.004047651309520006,
-0.017742229625582695,
-0.05370582267642021,
-0.05214092135429382,
-0.042153775691986084,
-0.04208141192793846,
-0.01375054381787777,
-0.01949724555015564,
-0.050709668546915054,
-0.03204891085624695,
-0.03234994038939476,
-0.01054924912750721,
-0.04084061458706856,
0.025404375046491623,
0.028848040848970413,
0.041711751371622086,
0.036979008466005325,
0.03500884771347046,
-0.05706975236535072,
-0.03057967498898506,
0.07383993268013,
0.004623888060450554,
0.0037085905205458403,
-0.04084506630897522,
-0.011424061842262745,
0.05740895867347717,
0.01955658383667469,
0.007755002472549677,
0.029125424101948738,
0.0671824961900711,
0.00016716179379727691,
-0.0037546365056186914,
0.011715441942214966,
-0.010747542604804039,
0.0020055987406522036,
-0.006423100363463163,
-0.012144146487116814,
-0.0444958470761776,
-0.020154552534222603,
-0.008947767317295074,
0.016879364848136902,
0.045512665063142776,
-0.066902756690979,
-0.029014598578214645,
0.003182721324265003,
0.03602646291255951,
0.009090916253626347,
0.027856508269906044,
-0.012407565489411354,
0.01741877757012844,
-0.03743527829647064,
-0.024454567581415176,
0.004250796046108007,
0.006929277908056974,
0.007827283814549446,
0.05233459547162056,
0.03428502380847931,
-0.0286521278321743,
0.042469270527362823,
0.024204915389418602,
0.05606342852115631,
0.014146261848509312,
-0.03597515448927879,
0.020934462547302246,
-0.023543406277894974,
0.01883174479007721,
-0.010019994340837002,
-0.022279368713498116,
-0.048411913216114044,
-0.08108096569776535,
-0.0016771488590165973,
0.030519923195242882,
-0.028615988790988922,
0.019280927255749702,
0.020385360345244408,
-0.056244902312755585,
0.0028511900454759598,
0.009450675919651985,
0.017110096290707588,
0.049210064113140106,
-0.05197802186012268,
0.06438777595758438,
-0.01022918801754713,
0.00971655547618866,
-0.06873185932636261,
0.014690178446471691,
-0.016699548810720444,
-0.03789182007312775,
0.02969357743859291,
0.06451442837715149,
0.009557436220347881,
0.05096307396888733,
0.08288644999265671,
0.0479852668941021,
-0.02285436913371086,
0.022212255746126175,
0.03417527675628662,
0.011740577407181263,
-0.059808265417814255,
-0.008351614698767662,
-0.013050150126218796,
-0.04711506888270378,
-0.002091137459501624,
-0.021135050803422928,
0.009332440793514252,
0.007461081724613905,
0.0014555598609149456,
-0.02449244074523449,
-0.009412601590156555,
-0.028488589450716972,
-0.030053041875362396,
-0.07112935185432434,
-0.03415346518158913,
-0.014454377815127373,
-0.007312027271836996,
0.04268244653940201,
0.047578975558280945,
0.0012434691889211535,
0.041748858988285065,
0.04912398010492325,
-0.030740026384592056,
-0.014159482903778553,
0.010284983552992344,
0.02494926005601883,
-0.015758000314235687,
-0.050850268453359604,
-0.03761602193117142,
0.05254656821489334,
0.04137798398733139,
-0.033632345497608185,
-0.07799772918224335,
0.001656663604080677,
0.06901351362466812,
-0.027807099744677544,
0.04531770944595337,
-0.003063489217311144,
0.049940526485443115,
0.05830821767449379,
-0.019393330439925194,
0.019529109820723534,
-0.025453656911849976,
0.02094811573624611,
0.006854828912764788,
0.035858508199453354,
-0.049085747450590134,
-0.04266718775033951,
-0.08300857990980148,
0.016639474779367447,
0.02653024159371853,
0.08966302126646042,
0.04760341718792915,
-0.04204142466187477,
-0.05486835911870003,
-0.016185803338885307,
0.04317064210772514,
-0.05755361169576645,
-0.006135885138064623,
0.02225613407790661,
0.05491514503955841,
-0.04880141839385033,
-0.04308076202869415,
-0.027752654626965523,
0.002745362464338541,
0.026064706966280937,
-0.001250674482434988,
-0.012381454929709435,
-0.054851219058036804,
0.03580532968044281,
-0.005359097849577665,
-0.04179586097598076,
-0.11931360512971878,
0.0018964161863550544,
-0.035535071045160294,
-0.009011934511363506,
0.05355430021882057,
0.018776964396238327,
0.02953757345676422,
0.06028701737523079,
0.005224531050771475,
0.02720094844698906,
-0.029687490314245224,
0.0298463124781847,
-0.03701459988951683,
0.011403798125684261,
0.02197113260626793,
-0.03280239924788475,
-0.03240709379315376,
-0.0335630401968956,
-0.04006979614496231,
-0.030966240912675858,
-0.022018538787961006,
0.022880522534251213,
-0.0337311290204525,
0.008740019984543324,
-0.011694196611642838,
0.03799835219979286,
-0.01671571098268032,
-0.01925528421998024,
-0.006677983328700066,
-0.05845341086387634,
-0.08218491077423096,
-0.03765331953763962,
0.023797839879989624,
0.02887634187936783,
0.010687088593840599,
0.03939734771847725,
0.015549439936876297,
0.019239723682403564,
0.005095490720123053,
-0.03028900735080242,
0.053025126457214355,
0.018040968105196953,
-0.047331493347883224,
-0.04017949104309082,
0.008977902121841908,
0.03417043760418892,
0.024569639936089516,
-0.0536683015525341,
0.02700662799179554,
0.0012432974763214588,
-0.034448862075805664,
-0.02051781862974167,
-0.003847429994493723,
0.02923649363219738,
-0.0742611438035965,
-0.05193221569061279,
-0.001253334223292768,
-0.05498683825135231,
0.03179789334535599,
-0.020675895735621452,
0.0037817293778061867,
0.01593620516359806,
0.021983245387673378,
0.024057120084762573,
0.004048733506351709,
-0.052025891840457916,
0.00680147111415863,
0.00011671629181364551,
0.001930501195602119,
-0.06727804243564606,
0.04808950796723366,
-0.045194949954748154,
0.027543308213353157,
-0.006779646500945091,
-0.00408912030979991,
-0.03282492980360985,
0.0297070499509573,
-0.005119844805449247,
-0.007323237136006355,
-0.011405672878026962,
-0.001785196946002543,
-0.04785006865859032,
0.0565563403069973,
0.0013843933120369911,
0.018529362976551056,
-0.03240044414997101,
0.06391804665327072,
-0.03384191170334816,
-0.009420584887266159,
-0.024269526824355125,
0.021356096491217613,
-0.02938416227698326,
-0.0020346324890851974,
-0.018357211723923683,
-0.02631358802318573,
0.0019434010609984398,
0.042131975293159485,
0.03687116503715515,
0.025363482534885406,
-0.018228940665721893,
0.01329722162336111,
0.01823434606194496,
-0.05396579951047897,
0.0006610494456253946,
-0.019537555053830147,
-0.022176198661327362,
0.00008417483331868425,
0.04392162337899208,
0.038185447454452515,
-0.04542796313762665,
-0.076829694211483,
0.018092982470989227,
0.02897660993039608,
-0.0062240674160420895,
-0.0003591460990719497,
0.016340089961886406,
0.03994695097208023,
0.055817387998104095,
-0.01953636296093464,
-0.004695827607065439,
-0.01758558303117752,
-0.017236702144145966,
0.02349220961332321,
-0.013444587588310242,
0.026049574837088585,
0.003013585926964879,
-0.039541833102703094,
-0.0171482115983963,
0.06599128991365433,
0.022093821316957474,
0.020332621410489082,
0.005903035402297974,
-0.010768149048089981,
0.02171303704380989,
0.021146221086382866,
-0.06594126671552658,
0.006389964371919632,
0.04942183196544647,
-0.030848484486341476,
0.06576134264469147,
-0.020788326859474182,
0.04512271657586098,
0.05762658640742302,
0.0018417921382933855,
-0.018632855266332626,
0.057480037212371826,
-0.024500228464603424,
-0.02030593529343605,
0.051963627338409424,
-0.04441628232598305,
-0.015837490558624268,
-0.023744165897369385,
0.05968254432082176,
-0.0683680847287178,
0.047033779323101044,
0.057517699897289276,
0.03358925133943558,
-0.008031956851482391,
-0.04462374001741409,
-0.03359800577163696,
0.03008587658405304,
-0.03140968456864357,
0.058290816843509674,
0.020908378064632416,
-0.04508897662162781,
0.06578752398490906,
0.009790796786546707,
-0.08031760901212692,
0.038795873522758484,
0.03561549633741379,
0.012521043419837952,
0.029724303632974625,
0.06128085032105446,
-0.042505715042352676,
0.02755214273929596,
-0.06591789424419403,
0.012735085561871529,
-0.06924851983785629,
0.004403282888233662,
0.011474591679871082,
-0.013062955811619759,
-0.0163542702794075,
0.03297477215528488,
-0.028464000672101974,
0.02393641509115696,
0.020061127841472626,
-0.05047490820288658,
-0.0331944115459919,
0.021776346489787102,
0.03527987375855446,
-0.016348201781511307,
0.020244229584932327,
-0.020398253574967384,
0.020347170531749725,
0.029980123043060303,
0.021265072748064995,
-0.05885737016797066,
-0.00012853380758315325,
0.024643460288643837,
-0.04765564203262329,
-0.028750872239470482,
0.0024831071496009827,
0.010018574073910713,
-0.03551258146762848,
0.027282018214464188,
0.011621808633208275,
0.0018262364901602268,
0.030397770926356316,
-0.018518641591072083,
0.04122523218393326,
-0.05532768741250038,
-0.005059669725596905,
0.014212626032531261,
0.0016869641840457916,
0.01799129694700241,
-0.01901830919086933,
0.025433149188756943,
0.017189262434840202,
0.05727006122469902,
0.012263326905667782,
-0.05062628909945488,
-0.010386810638010502,
0.025978874415159225,
-0.03677677363157272,
0.014750048518180847,
-0.02487250231206417,
-0.06913072615861893,
-0.03677554428577423,
-0.017985206097364426,
-0.0075084129348397255,
0.015194465406239033,
-0.0203559547662735,
0.004591696429997683,
0.05328931659460068,
-0.032308489084243774,
-0.03130197525024414,
-0.06871171295642853,
-0.022546805441379547,
-0.02843586727976799,
0.015587599016726017,
0.017781350761651993,
-0.024622241035103798,
0.022269241511821747,
-0.06186753511428833,
-0.05856502801179886,
0.05897172540426254,
0.016901137307286263,
-0.02247610129415989,
0.05454782396554947,
0.0270453542470932,
-0.026132706552743912,
0.008163276128470898,
0.054695166647434235,
-0.05163894593715668,
0.02040920779109001,
-0.010074364952743053,
0.01724035106599331,
0.012759453617036343,
0.026019176468253136,
-0.01892108842730522,
-0.03411337360739708,
-0.05673670768737793,
-0.05373041704297066,
-0.04547983035445213,
-0.006860670167952776,
0.0780501589179039
] |
DeepESP/gpt2-spanish-medium | [
"pytorch",
"tf",
"jax",
"gpt2",
"text-generation",
"es",
"dataset:ebooks",
"transformers",
"GPT-2",
"Spanish",
"ebooks",
"nlg",
"license:mit"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 340 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-pag-fi
* source languages: pag
* target languages: fi
* OPUS readme: [pag-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pag-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/pag-fi/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pag-fi/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pag-fi/opus-2020-01-24.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.pag.fi | 26.7 | 0.496 |
| [
-0.014024884440004826,
-0.03714059665799141,
0.0026832805015146732,
0.03056926466524601,
0.01879420131444931,
0.031069977208971977,
0.010323028080165386,
-0.00033207854721695185,
-0.049458231776952744,
0.05562502145767212,
0.019670572131872177,
-0.006326952949166298,
0.013539229519665241,
0.04563600942492485,
-0.04675429314374924,
-0.023754559457302094,
-0.0074445889331400394,
0.003951190505176783,
-0.03891432657837868,
0.005432122852653265,
-0.007814227603375912,
0.012999034486711025,
-0.03457412123680115,
0.0414099358022213,
-0.018630437552928925,
0.010226097889244556,
-0.024331454187631607,
0.017227692529559135,
0.014657820574939251,
-0.07702735811471939,
-0.013333380222320557,
-0.021450867876410484,
-0.03527820110321045,
-0.017257066443562508,
-0.025584585964679718,
0.022667642682790756,
0.009974231943488121,
0.01920434832572937,
0.06620310992002487,
0.049279600381851196,
-0.005234310869127512,
0.0019551196601241827,
-0.003572222078219056,
-0.018910283222794533,
0.04135427996516228,
0.0008051340118981898,
-0.04048800468444824,
-0.027109041810035706,
0.023880837485194206,
-0.03160223737359047,
-0.04840034991502762,
-0.060662515461444855,
-0.01967758871614933,
0.030567944049835205,
-0.010640840046107769,
0.0030911369249224663,
-0.0881204903125763,
0.007191447541117668,
0.07040109485387802,
-0.04563460871577263,
-0.031481169164180756,
0.011966653168201447,
-0.05772428214550018,
0.012788370251655579,
0.048176877200603485,
-0.028522344306111336,
-0.0017539908876642585,
-0.05683329328894615,
0.03433145210146904,
-0.03802700713276863,
0.029743187129497528,
-0.03901690989732742,
0.02850092016160488,
-0.07223518937826157,
-0.046141304075717926,
-0.007966617122292519,
0.040016740560531616,
0.04521454870700836,
-0.03844933584332466,
0.0498959943652153,
0.04978565126657486,
0.001980454195290804,
0.021572474390268326,
-0.015375501476228237,
-0.008654821664094925,
0.04575814679265022,
-0.02280004881322384,
0.007175131235271692,
0.0041160183027386665,
0.044760096818208694,
-0.039540763944387436,
-0.03168078884482384,
-0.008309264667332172,
-0.029289735481142998,
-0.008513623848557472,
0.02034778706729412,
0.056222278624773026,
-0.022761786356568336,
0.009629216976463795,
0.04423714801669121,
0.02453034743666649,
0.05394136905670166,
-0.006406497675925493,
0.07827667891979218,
-0.019539838656783104,
0.0001990403252420947,
-0.02322094701230526,
-0.033680785447359085,
-0.07004715502262115,
0.0002651025424711406,
0.03984011709690094,
-0.043534208089113235,
-0.0067578465677797794,
0.053222108632326126,
0.02607782930135727,
-0.035218317061662674,
0.07823045551776886,
-0.030798232182860374,
-0.034589070826768875,
-0.0611470565199852,
0.06984862685203552,
0.023837860673666,
0.005683510098606348,
0.02902512438595295,
-0.05525701493024826,
0.021108796820044518,
-0.027471618726849556,
-0.03867489472031593,
0.011722637340426445,
0.013083038851618767,
-0.023971715942025185,
0.0406181663274765,
0.03511114418506622,
-0.05220441147685051,
0.01860124059021473,
-0.018155666068196297,
-0.04430265352129936,
0.047802455723285675,
0.041576024144887924,
0.10512882471084595,
-0.04620380699634552,
-0.0254339762032032,
0.010848133824765682,
0.0005412738537415862,
-0.022486740723252296,
0.00820239819586277,
0.0016864178469404578,
-0.026322072371840477,
-0.026229938492178917,
-0.02548457495868206,
0.03689597174525261,
-0.04736585170030594,
-0.014344742521643639,
0.07159446179866791,
-0.010960855521261692,
0.03762396052479744,
-0.020457016304135323,
-0.0011736528249457479,
0.008564806543290615,
-0.019989565014839172,
-0.02849181741476059,
0.03844279423356056,
0.0010097832418978214,
0.009254560805857182,
-0.037615880370140076,
-0.06481468677520752,
0.02143617905676365,
0.08634154498577118,
-0.023381466045975685,
-0.02484637312591076,
-0.03450256586074829,
-0.00254532927647233,
0.0408564917743206,
0.015446745790541172,
-0.020812390372157097,
0.04255906492471695,
0.04697442054748535,
0.008962721563875675,
0.016256066039204597,
0.06438268721103668,
0.0014989781193435192,
-0.02580227330327034,
-0.01942630484700203,
0.011824210174381733,
0.040462642908096313,
-0.008520844392478466,
0.0012013979721814394,
0.04421296715736389,
0.025277195498347282,
-0.019372791051864624,
-0.011048812419176102,
0.05677054077386856,
-0.005626336205750704,
0.0028372653760015965,
0.006676101125776768,
-0.02176380157470703,
-0.014441107399761677,
0.04539511352777481,
-0.011720848269760609,
-0.012183106504380703,
-0.027954883873462677,
-0.028061816468834877,
0.021835332736372948,
0.040803324431180954,
0.008340596221387386,
0.05024329945445061,
-0.012295596301555634,
0.112305648624897,
-0.03522826358675957,
0.01278645172715187,
-0.02783074602484703,
-0.035660453140735626,
0.016153456643223763,
0.067953921854496,
0.015368002466857433,
0.046375807374715805,
-0.005149889271706343,
-0.055334582924842834,
0.027365313842892647,
0.046918436884880066,
0.05040251463651657,
0.0171063132584095,
-0.036000993102788925,
-0.008123360574245453,
0.02802313305437565,
0.03514574095606804,
-0.03490491583943367,
-0.06751128286123276,
0.009572068229317665,
0.05064770579338074,
-0.0353287048637867,
0.03342859819531441,
-0.024589262902736664,
0.027893992140889168,
-0.04055466502904892,
-0.04422762617468834,
0.04254934936761856,
0.01781538873910904,
-0.012966307811439037,
0.025527939200401306,
0.005238129757344723,
-0.017648784443736076,
0.02857148088514805,
0.000010285977623425424,
0.001003178651444614,
-0.026851966977119446,
0.014325149357318878,
0.027220355346798897,
0.06546157598495483,
-0.037563394755125046,
0.035501450300216675,
-0.022517118602991104,
0.0022815607953816652,
0.02756178192794323,
-0.06728416681289673,
0.02226036787033081,
0.04494750127196312,
0.014169326052069664,
-0.026062743738293648,
0.011928345076739788,
0.0015221111243590713,
0.024819813668727875,
0.07091666013002396,
0.005486154928803444,
0.06782353669404984,
0.009806574322283268,
0.05911637842655182,
0.08874756842851639,
-0.009132838808000088,
0.02223806641995907,
0.046535149216651917,
0.09478601813316345,
-0.013761910609900951,
-0.017805000767111778,
0.04444627836346626,
-0.04896567016839981,
0.023884691298007965,
-0.03751467168331146,
0.025533350184559822,
0.0068596648052334785,
-0.012220349162817001,
0.036486461758613586,
0.00939150806516409,
-0.015280415304005146,
-0.0002690162800718099,
-0.011630450375378132,
-0.02247864380478859,
0.04887397959828377,
0.008358923718333244,
0.00630634929984808,
0.015566944144666195,
0.008929058909416199,
0.02695116586983204,
-0.056333232671022415,
-0.07150508463382721,
0.005052504595369101,
-0.037066373974084854,
-0.013105683960020542,
-0.07868487387895584,
-0.009922743774950504,
-0.06330175697803497,
-0.025807589292526245,
0.033034615218639374,
0.01124363299459219,
0.003998471889644861,
-0.015770185738801956,
0.0152360238134861,
-0.026672901585698128,
-0.020671052858233452,
-0.025756683200597763,
-0.027869535610079765,
-0.04228641837835312,
-0.06741252541542053,
0.041200194507837296,
0.01510817464441061,
0.02520415186882019,
-0.022666875272989273,
0.019441502168774605,
-0.016015395522117615,
-0.01810198463499546,
0.07446882873773575,
0.059439726173877716,
-0.02869417332112789,
-0.0375758558511734,
0.05331244692206383,
-0.025322062894701958,
0.0023909336887300014,
-0.020120203495025635,
-0.026415498927235603,
0.0722094252705574,
0.046292442828416824,
0.015481904149055481,
0.0072736795991659164,
-0.023617545142769814,
-0.04480752721428871,
-0.058218277990818024,
-0.043597232550382614,
-0.04742426052689552,
-0.016149794682860374,
-0.019862158223986626,
-0.06309971213340759,
-0.033867575228214264,
-0.024809593334794044,
-0.0031085561495274305,
-0.04171469807624817,
0.02328549511730671,
0.029073873534798622,
0.03797360509634018,
0.03601263463497162,
0.027570245787501335,
-0.05257045105099678,
-0.04023158177733421,
0.07204042375087738,
-0.0019534542225301266,
0.0012751240283250809,
-0.05585291609168053,
-0.012079712003469467,
0.056813664734363556,
0.027460847049951553,
-0.0012218136107549071,
0.008461598306894302,
0.07813864946365356,
0.010297886095941067,
0.01773635856807232,
0.015477188862860203,
-0.01157700177282095,
-0.010777203366160393,
-0.019529374316334724,
-0.021711835637688637,
-0.04414999857544899,
-0.02245424874126911,
-0.01623082533478737,
0.009553326293826103,
0.043399255722761154,
-0.07266859710216522,
-0.023752529174089432,
-0.00011895458737853914,
0.03407806158065796,
0.01164656225591898,
0.011545499786734581,
-0.022357458248734474,
0.009530660696327686,
-0.044254790991544724,
-0.016787812113761902,
0.005938536953181028,
0.00859803706407547,
0.00874294713139534,
0.05104149132966995,
0.03282005339860916,
-0.031028544530272484,
0.0422743558883667,
0.024867909029126167,
0.06689077615737915,
0.016932163387537003,
-0.03449501469731331,
0.027442432940006256,
-0.02886120229959488,
0.02089422196149826,
-0.011695777997374535,
-0.026673750951886177,
-0.03907660022377968,
-0.08115433901548386,
-0.0008848288562148809,
0.031782858073711395,
-0.03733228147029877,
0.012410396710038185,
0.0307452455163002,
-0.04926502704620361,
0.005456812679767609,
0.008301173336803913,
0.011739634908735752,
0.04219530522823334,
-0.05989404022693634,
0.06086680293083191,
-0.009288022294640541,
0.017953474074602127,
-0.05584970861673355,
0.006154052447527647,
-0.0142402034252882,
-0.035903267562389374,
0.03160955011844635,
0.05593368038535118,
0.007520363200455904,
0.04954845458269119,
0.08159727603197098,
0.04799092561006546,
-0.01823882944881916,
0.03223898634314537,
0.03669583424925804,
0.002186822472140193,
-0.06740964949131012,
-0.016376368701457977,
-0.013489915989339352,
-0.04525269940495491,
-0.008413588628172874,
-0.019149748608469963,
0.012993898242712021,
0.01851791702210903,
-0.010813741944730282,
-0.020778140053153038,
-0.021393464878201485,
-0.024065077304840088,
-0.03294068202376366,
-0.054917193949222565,
-0.02351284958422184,
-0.015084492973983288,
-0.00020452241005841643,
0.02847069874405861,
0.046623654663562775,
0.000675035233143717,
0.04038387909531593,
0.04484625533223152,
-0.020827356725931168,
-0.01631951704621315,
0.01133235078305006,
0.010842224583029747,
-0.017411204054951668,
-0.05398029088973999,
-0.033316753804683685,
0.04961804300546646,
0.03673737496137619,
-0.027606545016169548,
-0.08414439857006073,
0.0077316174283623695,
0.06208207830786705,
-0.032883577048778534,
0.055398087948560715,
-0.002921738661825657,
0.04366639256477356,
0.05165621638298035,
-0.013646812178194523,
0.010012907907366753,
-0.02810688316822052,
0.021810228005051613,
-0.004695727024227381,
0.036089472472667694,
-0.0378156453371048,
-0.032055653631687164,
-0.08673921227455139,
0.014151372015476227,
0.02621661312878132,
0.08359251171350479,
0.04058821126818657,
-0.042843420058488846,
-0.05155467242002487,
0.0015863722655922174,
0.040505435317754745,
-0.05167961120605469,
-0.010424376465380192,
0.016204610466957092,
0.05952535569667816,
-0.04316043481230736,
-0.054145682603120804,
-0.0234879981726408,
0.017361881211400032,
0.03304604813456535,
-0.004330165684223175,
-0.016177508980035782,
-0.05444011464715004,
0.03875497728586197,
-0.00043781998101621866,
-0.03812771290540695,
-0.12041895091533661,
0.008812149055302143,
-0.04389149323105812,
-0.010514698922634125,
0.04593581333756447,
0.030749710276722908,
0.03327774628996849,
0.062407176941633224,
0.007340780925005674,
0.022562246769666672,
-0.04147368296980858,
0.028371211141347885,
-0.041757795959711075,
0.012218156829476357,
0.009773075580596924,
-0.033714838325977325,
-0.03373107314109802,
-0.04196908324956894,
-0.04557156190276146,
-0.023242389783263206,
-0.01924717426300049,
0.016700273379683495,
-0.03130334988236427,
0.0017119271215051413,
-0.014303049072623253,
0.033986832946538925,
-0.009816818870604038,
-0.024754222482442856,
-0.0044532595202326775,
-0.06263678520917892,
-0.0849607065320015,
-0.044876828789711,
0.022913236171007156,
0.00990524236112833,
0.014941583387553692,
0.02618992328643799,
0.014469013549387455,
0.016756020486354828,
0.015074077062308788,
-0.030996110290288925,
0.04831091687083244,
0.024866066873073578,
-0.03433180972933769,
-0.043795082718133926,
0.005376574583351612,
0.047821395099163055,
0.028263676911592484,
-0.044322527945041656,
0.033805906772613525,
-0.0022186492569744587,
-0.02625291235744953,
-0.015536797232925892,
0.0012157431337982416,
0.03450492396950722,
-0.07156581431627274,
-0.04720817506313324,
0.008038897067308426,
-0.05122365057468414,
0.028154311701655388,
-0.022455355152487755,
0.0005603181198239326,
0.022429462522268295,
0.024236155673861504,
0.026892295107245445,
0.003777820384129882,
-0.05687618628144264,
-0.0030506462790071964,
-0.003226321656256914,
-0.005131243262439966,
-0.06907336413860321,
0.04310186579823494,
-0.04047786071896553,
0.02125299535691738,
-0.013568591326475143,
-0.012370563112199306,
-0.04305008798837662,
0.031218113377690315,
-0.0025288700126111507,
-0.01663898304104805,
-0.01806632988154888,
-0.004972067195922136,
-0.038650739938020706,
0.04692178964614868,
-0.0003849761269520968,
0.017755934968590736,
-0.023005688562989235,
0.06716149300336838,
-0.04410216957330704,
-0.016791295260190964,
-0.021875685080885887,
0.008555913344025612,
-0.03396481275558472,
-0.000401009019697085,
-0.01598352938890457,
-0.031865522265434265,
0.001689887372776866,
0.03653458133339882,
0.042429566383361816,
0.0112478481605649,
-0.023342857137322426,
0.0017780348425731063,
0.01883338764309883,
-0.04575340077280998,
-0.003835060400888324,
-0.018595317378640175,
-0.025783365592360497,
0.011030842550098896,
0.05599931627511978,
0.045702967792749405,
-0.04194081574678421,
-0.0686609297990799,
0.028241202235221863,
0.03330211341381073,
-0.0038933746982365847,
0.008557215332984924,
0.021030766889452934,
0.05061406269669533,
0.05387493222951889,
-0.023871565237641335,
0.0007887968677096069,
-0.023890474811196327,
-0.014211749657988548,
0.04167752340435982,
-0.01902831345796585,
0.021268105134367943,
0.006721412297338247,
-0.03699947148561478,
-0.009377357549965382,
0.0598125122487545,
0.012754536233842373,
0.019512291997671127,
0.0026858393102884293,
-0.021833671256899834,
0.011185722425580025,
0.024161675944924355,
-0.06511081010103226,
0.014015665277838707,
0.043498922139406204,
-0.03957756608724594,
0.07144752889871597,
-0.01931808330118656,
0.04467873275279999,
0.054648831486701965,
0.004746385384351015,
-0.028824858367443085,
0.05396713688969612,
-0.017294589430093765,
-0.02700837515294552,
0.05263403058052063,
-0.05973408371210098,
-0.026620982214808464,
-0.019597968086600304,
0.07991565018892288,
-0.06172526627779007,
0.05007246509194374,
0.048991285264492035,
0.03688497096300125,
-0.0011095610680058599,
-0.04271990805864334,
-0.03681463748216629,
0.036763668060302734,
-0.04627662152051926,
0.07418201118707657,
0.013502678833901882,
-0.06211158260703087,
0.07981175929307938,
0.012846088036894798,
-0.07409945875406265,
0.04230194538831711,
0.045652180910110474,
0.016433004289865494,
0.026957392692565918,
0.04917580261826515,
-0.038744453340768814,
0.00975777767598629,
-0.06379882991313934,
0.024291370064020157,
-0.07647860795259476,
-0.0027489690110087395,
0.00720182852819562,
-0.021017124876379967,
-0.021714773029088974,
0.04491627588868141,
-0.014326361007988453,
0.029450388625264168,
0.011707543395459652,
-0.04405822604894638,
-0.027790697291493416,
0.018480952829122543,
0.027105217799544334,
-0.018012844026088715,
-0.0024889621417969465,
-0.023600542917847633,
0.028981328010559082,
0.0288220327347517,
0.014062504284083843,
-0.06769199669361115,
0.00415425281971693,
0.026226596906781197,
-0.052170686423778534,
-0.020375140011310577,
0.004230066202580929,
0.009423079900443554,
-0.036393217742443085,
0.028140487149357796,
0.00567801296710968,
0.00917290709912777,
0.03931345418095589,
-0.020948823541402817,
0.040949735790491104,
-0.06285259127616882,
-0.00017314587603323162,
0.003954845014959574,
-0.011865602806210518,
0.0207823496311903,
-0.02402004785835743,
0.024441193789243698,
0.012790583074092865,
0.05693569406867027,
0.017962118610739708,
-0.045219939202070236,
-0.013158588670194149,
0.03115934692323208,
-0.0261607076972723,
0.022099453955888748,
-0.016396455466747284,
-0.07011748850345612,
-0.0368543416261673,
-0.027978578582406044,
0.0010336653795093298,
0.013792234472930431,
-0.0059419795870780945,
0.0014577991096302867,
0.04710099846124649,
-0.024606993421912193,
-0.02949591353535652,
-0.07075873762369156,
-0.012970252893865108,
-0.019875746220350266,
0.01978580839931965,
0.018621791154146194,
-0.024397075176239014,
0.024487854912877083,
-0.03771021589636803,
-0.06971417367458344,
0.05861412361264229,
0.009683783166110516,
-0.02410617657005787,
0.06217724084854126,
0.029428672045469284,
-0.02204124815762043,
0.023226402699947357,
0.06613782793283463,
-0.04863845929503441,
0.02761666476726532,
0.0035943682305514812,
0.022995134815573692,
0.007699903100728989,
0.020661981776356697,
-0.016935165971517563,
-0.03188233822584152,
-0.055734265595674515,
-0.055797453969717026,
-0.039565734565258026,
-0.004715366289019585,
0.06808082014322281
] |
DeepPavlov/bert-base-multilingual-cased-sentence | [
"pytorch",
"jax",
"bert",
"feature-extraction",
"multilingual",
"arxiv:1704.05426",
"arxiv:1809.05053",
"arxiv:1908.10084",
"transformers"
] | feature-extraction | {
"architectures": [
"BertModel"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 140 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-pap-es
* source languages: pap
* target languages: es
* OPUS readme: [pap-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pap-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/pap-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pap-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pap-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.pap.es | 32.3 | 0.518 |
| [
-0.008937752805650234,
-0.0351497121155262,
0.0050172461196780205,
0.03720295801758766,
0.02972976677119732,
0.02478216215968132,
0.0015884300228208303,
0.006500047631561756,
-0.049265846610069275,
0.056571103632450104,
0.009391220286488533,
-0.020431099459528923,
0.00972607359290123,
0.0524112805724144,
-0.031950924545526505,
-0.023425059393048286,
-0.017811601981520653,
0.007685631047934294,
-0.046654775738716125,
-0.0060857683420181274,
-0.00714425602927804,
0.007896657101809978,
-0.03508233651518822,
0.0343361534178257,
-0.028292791917920113,
-0.005376562010496855,
-0.012393482960760593,
0.011852643452584743,
0.016500357538461685,
-0.0667765811085701,
-0.015412536449730396,
-0.030556639656424522,
-0.02882552333176136,
-0.011807389557361603,
-0.02681240439414978,
0.02698063664138317,
0.007144341245293617,
0.023857001215219498,
0.07225249707698822,
0.05496999993920326,
-0.012717886827886105,
-0.0017405851976945996,
-0.009470852091908455,
-0.028254395350813866,
0.03036600723862648,
0.011805567890405655,
-0.029428642243146896,
-0.03876801207661629,
0.024747289717197418,
-0.032616280019283295,
-0.048563022166490555,
-0.053808752447366714,
-0.010219781659543514,
0.03645576164126396,
-0.010114403441548347,
-0.0051902770064771175,
-0.08627752214670181,
-0.01313846930861473,
0.07232189178466797,
-0.04751966521143913,
-0.026922104880213737,
0.012873335741460323,
-0.05728885903954506,
0.00727408193051815,
0.0455942377448082,
-0.034914202988147736,
-0.009755258448421955,
-0.05202946066856384,
0.03616121783852577,
-0.038470033556222916,
0.034593258053064346,
-0.038146138191223145,
0.021885355934500694,
-0.08276505023241043,
-0.04719146341085434,
-0.00999103207141161,
0.03667822480201721,
0.046840012073516846,
-0.037404339760541916,
0.044132672250270844,
0.04206885024905205,
-0.007294909562915564,
0.026376964524388313,
-0.02128305286169052,
-0.010757921263575554,
0.03705362230539322,
-0.0233016237616539,
0.005083349999040365,
0.017378883436322212,
0.048975031822919846,
-0.044809240847826004,
-0.0270710289478302,
-0.009993192739784718,
-0.03188173845410347,
-0.009603600949048996,
0.028638988733291626,
0.07137824594974518,
-0.03499890863895416,
0.01334542315453291,
0.050127267837524414,
0.02367544360458851,
0.04360191151499748,
-0.0011952155036851764,
0.0693218782544136,
-0.024633562192320824,
-0.0035862603690475225,
-0.020484929904341698,
-0.03134389594197273,
-0.07224046438932419,
0.011606909334659576,
0.03579682484269142,
-0.035978786647319794,
-0.017507124692201614,
0.058036915957927704,
0.03242764249444008,
-0.035544492304325104,
0.0704503208398819,
-0.03481046482920647,
-0.04160863906145096,
-0.05255382880568504,
0.06146707758307457,
0.013959972187876701,
0.005756514612585306,
0.02202897146344185,
-0.06309613585472107,
0.006820841692388058,
-0.03115173801779747,
-0.0364503487944603,
0.006921891123056412,
0.012695398181676865,
-0.02804671600461006,
0.03420686721801758,
0.03389572724699974,
-0.05328205227851868,
0.02875111810863018,
-0.01655263453722,
-0.039539095014333725,
0.05288545414805412,
0.0505111888051033,
0.09116615355014801,
-0.04886064678430557,
-0.016808083280920982,
0.01057789009064436,
0.008628873154520988,
-0.02796860970556736,
0.015397648327052593,
0.0006847011973150074,
-0.017247335985302925,
-0.03477254882454872,
-0.021344387903809547,
0.04964032024145126,
-0.04799887165427208,
-0.015524988994002342,
0.055508825927972794,
-0.005312070250511169,
0.0413343645632267,
-0.028537942096590996,
-0.005067518912255764,
0.014447825960814953,
-0.02348770946264267,
-0.03014749102294445,
0.02712344378232956,
-0.0024369140155613422,
0.009495878592133522,
-0.03708301857113838,
-0.05865240469574928,
0.012342858128249645,
0.08628303557634354,
-0.01836409978568554,
-0.027324039489030838,
-0.038107167929410934,
0.00396876921877265,
0.05361954867839813,
0.0053450423292815685,
-0.02695302665233612,
0.044503241777420044,
0.05636274814605713,
0.007130761630833149,
0.010992737486958504,
0.06756074726581573,
0.002855131169781089,
-0.02286444418132305,
-0.01991923712193966,
0.01363528985530138,
0.026776203885674477,
-0.013101932592689991,
0.0011669471859931946,
0.03525178134441376,
0.026363320648670197,
-0.020944224670529366,
-0.01972494088113308,
0.060189858078956604,
-0.009577812626957893,
0.01108532678335905,
0.01080459263175726,
-0.02522885426878929,
-0.016164811328053474,
0.04190210625529289,
-0.022587502375245094,
-0.016288334503769875,
-0.028584038838744164,
-0.028557654470205307,
0.017025498673319817,
0.03756275027990341,
0.018795203417539597,
0.06030355766415596,
-0.01442839577794075,
0.1070178672671318,
-0.02817297913134098,
0.006319694221019745,
-0.02252761647105217,
-0.037256915122270584,
0.011028220877051353,
0.05951116606593132,
0.018835173919796944,
0.03707078471779823,
-0.0034354201052337885,
-0.060859110206365585,
0.024153634905815125,
0.051159754395484924,
0.054508015513420105,
0.009020590223371983,
-0.04645032063126564,
-0.01043878123164177,
0.028362127020955086,
0.04227214679121971,
-0.03411388397216797,
-0.06718677282333374,
0.016008350998163223,
0.06448990106582642,
-0.04579436406493187,
0.030392669141292572,
-0.03060232102870941,
0.029107864946126938,
-0.037880789488554,
-0.04487107694149017,
0.038353681564331055,
0.01749596931040287,
-0.009367725811898708,
0.02610497921705246,
-0.0023847895208746195,
-0.007264675106853247,
0.030324716120958328,
0.008032715879380703,
0.00420730235055089,
-0.026336323469877243,
0.009805697947740555,
0.016925616189837456,
0.05213334411382675,
-0.03651248291134834,
0.045328836888074875,
-0.019504720345139503,
-0.0017037178622558713,
0.028152987360954285,
-0.0718877986073494,
0.016197770833969116,
0.03375956416130066,
0.023810675367712975,
-0.025270456448197365,
0.014514653012156487,
-0.005751041695475578,
0.015195596031844616,
0.06504824012517929,
0.006624090485274792,
0.06204505264759064,
0.009564095176756382,
0.06303814798593521,
0.08948014676570892,
-0.0005832366878166795,
0.034920938313007355,
0.035947877913713455,
0.0974796935915947,
-0.0084166768938303,
-0.005079802591353655,
0.045222122222185135,
-0.04438919574022293,
0.018781069666147232,
-0.04279281571507454,
0.03282526880502701,
0.017834225669503212,
-0.007817799225449562,
0.03186076506972313,
-0.007200443651527166,
-0.010431595146656036,
0.011649382300674915,
-0.01174158975481987,
-0.021730883046984673,
0.04798533394932747,
0.009295599535107613,
0.006175090558826923,
0.014971939846873283,
0.00389875378459692,
0.022244052961468697,
-0.05635365843772888,
-0.05568007752299309,
0.020163703709840775,
-0.04222654923796654,
-0.0028971859719604254,
-0.07009460777044296,
-0.018867675215005875,
-0.062119849026203156,
-0.011344043537974358,
0.03664223477244377,
0.0010632254416123033,
0.003449338721111417,
-0.024545852094888687,
0.012542170472443104,
-0.025002269074320793,
-0.02975676767528057,
-0.027617892250418663,
-0.029271984472870827,
-0.03605649247765541,
-0.08187011629343033,
0.04370398819446564,
0.02031298540532589,
0.02071751095354557,
-0.013368772342801094,
0.018019556999206543,
-0.011474461294710636,
-0.02143750712275505,
0.07625225931406021,
0.05873313546180725,
-0.02184748649597168,
-0.03552888706326485,
0.04943104088306427,
-0.031957294791936874,
0.0022241235710680485,
-0.02842561900615692,
-0.015918990597128868,
0.07140190899372101,
0.04809245094656944,
0.025746691972017288,
0.0037956861779093742,
-0.0224594846367836,
-0.047959424555301666,
-0.05840306729078293,
-0.04145333170890808,
-0.05209340900182724,
-0.01863144524395466,
-0.031613029539585114,
-0.05886610597372055,
-0.03171160817146301,
-0.03174860030412674,
-0.003635998349636793,
-0.028744233772158623,
0.01948944292962551,
0.04153558611869812,
0.03898632526397705,
0.04355829954147339,
0.03330366313457489,
-0.04418039694428444,
-0.034282322973012924,
0.07752883434295654,
0.012786448933184147,
0.01572704315185547,
-0.053400639444589615,
-0.012893217615783215,
0.057206545025110245,
0.008838564157485962,
0.012249118648469448,
0.013665338978171349,
0.08041869848966599,
0.015045331791043282,
0.011132963933050632,
0.026069605723023415,
-0.0015219026245176792,
-0.01287246122956276,
-0.008285586722195148,
-0.015512240119278431,
-0.04592132195830345,
-0.02032148279249668,
-0.022062351927161217,
0.007570186629891396,
0.0390419140458107,
-0.07062294334173203,
-0.0280877985060215,
-0.0012412328505888581,
0.027101347222924232,
0.015072548761963844,
0.011654134839773178,
-0.007158135063946247,
0.01617581583559513,
-0.037981074303388596,
-0.01715676113963127,
0.006159251090139151,
0.01107871625572443,
0.008932559750974178,
0.051336415112018585,
0.03420992195606232,
-0.03793954849243164,
0.04277702420949936,
0.020990421995520592,
0.07348985224962234,
0.017053836956620216,
-0.03583848848938942,
0.03232258930802345,
-0.013280936516821384,
0.013802332803606987,
-0.012529976665973663,
-0.00543203204870224,
-0.04784134030342102,
-0.07741855829954147,
0.000023722786863800138,
0.023185815662145615,
-0.032536037266254425,
0.004402313381433487,
0.029675893485546112,
-0.048712052404880524,
0.012987297959625721,
0.0026621753349900246,
0.013935941271483898,
0.0403740368783474,
-0.057446107268333435,
0.060131561011075974,
-0.011375484056770802,
0.010064383037388325,
-0.054259397089481354,
-0.0002745459496509284,
-0.016534004360437393,
-0.0441579595208168,
0.035148266702890396,
0.06447307765483856,
0.00874346774071455,
0.051146019250154495,
0.07884956896305084,
0.046623848378658295,
-0.025816278532147408,
0.025396371260285378,
0.03801427409052849,
0.0009836035314947367,
-0.06954050809144974,
-0.01345273107290268,
-0.00892163347452879,
-0.044634945690631866,
-0.0011352984001860023,
-0.027722591534256935,
0.020473141223192215,
0.016334790736436844,
-0.008974287658929825,
-0.02382655255496502,
-0.016924263909459114,
-0.03860172629356384,
-0.0365627184510231,
-0.0547945462167263,
-0.038677964359521866,
-0.022048933431506157,
0.0027160439640283585,
0.04006970673799515,
0.042746346443891525,
-0.00702559482306242,
0.043265026062726974,
0.05683746561408043,
-0.02237624116241932,
-0.019870899617671967,
0.013434220105409622,
0.024374768137931824,
-0.01812826469540596,
-0.05843478441238403,
-0.04529796540737152,
0.052386995404958725,
0.04142548143863678,
-0.023058854043483734,
-0.08393458276987076,
0.0030287632253021,
0.06526219844818115,
-0.03159937635064125,
0.04370091110467911,
0.008297753520309925,
0.05323897674679756,
0.05994834750890732,
-0.007789925206452608,
0.015940943732857704,
-0.03632613271474838,
0.020515279844403267,
-0.0031278603710234165,
0.038656916469335556,
-0.03550468757748604,
-0.03338538855314255,
-0.08149737864732742,
0.01027980912476778,
0.022479325532913208,
0.09218846261501312,
0.04455491900444031,
-0.04168684035539627,
-0.05190296098589897,
-0.00966973602771759,
0.042226023972034454,
-0.0606820248067379,
-0.008291403762996197,
0.013615448027849197,
0.05355489253997803,
-0.040291205048561096,
-0.04583467170596123,
-0.03623827546834946,
-0.004529393743723631,
0.03526625409722328,
-0.005113572347909212,
-0.017478421330451965,
-0.05436256527900696,
0.029706254601478577,
-0.004869997967034578,
-0.038918547332286835,
-0.12109517306089401,
0.014684071764349937,
-0.04196837544441223,
-0.0006719279335811734,
0.045899342745542526,
0.027211720123887062,
0.031011393293738365,
0.06412624567747116,
-0.0014085352886468172,
0.025491714477539062,
-0.03984722122550011,
0.03580113872885704,
-0.03666515648365021,
0.011576371267437935,
0.0024433310609310865,
-0.022875672206282616,
-0.029627639800310135,
-0.048557501286268234,
-0.03471357375383377,
-0.022833770141005516,
-0.017069339752197266,
0.026868462562561035,
-0.03324888274073601,
0.0010162286926060915,
-0.019261328503489494,
0.025098849087953568,
-0.013120634481310844,
-0.012998363003134727,
0.0030162360053509474,
-0.06426204741001129,
-0.08174929767847061,
-0.04462961107492447,
0.03306698799133301,
0.009027506224811077,
0.01743304170668125,
0.03273481875658035,
0.01503837201744318,
-0.0005255556316114962,
0.006478099152445793,
-0.02768813446164131,
0.05245647951960564,
0.010819809511303902,
-0.04232257977128029,
-0.0448579303920269,
0.004162256605923176,
0.03870060294866562,
0.02554379031062126,
-0.03844917193055153,
0.03169754520058632,
0.004679754842072725,
-0.029691247269511223,
-0.010175549425184727,
-0.005805111024528742,
0.028477199375629425,
-0.06449367105960846,
-0.050201404839754105,
0.0018249093554913998,
-0.054158810526132584,
0.03398794308304787,
-0.012776055373251438,
-0.004394943825900555,
0.012880876660346985,
0.015518325380980968,
0.02916344814002514,
-0.000335724645992741,
-0.05238790065050125,
-0.001240316079929471,
-0.013468993827700615,
-0.0019837403669953346,
-0.06697091460227966,
0.04472678527235985,
-0.03411952406167984,
0.02271798439323902,
-0.008566866628825665,
-0.002428970532491803,
-0.025805333629250526,
0.025977592915296555,
-0.010667831636965275,
-0.007705701980739832,
-0.011201547458767891,
0.005331128370016813,
-0.03898776322603226,
0.052975669503211975,
0.00876244530081749,
0.02096622809767723,
-0.03569018095731735,
0.07822802662849426,
-0.04686862975358963,
-0.011044805869460106,
-0.022473542019724846,
0.015762072056531906,
-0.0395163893699646,
0.0002303363144164905,
-0.014679948799312115,
-0.03405071422457695,
-0.010501750744879246,
0.033318422734737396,
0.0333353690803051,
0.010453769005835056,
-0.04042297601699829,
0.0007171830511651933,
0.017185941338539124,
-0.044933293014764786,
0.0070014591328799725,
-0.012732447125017643,
-0.035428810864686966,
0.0005633853143081069,
0.05555634945631027,
0.04128851741552353,
-0.03225110098719597,
-0.06841429322957993,
0.033051494508981705,
0.0269027017056942,
-0.014384719543159008,
0.00180104561150074,
0.018088221549987793,
0.03846840560436249,
0.05516592785716057,
-0.028833026066422462,
0.008471198379993439,
-0.01242400985211134,
-0.017920562997460365,
0.028646407648921013,
-0.018475428223609924,
0.03406771644949913,
0.008511084131896496,
-0.04769057035446167,
-0.013241387903690338,
0.06984017044305801,
0.02677224949002266,
0.01689426600933075,
-0.0036537267733365297,
-0.017865272238850594,
0.010027095675468445,
0.017120350152254105,
-0.06798632442951202,
0.013718071393668652,
0.040182262659072876,
-0.03250947967171669,
0.06688500195741653,
-0.026127438992261887,
0.04056693613529205,
0.05450957641005516,
0.0018458408303558826,
-0.03686134144663811,
0.04989107325673103,
-0.01635231450200081,
-0.026483498513698578,
0.05016952380537987,
-0.05494500324130058,
-0.021911585703492165,
-0.017277749255299568,
0.06360568851232529,
-0.07080250978469849,
0.0487799309194088,
0.049089476466178894,
0.03301987051963806,
-0.0031354136299341917,
-0.041176874190568924,
-0.02972143143415451,
0.034021686762571335,
-0.03990542143583298,
0.07317937910556793,
0.01648424006998539,
-0.05708450451493263,
0.07247024774551392,
0.009426250122487545,
-0.07668860256671906,
0.043918367475271225,
0.04027051478624344,
0.015963654965162277,
0.026848258450627327,
0.05462881550192833,
-0.04559504985809326,
0.022365078330039978,
-0.055283986032009125,
0.023937009274959564,
-0.07042272388935089,
0.003467752831056714,
0.01120060496032238,
-0.012929148972034454,
-0.021756866946816444,
0.03661079704761505,
-0.030756520107388496,
0.02045489102602005,
0.015219688415527344,
-0.05125735327601433,
-0.029565224424004555,
0.019128814339637756,
0.037128742784261703,
-0.015660470351576805,
-0.0010726623004302382,
-0.019787343218922615,
0.026139557361602783,
0.027286343276500702,
0.021539904177188873,
-0.061734817922115326,
-0.0007933248416520655,
0.02994176372885704,
-0.05598296970129013,
-0.027400733903050423,
-0.0030933478847146034,
0.01587892882525921,
-0.03000485897064209,
0.01852058246731758,
0.0022013045381754637,
0.008243309333920479,
0.03525209426879883,
-0.02088477648794651,
0.043354474008083344,
-0.04879053682088852,
-0.003922719974070787,
0.006852875463664532,
0.005086911842226982,
0.030743563547730446,
-0.026865635067224503,
0.02160036191344261,
0.019152751192450523,
0.06036774069070816,
0.015188525430858135,
-0.03704768046736717,
-0.013498743064701557,
0.02320844680070877,
-0.030462468042969704,
0.008649385534226894,
-0.019572017714381218,
-0.07196227461099625,
-0.03607700765132904,
-0.013275863602757454,
0.0015746364369988441,
0.008689782582223415,
-0.015712536871433258,
-0.0011177497217431664,
0.05185786634683609,
-0.0314776748418808,
-0.025664659217000008,
-0.08255679905414581,
-0.015848321840167046,
-0.024081608280539513,
0.008420586585998535,
0.023519214242696762,
-0.029600057750940323,
0.01968858763575554,
-0.04977878928184509,
-0.0624472014605999,
0.061207450926303864,
0.010951957665383816,
-0.02850916050374508,
0.06478885561227798,
0.028762336820364,
-0.037860870361328125,
0.018733380362391472,
0.06268909573554993,
-0.0490725003182888,
0.020929602906107903,
-0.004526869859546423,
0.029181476682424545,
0.00642425287514925,
0.031523823738098145,
-0.011136059649288654,
-0.029598135501146317,
-0.04676922783255577,
-0.05691535025835037,
-0.04668749123811722,
-0.006261439993977547,
0.07061128318309784
] |
DeepPavlov/xlm-roberta-large-en-ru | [
"pytorch",
"xlm-roberta",
"feature-extraction",
"en",
"ru",
"transformers"
] | feature-extraction | {
"architectures": [
"XLMRobertaModel"
],
"model_type": "xlm-roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 190 | 2020-04-29T13:35:51Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-pl-en
* source languages: pl
* target languages: en
* OPUS readme: [pl-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pl-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/pl-en/opus-2019-12-18.zip)
* test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pl-en/opus-2019-12-18.test.txt)
* test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pl-en/opus-2019-12-18.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.pl.en | 54.9 | 0.701 |
| [
-0.014878750778734684,
-0.03131267800927162,
-0.0027609984390437603,
0.038057394325733185,
0.035819362848997116,
0.022729696705937386,
0.000891355681233108,
-0.002801948692649603,
-0.05732784792780876,
0.054170865565538406,
0.012372812256217003,
-0.015614180825650692,
-0.0022084603551775217,
0.05272921919822693,
-0.036089275032281876,
-0.027837995439767838,
-0.011577311903238297,
0.009635076858103275,
-0.0341329351067543,
-0.010410131886601448,
-0.0033138233702629805,
0.0065973433665931225,
-0.03348711505532265,
0.03151269257068634,
-0.019331108778715134,
0.0059901513159275055,
-0.03092721849679947,
0.01850586198270321,
0.014936008490622044,
-0.07293795794248581,
-0.010132762603461742,
-0.01138332299888134,
-0.029191352427005768,
-0.006577686872333288,
-0.031048361212015152,
0.02120787836611271,
0.0048645492643117905,
0.026056554168462753,
0.07112828642129898,
0.061608437448740005,
-0.011453756131231785,
-0.0015636954922229052,
-0.011466482654213905,
-0.027797779068350792,
0.0374784879386425,
0.002532136859372258,
-0.029614955186843872,
-0.031920481473207474,
0.027374453842639923,
-0.02379070222377777,
-0.05198907479643822,
-0.05129287391901016,
-0.014990400522947311,
0.023297768086194992,
-0.012769975699484348,
0.0013433094136416912,
-0.09435004740953445,
-0.009168964810669422,
0.060862038284540176,
-0.05841919779777527,
-0.03548277169466019,
0.016605086624622345,
-0.05384035408496857,
0.00906140636652708,
0.05030565336346626,
-0.02937953732907772,
-0.012097366154193878,
-0.05170338600873947,
0.047300416976213455,
-0.039126984775066376,
0.03549090027809143,
-0.032894738018512726,
0.025185618549585342,
-0.06873016804456711,
-0.048464108258485794,
-0.007373529952019453,
0.034628309309482574,
0.0468958355486393,
-0.04067112132906914,
0.0494435653090477,
0.04562228545546532,
-0.011789586395025253,
0.02102154679596424,
-0.009377490729093552,
-0.021015889942646027,
0.03998086228966713,
-0.028682038187980652,
-0.006509688217192888,
0.013667113147675991,
0.049080319702625275,
-0.04845748096704483,
-0.033857785165309906,
-0.019093763083219528,
-0.03158445656299591,
-0.005462976638227701,
0.026927664875984192,
0.058242134749889374,
-0.0376695953309536,
0.007718309760093689,
0.04282497614622116,
0.027260590344667435,
0.039652638137340546,
-0.006002767477184534,
0.07070843130350113,
-0.028004739433526993,
0.0030227601528167725,
-0.017595671117305756,
-0.02830759808421135,
-0.06479309499263763,
0.002758969087153673,
0.0326172336935997,
-0.03954821825027466,
-0.008618079125881195,
0.049042630940675735,
0.027848247438669205,
-0.03351694345474243,
0.07192174345254898,
-0.029264604672789574,
-0.03982537239789963,
-0.052158668637275696,
0.0597040131688118,
0.01361795887351036,
0.0036768876016139984,
0.020201342180371284,
-0.051890090107917786,
0.022412404417991638,
-0.038984958082437515,
-0.03700968623161316,
0.007105138618499041,
0.023465201258659363,
-0.014588899910449982,
0.032418474555015564,
0.03484363853931427,
-0.05862237885594368,
0.02373519353568554,
-0.011750920675694942,
-0.037902094423770905,
0.05529731139540672,
0.03859936445951462,
0.10734499990940094,
-0.044694025069475174,
-0.026230039075016975,
0.0158346239477396,
0.002535614650696516,
-0.032608434557914734,
0.009200352244079113,
-0.00802199263125658,
-0.01676611602306366,
-0.019232474267482758,
-0.02080398239195347,
0.051998719573020935,
-0.04831236973404884,
-0.026568470522761345,
0.058676380664110184,
-0.0128643112257123,
0.03238588944077492,
-0.027942106127738953,
-0.006918551865965128,
0.011488041840493679,
-0.024567559361457825,
-0.02881554514169693,
0.029066653922200203,
0.005042437929660082,
0.01001810934394598,
-0.03105797804892063,
-0.05352838709950447,
0.023075904697179794,
0.0806346908211708,
-0.02179989218711853,
-0.03177014738321304,
-0.026835128664970398,
0.0013416948495432734,
0.04394671320915222,
0.021981943398714066,
-0.0311103668063879,
0.04088525101542473,
0.05317280441522598,
0.013026914559304714,
0.017584070563316345,
0.06833751499652863,
0.014021520502865314,
-0.021664462983608246,
-0.016594110056757927,
0.023090118542313576,
0.02888917736709118,
-0.018085816875100136,
0.007294843439012766,
0.030254779383540154,
0.019709046930074692,
-0.019448038190603256,
-0.02620004490017891,
0.0575411356985569,
0.0005795481847599149,
0.010934805497527122,
0.015380832366645336,
-0.024712616577744484,
-0.012444709427654743,
0.05388467386364937,
-0.004411720670759678,
-0.017414476722478867,
-0.04004896804690361,
-0.025306235998868942,
0.013640066608786583,
0.03564682975411415,
0.03121604584157467,
0.04830033704638481,
-0.01673939637839794,
0.10796662420034409,
-0.02384878508746624,
0.008373969234526157,
-0.019205955788493156,
-0.03271637111902237,
0.019465617835521698,
0.06800772249698639,
0.017786741256713867,
0.03836478665471077,
0.0019150369334965944,
-0.05132777616381645,
0.033503420650959015,
0.05865674465894699,
0.05681931599974632,
0.00949662085622549,
-0.05065298452973366,
-0.009094550274312496,
0.014211934991180897,
0.041734687983989716,
-0.032409824430942535,
-0.05702672153711319,
0.020885447040200233,
0.06899069994688034,
-0.04756607487797737,
0.026291385293006897,
-0.03292863443493843,
0.01994342729449272,
-0.03713766485452652,
-0.034792374819517136,
0.03895941004157066,
0.021936850622296333,
-0.008579839952290058,
0.021436873823404312,
0.005675339139997959,
-0.018019556999206543,
0.023484505712985992,
0.003918053116649389,
-0.0008408022113144398,
-0.02927096001803875,
0.010123963467776775,
0.023085452616214752,
0.06446517258882523,
-0.03141634911298752,
0.03774162381887436,
-0.029625574126839638,
-0.008366518653929234,
0.028283683583140373,
-0.06726899743080139,
0.013046374544501305,
0.0365513414144516,
0.024133605882525444,
-0.015159676782786846,
0.009834717027842999,
0.008484354242682457,
0.02303273417055607,
0.0720701813697815,
0.006776453927159309,
0.05366197228431702,
0.008873913437128067,
0.058306362479925156,
0.09807140380144119,
0.014797108247876167,
0.039965517818927765,
0.039862893521785736,
0.0916135385632515,
-0.00739122461527586,
-0.008616172708570957,
0.039464954286813736,
-0.045993395149707794,
0.01672777347266674,
-0.03944464400410652,
0.03204615041613579,
0.019502276554703712,
-0.00899528805166483,
0.030091237276792526,
0.00025290821213275194,
-0.01598653383553028,
0.005931651219725609,
-0.013368708081543446,
-0.025729887187480927,
0.04835057631134987,
0.015116460621356964,
0.008189098909497261,
0.009037981741130352,
0.00013845640933141112,
0.028869731351733208,
-0.06573297083377838,
-0.0753542110323906,
0.021048929542303085,
-0.032556574791669846,
-0.002644284861162305,
-0.06585931032896042,
-0.012138043530285358,
-0.06704182922840118,
-0.021909983828663826,
0.03364736586809158,
0.011823726817965508,
-0.005159435328096151,
-0.02729039452970028,
0.006387813948094845,
-0.027292130514979362,
-0.023967811837792397,
-0.03666021302342415,
-0.030788423493504524,
-0.041293781250715256,
-0.0769057348370552,
0.0462796725332737,
0.009599103592336178,
0.02834467776119709,
-0.01816635951399803,
0.016667714342474937,
-0.01800520345568657,
-0.017114492133259773,
0.08593849092721939,
0.05581606552004814,
-0.02689407393336296,
-0.026742739602923393,
0.04979225620627403,
-0.027463600039482117,
0.004552144557237625,
-0.022078372538089752,
-0.02129126898944378,
0.06809227168560028,
0.055931538343429565,
0.021851764991879463,
0.0047666048631072044,
-0.011720622889697552,
-0.06057412549853325,
-0.04871509224176407,
-0.04168637469410896,
-0.04735314100980759,
-0.013518204912543297,
-0.030731553211808205,
-0.060159727931022644,
-0.03600812330842018,
-0.03820308670401573,
-0.0009079768205992877,
-0.03513265773653984,
0.026302075013518333,
0.032858554273843765,
0.03974476084113121,
0.040711045265197754,
0.03634493425488472,
-0.044701896607875824,
-0.027036482468247414,
0.06871024519205093,
0.010186750441789627,
0.011747049167752266,
-0.048648569732904434,
-0.013047218322753906,
0.04543595761060715,
0.010548060759902,
0.011615359224379063,
0.012348043732345104,
0.08057677745819092,
-0.00115671893581748,
0.0013337983982637525,
0.014398112893104553,
-0.0056376042775809765,
-0.00909913145005703,
-0.012720850296318531,
-0.017192086204886436,
-0.040478453040122986,
-0.016045428812503815,
-0.016857704147696495,
0.01823459006845951,
0.041653942316770554,
-0.07639332860708237,
-0.029981570318341255,
-0.0051473029889166355,
0.03755214065313339,
0.008546647615730762,
0.021562889218330383,
-0.014652987010776997,
0.009850562550127506,
-0.040710121393203735,
-0.021384669467806816,
0.00358782010152936,
0.009360562078654766,
0.003709561424329877,
0.047390103340148926,
0.0386870875954628,
-0.030771858990192413,
0.0514334961771965,
0.025000156834721565,
0.06237355247139931,
0.01464325562119484,
-0.03522045165300369,
0.017444903030991554,
-0.02225828729569912,
0.023406945168972015,
-0.0054557290859520435,
-0.027439851313829422,
-0.043633922934532166,
-0.07437991350889206,
-0.0005111623904667795,
0.02483084611594677,
-0.03180699795484543,
0.00948699563741684,
0.024440793320536613,
-0.04665542021393776,
0.004606103524565697,
0.0015304253902286291,
0.014714760705828667,
0.04829312115907669,
-0.059330329298973083,
0.06245036795735359,
-0.011099940165877342,
0.01393788680434227,
-0.05673392489552498,
0.006588385906070471,
-0.013720170594751835,
-0.034971002489328384,
0.03309608995914459,
0.05962327867746353,
0.025543872267007828,
0.04436630383133888,
0.09333379566669464,
0.043617624789476395,
-0.02165350317955017,
0.03366325795650482,
0.03571868687868118,
0.007190001662820578,
-0.057796258479356766,
-0.011899947188794613,
-0.00929768942296505,
-0.05519171804189682,
-0.005476090125739574,
-0.02515224739909172,
0.017175573855638504,
0.01812289096415043,
0.007606865838170052,
-0.01979050040245056,
-0.014014070853590965,
-0.0337727889418602,
-0.03424953669309616,
-0.06445412337779999,
-0.0371551513671875,
-0.01117850560694933,
-0.0011593770468607545,
0.034271907061338425,
0.04728764668107033,
0.000988468760624528,
0.03682947903871536,
0.05015568435192108,
-0.020330285653471947,
-0.01713763177394867,
0.006642457563430071,
0.022579731419682503,
-0.017536791041493416,
-0.05676470324397087,
-0.03997146338224411,
0.050399791449308395,
0.04402542486786842,
-0.03347661346197128,
-0.08472368866205215,
0.0015848163748160005,
0.06278829276561737,
-0.037171732634305954,
0.05498998612165451,
0.0032405953388661146,
0.04700731113553047,
0.05903350189328194,
-0.010298332199454308,
0.00710043590515852,
-0.02926778979599476,
0.01661403849720955,
0.0065414756536483765,
0.047626156359910965,
-0.043117303401231766,
-0.03771137073636055,
-0.0818418338894844,
0.012997109442949295,
0.027919113636016846,
0.08896710723638535,
0.041342657059431076,
-0.04176425561308861,
-0.05844942852854729,
-0.008625545538961887,
0.04038297012448311,
-0.07050209492444992,
-0.008068745955824852,
0.015699945390224457,
0.05115014687180519,
-0.044011518359184265,
-0.05293019488453865,
-0.030555594712495804,
-0.00017608208872843534,
0.036688998341560364,
0.003938922192901373,
-0.01693827658891678,
-0.057736027985811234,
0.03515296056866646,
-0.004601540509611368,
-0.049054838716983795,
-0.1103559136390686,
0.010199652053415775,
-0.027253156527876854,
-0.005237738136202097,
0.04276629537343979,
0.022154249250888824,
0.037012722343206406,
0.06596766412258148,
-0.001254760310985148,
0.028916968032717705,
-0.03497512266039848,
0.025876035913825035,
-0.0361122190952301,
0.010611182078719139,
0.010675842873752117,
-0.027242522686719894,
-0.024896979331970215,
-0.030865779146552086,
-0.040325552225112915,
-0.03617073968052864,
-0.031345147639513016,
0.00920901633799076,
-0.02680850215256214,
0.0004456901806406677,
-0.006413829978555441,
0.039327315986156464,
-0.01682482287287712,
-0.0172223262488842,
-0.007326764520257711,
-0.05644213408231735,
-0.084813192486763,
-0.04156825318932533,
0.02210918627679348,
0.027275849133729935,
0.01806536130607128,
0.034741755574941635,
0.01109049841761589,
0.01845421828329563,
0.013898387551307678,
-0.03010031208395958,
0.04711339622735977,
0.016102582216262817,
-0.04536403715610504,
-0.03901798650622368,
0.01453812513500452,
0.03427143022418022,
0.023669201880693436,
-0.051226913928985596,
0.031894005835056305,
0.0004524677060544491,
-0.03426389768719673,
-0.01772477477788925,
-0.003167646238580346,
0.03279535844922066,
-0.06919357925653458,
-0.05368511378765106,
0.006892273668199778,
-0.04821222648024559,
0.027690339833498,
-0.01101122796535492,
-0.0032162615098059177,
0.01651107892394066,
0.02258753590285778,
0.027418114244937897,
0.007601010613143444,
-0.045020606368780136,
0.004669501446187496,
-0.004228405654430389,
-0.0011382579104974866,
-0.06610814481973648,
0.04899386316537857,
-0.03665032610297203,
0.0272049643099308,
-0.00927127804607153,
-0.005407983902841806,
-0.02679172344505787,
0.02986304834485054,
-0.007613162510097027,
-0.004801149945706129,
-0.01846950314939022,
0.0016309499042108655,
-0.04455893859267235,
0.05739763006567955,
0.011770782060921192,
0.021718572825193405,
-0.02737003192305565,
0.06339599937200546,
-0.0394972525537014,
-0.014551790431141853,
-0.03037521429359913,
0.01727013662457466,
-0.03587367385625839,
0.003249769564718008,
-0.01106992643326521,
-0.031197167932987213,
0.000530422490555793,
0.03187824785709381,
0.03484610095620155,
0.018288573250174522,
-0.028602855280041695,
0.004519274923950434,
0.01135989185422659,
-0.042507920414209366,
-0.007748614065349102,
-0.028677111491560936,
-0.02957496978342533,
-0.005156028084456921,
0.057245008647441864,
0.033782314509153366,
-0.0353134348988533,
-0.07823962718248367,
0.02154688350856304,
0.03303120657801628,
-0.009378546848893166,
0.0027721012011170387,
0.024834131821990013,
0.04292071983218193,
0.05683615431189537,
-0.02793695591390133,
-0.008763065561652184,
-0.021342644467949867,
-0.025065451860427856,
0.024267062544822693,
-0.020175904035568237,
0.03717200085520744,
0.0005783177330158651,
-0.03603818267583847,
-0.01852547377347946,
0.06176557019352913,
0.017247948795557022,
0.016590368002653122,
0.008515868335962296,
-0.01276430394500494,
0.01919223926961422,
0.020860029384493828,
-0.06304284185171127,
0.003572108456864953,
0.049334652721881866,
-0.04164682328701019,
0.07265697419643402,
-0.02339010126888752,
0.04518859088420868,
0.05940119922161102,
-0.0054513937793672085,
-0.025863558053970337,
0.048290546983480453,
-0.017995445057749748,
-0.023129640147089958,
0.050091683864593506,
-0.047280676662921906,
-0.02260478399693966,
-0.01880013197660446,
0.06434012204408646,
-0.07181275635957718,
0.057132821530103683,
0.053174689412117004,
0.036335624754428864,
-0.0058500743471086025,
-0.04055479168891907,
-0.031325045973062515,
0.03042111173272133,
-0.03577035292983055,
0.06600181013345718,
0.018962932750582695,
-0.054982319474220276,
0.06799312680959702,
0.0045110080391168594,
-0.07888823002576828,
0.04334688559174538,
0.04189557582139969,
0.013638048432767391,
0.025417709723114967,
0.06051861494779587,
-0.04342072084546089,
0.02577182650566101,
-0.051507893949747086,
0.006857061758637428,
-0.07352503389120102,
0.011023861356079578,
0.014810862950980663,
-0.021967526525259018,
-0.02065362222492695,
0.035205431282520294,
-0.023661652579903603,
0.024394676089286804,
0.01844443939626217,
-0.0508342906832695,
-0.028388315811753273,
0.02538934536278248,
0.04099300876259804,
-0.009591684676706791,
0.016448862850666046,
-0.022160248830914497,
0.022031940519809723,
0.030226385220885277,
0.016145188361406326,
-0.05681382492184639,
-0.003338976064696908,
0.026810554787516594,
-0.04826680198311806,
-0.0331406444311142,
-0.00646407064050436,
0.008244912140071392,
-0.04039056599140167,
0.030107364058494568,
0.012499598786234856,
0.007329097017645836,
0.03945707902312279,
-0.016849908977746964,
0.04472692310810089,
-0.05214780941605568,
-0.0055687399581074715,
0.005787744652479887,
0.00533928070217371,
0.026488784700632095,
-0.020636212080717087,
0.02184729278087616,
0.028956439346075058,
0.059423670172691345,
0.008580107241868973,
-0.04152701795101166,
-0.017667967826128006,
0.025825679302215576,
-0.04048755764961243,
0.011515631340444088,
-0.021340111270546913,
-0.07014919817447662,
-0.04029674455523491,
-0.020281832665205002,
-0.007321596145629883,
0.022665511816740036,
-0.020655086264014244,
0.00816462840884924,
0.05727798119187355,
-0.035237811505794525,
-0.03393660858273506,
-0.079963319003582,
-0.014455079101026058,
-0.02307567186653614,
0.012364361435174942,
0.020458227023482323,
-0.019953805953264236,
0.028255833312869072,
-0.04600426182150841,
-0.06121416762471199,
0.06081271171569824,
0.017482558265328407,
-0.027388406917452812,
0.0666818916797638,
0.02754846215248108,
-0.029902534559369087,
0.010003437288105488,
0.06132050231099129,
-0.05659979581832886,
0.025081204250454903,
-0.00382771878503263,
0.01810731738805771,
0.01711309887468815,
0.025553420186042786,
-0.020879464223980904,
-0.03362337499856949,
-0.0481342114508152,
-0.049578383564949036,
-0.03323358669877052,
-0.00195064686704427,
0.07272203266620636
] |
Dilmk2/DialoGPT-small-harrypotter | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 13 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-ru-fi
* source languages: ru
* target languages: fi
* OPUS readme: [ru-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ru-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-04-12.zip](https://object.pouta.csc.fi/OPUS-MT-models/ru-fi/opus-2020-04-12.zip)
* test set translations: [opus-2020-04-12.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ru-fi/opus-2020-04-12.test.txt)
* test set scores: [opus-2020-04-12.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ru-fi/opus-2020-04-12.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.ru.fi | 40.1 | 0.646 |
| [
-0.013932598754763603,
-0.03682563453912735,
0.007220860105007887,
0.03382923826575279,
0.035664770752191544,
0.026854924857616425,
-0.002130958717316389,
-0.007329304702579975,
-0.06320255994796753,
0.05062665045261383,
0.020215345546603203,
-0.014290020801126957,
0.0005655547138303518,
0.048339247703552246,
-0.034287143498659134,
-0.02545754611492157,
-0.011684902012348175,
0.0034846970811486244,
-0.040963128209114075,
-0.0017057214863598347,
-0.006800392176955938,
-0.0020329656545072794,
-0.029716340824961662,
0.03725024685263634,
-0.02161325141787529,
0.015252318233251572,
-0.03326277434825897,
0.010092534124851227,
0.022189268842339516,
-0.07372619211673737,
-0.009725688025355339,
-0.018060699105262756,
-0.03310919925570488,
-0.01609971560537815,
-0.02505723014473915,
0.01886811852455139,
0.0015287187416106462,
0.020658202469348907,
0.06627582758665085,
0.05962735041975975,
0.0014826224651187658,
-0.004780374467372894,
-0.01394141186028719,
-0.026136592030525208,
0.028969479724764824,
0.004921899177134037,
-0.03138690069317818,
-0.021001987159252167,
0.030818117782473564,
-0.02629520557820797,
-0.0409538708627224,
-0.052687034010887146,
-0.01705322042107582,
0.023883666843175888,
-0.00996394269168377,
0.0015077161369845271,
-0.08450984954833984,
-0.0029284199699759483,
0.05953933671116829,
-0.05822189524769783,
-0.030059469863772392,
0.01445105578750372,
-0.05867162346839905,
0.011799510568380356,
0.0512235090136528,
-0.035023801028728485,
-0.00392985250800848,
-0.05732522904872894,
0.04451323300600052,
-0.03466804698109627,
0.029547594487667084,
-0.032889947295188904,
0.02525225840508938,
-0.06857696920633316,
-0.04811030998826027,
-0.008307751268148422,
0.02998442016541958,
0.05050193890929222,
-0.047881897538900375,
0.054005466401576996,
0.05036943405866623,
-0.013144739903509617,
0.02054622210562229,
-0.011002720333635807,
-0.013538802973926067,
0.04423607885837555,
-0.024009481072425842,
-0.005273700691759586,
0.010878778994083405,
0.04574041813611984,
-0.04916174337267876,
-0.02768271416425705,
-0.012083364650607109,
-0.028173986822366714,
0.004358901176601648,
0.03475555405020714,
0.059130631387233734,
-0.037266116589307785,
0.009764957241714,
0.03611067309975624,
0.02264518104493618,
0.04898765683174133,
-0.0016717440448701382,
0.06677264720201492,
-0.023977005854249,
0.0069404542446136475,
-0.016500312834978104,
-0.03051619976758957,
-0.06723973900079727,
0.0033095895778387785,
0.03730202466249466,
-0.04250819981098175,
-0.005921876989305019,
0.04186287894845009,
0.023562872782349586,
-0.03719835355877876,
0.07330735772848129,
-0.02978808432817459,
-0.03717779368162155,
-0.061547789722681046,
0.058525387197732925,
0.014683627523481846,
0.003919453360140324,
0.02177751250565052,
-0.04233362525701523,
0.02974119409918785,
-0.03927731141448021,
-0.03409216180443764,
0.0061593493446707726,
0.022088415920734406,
-0.014792364090681076,
0.03414562717080116,
0.038306523114442825,
-0.06408380717039108,
0.013889536261558533,
-0.011904982849955559,
-0.045362070202827454,
0.05307076498866081,
0.03305860236287117,
0.11559850722551346,
-0.04457984119653702,
-0.0283247921615839,
0.013730349019169807,
0.014040795154869556,
-0.027316177263855934,
0.013993397355079651,
-0.0010793484980240464,
-0.024614477530121803,
-0.02293294668197632,
-0.021684201434254646,
0.041861098259687424,
-0.04888591170310974,
-0.02778428979218006,
0.062488045543432236,
-0.015267251059412956,
0.028244279325008392,
-0.018996072933077812,
-0.01052180491387844,
0.011458002030849457,
-0.02637745998799801,
-0.028334593400359154,
0.03298353776335716,
0.008011138997972012,
0.007604588288813829,
-0.036652956157922745,
-0.06203504279255867,
0.023559581488370895,
0.08192028850317001,
-0.018630679696798325,
-0.02880275808274746,
-0.03098175674676895,
-0.0003915433189831674,
0.031042858958244324,
0.01724812015891075,
-0.021897805854678154,
0.03792000934481621,
0.04131465405225754,
0.013525838032364845,
0.01748611219227314,
0.07176901400089264,
0.009712735190987587,
-0.027566736564040184,
-0.019026996567845345,
0.01883111335337162,
0.03236905485391617,
-0.025309037417173386,
0.006983485538512468,
0.03507556393742561,
0.01954127848148346,
-0.025643402710556984,
-0.02704808861017227,
0.06003997102379799,
0.0013003406347706914,
0.00973520241677761,
0.01651936210691929,
-0.03694908693432808,
-0.012735695578157902,
0.05868131294846535,
0.002446589758619666,
-0.025240179151296616,
-0.037592027336359024,
-0.023712487891316414,
0.016871396452188492,
0.035147953778505325,
0.01565682701766491,
0.048872556537389755,
-0.013718578033149242,
0.11145306378602982,
-0.02345646731555462,
0.006261154543608427,
-0.025561919435858727,
-0.042625751346349716,
0.022381754592061043,
0.06816340982913971,
0.01822872832417488,
0.0493176132440567,
0.0007619087700732052,
-0.05275091901421547,
0.026813937351107597,
0.06182561069726944,
0.06327281147241592,
0.0044976589269936085,
-0.04052674025297165,
-0.0037642887327820063,
0.011558501049876213,
0.037921179085969925,
-0.0290728360414505,
-0.05741862952709198,
0.02166319079697132,
0.058148764073848724,
-0.0390089750289917,
0.027721373364329338,
-0.024059589952230453,
0.024186454713344574,
-0.033622365444898605,
-0.042306818068027496,
0.04383600130677223,
0.022401507943868637,
-0.010367085225880146,
0.017655154690146446,
0.012669050134718418,
-0.008821033872663975,
0.025271104648709297,
0.004416273906826973,
0.0009501889580860734,
-0.033059075474739075,
0.009826521389186382,
0.028109995648264885,
0.06484417617321014,
-0.02749040722846985,
0.031116649508476257,
-0.022996146231889725,
-0.006454426795244217,
0.025273555889725685,
-0.07043351978063583,
0.009542460553348064,
0.04054367542266846,
0.019203441217541695,
-0.02822171337902546,
0.002506072400137782,
0.0041738529689610004,
0.02621769718825817,
0.07057720422744751,
-0.0007407120428979397,
0.05894481763243675,
0.017880013212561607,
0.054443567991256714,
0.09949848055839539,
0.011713351123034954,
0.02936386689543724,
0.037084437906742096,
0.08921261876821518,
-0.005668339319527149,
-0.01919201761484146,
0.04796968400478363,
-0.050585463643074036,
0.018554355949163437,
-0.04235367104411125,
0.028112145140767097,
0.00984117016196251,
-0.0056029330007731915,
0.03290737420320511,
0.002183262724429369,
-0.011855516582727432,
-0.0006372581701725721,
-0.012797635979950428,
-0.024579785764217377,
0.04746532440185547,
0.015220338478684425,
0.0073722247034311295,
0.004574700258672237,
-0.00246030674315989,
0.02128644473850727,
-0.06700248271226883,
-0.0798221081495285,
0.01866038143634796,
-0.030365528538823128,
-0.0022407593205571175,
-0.06614640355110168,
-0.01751633547246456,
-0.056254204362630844,
-0.02432532235980034,
0.03373856097459793,
0.021129978820681572,
-0.00236043450422585,
-0.02309153415262699,
0.0052993944846093655,
-0.030234627425670624,
-0.017487017437815666,
-0.03520503640174866,
-0.03416575491428375,
-0.04042357578873634,
-0.06902255117893219,
0.043785210698843,
0.01020068023353815,
0.031638696789741516,
-0.02598872222006321,
0.01942325010895729,
-0.008850653655827045,
-0.015493262559175491,
0.07584048807621002,
0.05692090839147568,
-0.03148782253265381,
-0.03412669152021408,
0.05135558545589447,
-0.027281628921628,
-0.0001855623268056661,
-0.02115006186068058,
-0.027659738436341286,
0.06940297037363052,
0.05330533906817436,
0.017865285277366638,
0.009220744483172894,
-0.010253466665744781,
-0.06010076031088829,
-0.05665859580039978,
-0.03914259374141693,
-0.04949644207954407,
-0.01637522131204605,
-0.02462875284254551,
-0.060163240879774094,
-0.03645464777946472,
-0.02968749776482582,
0.0010091100120916963,
-0.03133782744407654,
0.022832531481981277,
0.034977495670318604,
0.04145680367946625,
0.037654709070920944,
0.03331441432237625,
-0.05090410262346268,
-0.024216152727603912,
0.06840983778238297,
0.012007750570774078,
0.0054534804075956345,
-0.046369317919015884,
-0.013458345085382462,
0.043981533497571945,
0.014132662676274776,
0.0019462669733911753,
0.006417260505259037,
0.07575640827417374,
0.001759869628585875,
0.011755302548408508,
0.01017691195011139,
-0.011518742889165878,
-0.009264395572245121,
-0.014162225648760796,
-0.015923431143164635,
-0.04159914329648018,
-0.01694047451019287,
-0.02132471092045307,
0.016631856560707092,
0.04235517606139183,
-0.07142690569162369,
-0.030654573813080788,
-0.0024633670691400766,
0.03749356046319008,
0.0012871141079813242,
0.01863917149603367,
-0.019482621923089027,
0.017740963026881218,
-0.044580020010471344,
-0.02570902369916439,
0.006235308479517698,
0.004438403528183699,
0.005511626601219177,
0.05283172056078911,
0.04383116587996483,
-0.030380278825759888,
0.059438858181238174,
0.025195157155394554,
0.06371168792247772,
0.01005623396486044,
-0.04036172106862068,
0.021688252687454224,
-0.025586871430277824,
0.02110964059829712,
-0.008461397141218185,
-0.029238954186439514,
-0.04924129694700241,
-0.07779714465141296,
0.00041130417957901955,
0.027281632646918297,
-0.034612927585840225,
0.009054877795279026,
0.026116814464330673,
-0.04867704212665558,
0.004998615477234125,
-0.002917261328548193,
0.02186545543372631,
0.05348784476518631,
-0.059707216918468475,
0.060717660933732986,
-0.011077526956796646,
0.01999126560986042,
-0.054248031228780746,
0.011268147267401218,
-0.010479453019797802,
-0.03920947387814522,
0.027974683791399002,
0.061668604612350464,
0.01859615556895733,
0.03673967346549034,
0.09193430840969086,
0.04200746864080429,
-0.019753271713852882,
0.03646145761013031,
0.03223958611488342,
0.011594555340707302,
-0.0590474009513855,
-0.012690961360931396,
-0.01082626823335886,
-0.05147252604365349,
-0.012220724485814571,
-0.018437670543789864,
0.01700604520738125,
0.01767420768737793,
0.002781148999929428,
-0.01776149310171604,
-0.021467162296175957,
-0.04165900498628616,
-0.03814238682389259,
-0.05847170948982239,
-0.029815271496772766,
0.0005537205724976957,
0.006579025648534298,
0.031281352043151855,
0.051772478967905045,
0.0015829319600015879,
0.03746180608868599,
0.04561128467321396,
-0.018904080614447594,
-0.020995961502194405,
0.005424746312201023,
0.015475243330001831,
-0.02279479056596756,
-0.05562572553753853,
-0.039622120559215546,
0.04974036663770676,
0.03497430682182312,
-0.03815523907542229,
-0.08660615980625153,
0.0027360902167856693,
0.06814330816268921,
-0.03572165220975876,
0.052399035543203354,
-0.0011627678759396076,
0.04433158412575722,
0.05830071493983269,
-0.01837228238582611,
0.0007818008889444172,
-0.028453554958105087,
0.022303877398371696,
0.005599239841103554,
0.043827734887599945,
-0.032409798353910446,
-0.032997313886880875,
-0.08606293052434921,
0.014414179138839245,
0.03238920494914055,
0.08068466931581497,
0.043657414615154266,
-0.038466956466436386,
-0.056936588138341904,
-0.012137957848608494,
0.03720436617732048,
-0.07134416699409485,
-0.006644768640398979,
0.02015354111790657,
0.06089068949222565,
-0.03645822033286095,
-0.05533561110496521,
-0.029824359342455864,
0.008339188061654568,
0.03844018280506134,
0.007065546698868275,
-0.017375510185956955,
-0.06171547248959541,
0.03612343221902847,
-0.00466037355363369,
-0.04753263667225838,
-0.11098937690258026,
0.011331367306411266,
-0.029699841514229774,
-0.011804643087089062,
0.04532429575920105,
0.017073972150683403,
0.03470709174871445,
0.05738420411944389,
0.011608296073973179,
0.030654847621917725,
-0.03974807634949684,
0.026544755324721336,
-0.035370320081710815,
0.009805922396481037,
0.00674903579056263,
-0.03098379820585251,
-0.028931545093655586,
-0.023002544417977333,
-0.0475749708712101,
-0.03985004499554634,
-0.034870561212301254,
0.00967626366764307,
-0.029999898746609688,
0.001880583236925304,
-0.01656242646276951,
0.03333171457052231,
-0.013925213366746902,
-0.010318848304450512,
-0.010587703436613083,
-0.05800248682498932,
-0.08343591541051865,
-0.04863142594695091,
0.017206547781825066,
0.021728267893195152,
0.01759684458374977,
0.03292396292090416,
-0.0004191863408777863,
0.02540198154747486,
0.019124744459986687,
-0.029961617663502693,
0.045262258499860764,
0.01747773587703705,
-0.04236113652586937,
-0.04788946360349655,
0.018389014527201653,
0.03344014286994934,
0.023529741913080215,
-0.049569763243198395,
0.02944093570113182,
0.005707290023565292,
-0.030558090656995773,
-0.020105142146348953,
-0.0020788798574358225,
0.03209875151515007,
-0.07433661073446274,
-0.053526733070611954,
0.011059023439884186,
-0.045991480350494385,
0.03318508714437485,
-0.017577707767486572,
-0.004285555332899094,
0.020932137966156006,
0.02353477291762829,
0.027306465432047844,
0.015834173187613487,
-0.0482155978679657,
0.0029858408961445093,
0.006567028816789389,
-0.0014193039387464523,
-0.06667134165763855,
0.04684166982769966,
-0.03675086423754692,
0.02567402273416519,
-0.013836312107741833,
-0.0025239535607397556,
-0.03347279131412506,
0.030347038060426712,
-0.002119618933647871,
-0.006800163071602583,
-0.013715635053813457,
-0.004388146102428436,
-0.04289025813341141,
0.049056220799684525,
0.004874685313552618,
0.01932879164814949,
-0.026185663416981697,
0.06402185559272766,
-0.03996318578720093,
-0.021859612315893173,
-0.02760053239762783,
0.008192925713956356,
-0.038887206465005875,
-0.0015559260500594974,
-0.01821133680641651,
-0.04348582774400711,
0.0035801820922642946,
0.02933584526181221,
0.03762361407279968,
0.016789082437753677,
-0.0198364220559597,
0.007953736931085587,
0.010338643565773964,
-0.042232997715473175,
-0.010600803419947624,
-0.025123806670308113,
-0.028228892013430595,
-0.007581707090139389,
0.05209944024682045,
0.038599468767642975,
-0.04651091247797012,
-0.0750022605061531,
0.019633973017334938,
0.03255841135978699,
-0.006235706619918346,
0.004671168513596058,
0.02597823739051819,
0.045757319778203964,
0.05308353155851364,
-0.023385172709822655,
-0.005581040866672993,
-0.018437575548887253,
-0.02267216518521309,
0.031557951122522354,
-0.017582351341843605,
0.027232831344008446,
-0.002876209793612361,
-0.03812514990568161,
-0.01578223519027233,
0.06343406438827515,
0.020735034719109535,
0.019469240680336952,
0.008824973367154598,
-0.023516613990068436,
0.018960624933242798,
0.01825912669301033,
-0.06442594528198242,
0.014127270318567753,
0.04845670238137245,
-0.03931618109345436,
0.06801978498697281,
-0.019254254177212715,
0.04738354682922363,
0.05710704252123833,
0.004566210322082043,
-0.02525644749403,
0.04026743397116661,
-0.013031497597694397,
-0.02042653039097786,
0.04719746485352516,
-0.05303161218762398,
-0.01969880238175392,
-0.022905515506863594,
0.0704895406961441,
-0.07032475620508194,
0.041831351816654205,
0.044303424656391144,
0.03959747403860092,
-0.006085376720875502,
-0.03925282880663872,
-0.03642598167061806,
0.035545650869607925,
-0.04066966101527214,
0.06789796054363251,
0.018058059737086296,
-0.06492878496646881,
0.06846155226230621,
0.004826361313462257,
-0.07955588400363922,
0.04970063269138336,
0.04527392238378525,
0.013204150833189487,
0.03403245657682419,
0.06300076097249985,
-0.04216737672686577,
0.022040579468011856,
-0.05316713824868202,
0.00850185938179493,
-0.07703220099210739,
0.011392741464078426,
0.016806209459900856,
-0.02204749546945095,
-0.024335961788892746,
0.03628227114677429,
-0.025615083053708076,
0.031179292127490044,
0.019277483224868774,
-0.04362582415342331,
-0.0322444774210453,
0.031136205419898033,
0.03708738088607788,
-0.007356860674917698,
0.007325856015086174,
-0.02093513309955597,
0.02389794960618019,
0.02881755866110325,
0.007988345809280872,
-0.05584070459008217,
-0.0002794774482026696,
0.02370004914700985,
-0.052016597241163254,
-0.028202863410115242,
0.011405977420508862,
0.007111640647053719,
-0.0380483940243721,
0.030155910179018974,
0.01803535781800747,
0.0016732781659811735,
0.03572294861078262,
-0.01748534105718136,
0.043177761137485504,
-0.06369603425264359,
-0.010676338337361813,
0.0015570546966046095,
-0.0017810061108320951,
0.02064944989979267,
-0.021515339612960815,
0.01976170390844345,
0.02432328835129738,
0.05239880830049515,
0.01238629873842001,
-0.04465164989233017,
-0.017926370725035667,
0.019464664161205292,
-0.03128047287464142,
0.00933222845196724,
-0.02405519038438797,
-0.07303785532712936,
-0.04105484485626221,
-0.023068567737936974,
-0.0020926380529999733,
0.02208903431892395,
-0.015162505209445953,
0.005652404855936766,
0.04604044184088707,
-0.036308590322732925,
-0.028308454900979996,
-0.07391741871833801,
-0.01568738743662834,
-0.022403599694371223,
0.019023682922124863,
0.015414486639201641,
-0.020467424765229225,
0.023159226402640343,
-0.04044625535607338,
-0.06985407322645187,
0.05806099995970726,
0.016120612621307373,
-0.02533334493637085,
0.06884590536355972,
0.02272859402000904,
-0.022858986631035805,
0.0118942242115736,
0.062080688774585724,
-0.056522268801927567,
0.026196567341685295,
-0.002714176196604967,
0.016325796023011208,
0.017464756965637207,
0.02154412679374218,
-0.017251253128051758,
-0.039989158511161804,
-0.04766954481601715,
-0.03874741494655609,
-0.025676660239696503,
-0.009478284977376461,
0.07322888821363449
] |
Dimedrolza/DialoGPT-small-cyberpunk | [
"pytorch",
"gpt2",
"text-generation",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 9 | null | ---
language:
- ru
- hy
tags:
- translation
license: apache-2.0
---
### rus-hye
* source group: Russian
* target group: Armenian
* OPUS readme: [rus-hye](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-hye/README.md)
* model: transformer-align
* source language(s): rus
* target language(s): hye hye_Latn
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-hye/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-hye/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-hye/opus-2020-06-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.hye | 21.7 | 0.494 |
### System Info:
- hf_name: rus-hye
- source_languages: rus
- target_languages: hye
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-hye/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['ru', 'hy']
- src_constituents: {'rus'}
- tgt_constituents: {'hye', 'hye_Latn'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-hye/opus-2020-06-16.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-hye/opus-2020-06-16.test.txt
- src_alpha3: rus
- tgt_alpha3: hye
- short_pair: ru-hy
- chrF2_score: 0.494
- bleu: 21.7
- brevity_penalty: 1.0
- ref_len: 1602.0
- src_name: Russian
- tgt_name: Armenian
- train_date: 2020-06-16
- src_alpha2: ru
- tgt_alpha2: hy
- prefer_old: False
- long_pair: rus-hye
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.009973330423235893,
-0.02847977541387081,
-0.011128401383757591,
0.0441533699631691,
0.06105821579694748,
0.024935860186815262,
-0.006574124097824097,
-0.008188750594854355,
-0.08038082718849182,
0.055859968066215515,
0.016238147392868996,
-0.027629230171442032,
-0.0060103097930550575,
0.04909483343362808,
-0.02460571937263012,
-0.01691223680973053,
-0.023754293099045753,
-0.009264247491955757,
-0.04503559321165085,
-0.02451328933238983,
-0.008328555151820183,
0.010994208976626396,
-0.009818827733397484,
0.029102742671966553,
-0.007569007575511932,
0.03554489463567734,
-0.04426838830113411,
0.016599413007497787,
0.01822226122021675,
-0.07121328264474869,
-0.013191819190979004,
-0.01938221976161003,
-0.029998475685715675,
-0.010393614880740643,
-0.02561245486140251,
-0.0007883482030592859,
-0.029698379337787628,
-0.0013280223356559873,
0.05832771956920624,
0.05509358271956444,
-0.015597646124660969,
0.00365071720443666,
-0.012715487740933895,
-0.053054776042699814,
0.028359225019812584,
0.002172687090933323,
-0.052511151880025864,
0.0022071129642426968,
0.02691693603992462,
-0.01594877988100052,
-0.02845153957605362,
-0.06412540376186371,
-0.02322857826948166,
0.001833651214838028,
-0.013368181884288788,
-0.006467076949775219,
-0.06665044277906418,
-0.0202238317579031,
0.054594848304986954,
-0.05952034518122673,
-0.02620009519159794,
-0.0029679920990020037,
-0.06253215670585632,
0.023830408230423927,
0.040170762687921524,
-0.0382482185959816,
0.001938102301210165,
-0.03679933398962021,
0.028833121061325073,
-0.022913269698619843,
0.024357197806239128,
-0.03057153895497322,
0.02692330814898014,
-0.06771155446767807,
-0.01844824105501175,
-0.005960837006568909,
0.015020608901977539,
0.046955954283475876,
-0.03713223338127136,
0.05700238421559334,
0.005097735207527876,
-0.03069811500608921,
0.01628692075610161,
-0.03348986431956291,
-0.03252394124865532,
0.05166783928871155,
-0.021521497517824173,
-0.028191830962896347,
0.009738752618432045,
0.0509093776345253,
-0.06309513747692108,
-0.03368404880166054,
-0.012979949824512005,
-0.030881449580192566,
-0.004459208343178034,
0.04828537628054619,
0.06405949592590332,
-0.03701537102460861,
0.038162313401699066,
0.030626030638813972,
0.01593143679201603,
0.04846952483057976,
0.0001481410290580243,
0.05235780403017998,
-0.00741224130615592,
-0.00883319228887558,
-0.008059078827500343,
-0.035055145621299744,
-0.049437202513217926,
0.018725547939538956,
0.031241171061992645,
-0.022788291797041893,
-0.022832224145531654,
0.041500695049762726,
0.0015357061056420207,
-0.013600907288491726,
0.05391259491443634,
-0.017364872619509697,
-0.04828822240233421,
-0.05022313445806503,
0.06568799912929535,
0.01259521208703518,
-0.014735417440533638,
0.010488344356417656,
-0.03416711837053299,
0.02807016670703888,
-0.05910000577569008,
-0.04604533687233925,
0.0065705724991858006,
0.03400786593556404,
-0.0019900514744222164,
0.034449756145477295,
0.04949184134602547,
-0.07850220799446106,
0.006235199049115181,
-0.0021878168918192387,
-0.04972045123577118,
0.06104088947176933,
0.0036724808160215616,
0.10306896269321442,
-0.045728832483291626,
-0.03933374956250191,
0.005268976557999849,
0.0160065907984972,
-0.01865088753402233,
0.00013761410082224756,
0.004955578129738569,
-0.015575990080833435,
-0.010396648198366165,
-0.01946154423058033,
0.051564186811447144,
-0.05239441990852356,
-0.026257188990712166,
0.0541786253452301,
0.0022507677786052227,
0.019660962745547295,
-0.04623370245099068,
-0.02031031996011734,
0.0034738313406705856,
-0.03289623185992241,
-0.04920976236462593,
0.02057989314198494,
0.011739199981093407,
-0.015458312816917896,
-0.051719289273023605,
-0.0375811904668808,
0.01632864400744438,
0.06433722376823425,
-0.0018510152585804462,
-0.020307226106524467,
-0.024450963363051414,
-0.005747614428400993,
0.0394618958234787,
0.030554862692952156,
-0.030999815091490746,
0.029915647581219673,
0.04440174624323845,
0.012791803106665611,
0.014783878810703754,
0.06165407970547676,
0.018477048724889755,
-0.03845909982919693,
-0.021339641883969307,
0.005318320356309414,
0.030028004199266434,
-0.03667047619819641,
0.017693793401122093,
0.029442504048347473,
0.0042753685265779495,
-0.04397100210189819,
-0.015317253768444061,
0.06541496515274048,
0.010485224425792694,
-0.0002822142268996686,
0.009591922163963318,
-0.0406513549387455,
-0.0337231270968914,
0.06368285417556763,
-0.00633605383336544,
-0.026368292048573494,
-0.044773392379283905,
-0.006086228881031275,
0.006617066916078329,
0.022157981991767883,
0.039872076362371445,
0.05078645795583725,
-0.029871173202991486,
0.0969502329826355,
-0.01260574720799923,
-0.0031320545822381973,
-0.04778940975666046,
-0.05550571531057358,
0.014258839190006256,
0.06079869344830513,
0.027656685560941696,
0.053303226828575134,
0.0060142348520457745,
-0.05428919941186905,
0.03179796785116196,
0.07489923387765884,
0.06632610410451889,
0.0032374667935073376,
-0.03737315535545349,
0.00307603576220572,
0.008243318647146225,
0.057583507150411606,
-0.050997041165828705,
-0.04256591200828552,
0.02140701375901699,
0.05178862065076828,
-0.0323757641017437,
0.01213913969695568,
-0.008636480197310448,
0.018042797222733498,
-0.029073640704154968,
-0.04502025246620178,
0.04473482817411423,
0.026282917708158493,
0.014293954707682133,
0.00746318232268095,
0.0029983320273458958,
0.011072228662669659,
0.022438449785113335,
0.011274046264588833,
0.006484257522970438,
-0.040267474949359894,
-0.010793203487992287,
0.0032231095246970654,
0.04592324420809746,
-0.02795834094285965,
0.021948514506220818,
-0.003866044105961919,
0.004691920708864927,
0.02165290340781212,
-0.043903056532144547,
0.016540734097361565,
0.012860269285738468,
0.023482130840420723,
-0.03549257293343544,
0.002573286881670356,
-0.0010723934974521399,
0.03071778267621994,
0.06280519813299179,
-0.013816115446388721,
0.06052844971418381,
-0.0044194492511451244,
0.046490538865327835,
0.09574584662914276,
0.03695390373468399,
0.036219168454408646,
0.030401108786463737,
0.07958248257637024,
0.005285091232508421,
-0.0027222586795687675,
0.04698314890265465,
-0.049015533179044724,
0.012379931285977364,
-0.04814070090651512,
0.037993885576725006,
-0.003808500012382865,
-0.0017679429147392511,
0.04598255082964897,
-0.021059248596429825,
-0.0101803969591856,
-0.011967606842517853,
-0.029659586027264595,
-0.022276300936937332,
0.05033675208687782,
0.018689902499318123,
-0.007813587784767151,
-0.00815944280475378,
-0.02911016345024109,
0.030926166102290154,
-0.07732076942920685,
-0.06262420117855072,
0.006421183235943317,
-0.026696331799030304,
0.012164914049208164,
-0.0769980177283287,
-0.030478693544864655,
-0.041681479662656784,
-0.03202170878648758,
0.032291486859321594,
0.03923434019088745,
0.01289006881415844,
-0.019887298345565796,
0.01779046654701233,
-0.02939504384994507,
-0.021027710288763046,
-0.05770973861217499,
-0.03768366202712059,
-0.02305205725133419,
-0.06583108007907867,
0.018793532624840736,
0.019112344831228256,
0.027573179453611374,
-0.006434722803533077,
0.01961704157292843,
-0.0023858724161982536,
-0.03443324193358421,
0.060330118983983994,
0.03282880038022995,
-0.016613850370049477,
-0.04044809192419052,
0.05103294551372528,
0.00423761922866106,
0.019331932067871094,
0.005650806240737438,
-0.04970721900463104,
0.06181459501385689,
0.08178603649139404,
0.023465748876333237,
0.03219121694564819,
-0.0009989530080929399,
-0.06733997166156769,
-0.03498488664627075,
-0.030879946425557137,
-0.07520667463541031,
-0.009171724319458008,
-0.024160047993063927,
-0.04602435231208801,
-0.015296506695449352,
-0.02778797037899494,
-0.004234545864164829,
-0.00973170343786478,
0.0021333133336156607,
0.05402207374572754,
0.05099792033433914,
0.03153228759765625,
0.052130162715911865,
-0.021479040384292603,
-0.018487954512238503,
0.06644758582115173,
-0.005258434452116489,
0.02086634747684002,
-0.07540833204984665,
-0.0001998950756387785,
0.027158357203006744,
0.009633990935981274,
-0.0004812347760889679,
-0.006109774112701416,
0.07457327097654343,
-0.006922692526131868,
-0.0032052667811512947,
0.013217834755778313,
-0.0330970361828804,
-0.01814977638423443,
-0.001767795067280531,
0.0008919443935155869,
-0.01587182842195034,
-0.033220987766981125,
-0.03219679743051529,
0.003657018765807152,
0.04529773071408272,
-0.07067421078681946,
-0.05997278913855553,
-0.014306547120213509,
0.03713187947869301,
0.0028926546219736338,
-0.007605803664773703,
-0.03415433317422867,
0.013275200501084328,
-0.0429440401494503,
-0.037281427532434464,
0.023407483473420143,
0.006775491405278444,
0.012378532439470291,
0.04632158577442169,
0.04798777773976326,
-0.03809613361954689,
0.059689465910196304,
0.04385882243514061,
0.058854840695858,
0.025646328926086426,
-0.035422805696725845,
0.01671004667878151,
-0.0201208908110857,
0.023127350956201553,
-0.004763655364513397,
-0.040213387459516525,
-0.05483854562044144,
-0.08728020638227463,
-0.007049786392599344,
0.016220394521951675,
-0.029550356790423393,
-0.028553497046232224,
0.038633450865745544,
-0.010920100845396519,
-0.01165960356593132,
-0.010849380865693092,
0.03402215987443924,
0.046476852148771286,
-0.045128822326660156,
0.04796776920557022,
-0.002002014545723796,
0.040485817939043045,
-0.04493661969900131,
-0.0062313685193657875,
-0.016963792964816093,
-0.014956229366362095,
-0.010513585060834885,
0.05029726028442383,
0.051789525896310806,
0.03428345173597336,
0.07010242342948914,
0.025655798614025116,
-0.029147250577807426,
0.059400297701358795,
0.021199915558099747,
0.0009254093747586012,
-0.045585352927446365,
-0.00490255793556571,
-0.014292759820818901,
-0.05535905435681343,
-0.00947980023920536,
-0.039950255304574966,
0.018510490655899048,
0.030401689931750298,
0.03116801008582115,
-0.0011972663924098015,
0.0007631448679603636,
-0.044029951095581055,
-0.05439266562461853,
-0.04626866430044174,
-0.04255804046988487,
0.020553581416606903,
-0.008988545276224613,
0.01891828142106533,
0.06496430933475494,
-0.00447059515863657,
0.05398860201239586,
0.051849737763404846,
-0.017223462462425232,
-0.03596893697977066,
0.02661246806383133,
0.02948296256363392,
-0.029155174270272255,
-0.06714531779289246,
-0.04099542647600174,
0.0461127907037735,
0.03667415678501129,
-0.024982862174510956,
-0.08406716585159302,
0.014903404749929905,
0.040936458855867386,
-0.0341060608625412,
0.05355427414178848,
-0.024503545835614204,
0.0481455996632576,
0.05602193623781204,
-0.027248889207839966,
-0.005382047034800053,
-0.032486528158187866,
0.01861526258289814,
0.009239346720278263,
0.04321877658367157,
0.001499309204518795,
-0.015206698328256607,
-0.08732888102531433,
0.006106592249125242,
0.03669917955994606,
0.06744873523712158,
0.03946720063686371,
-0.02212079055607319,
-0.0514163002371788,
0.0042207553051412106,
0.023618942126631737,
-0.10663789510726929,
0.014947008341550827,
0.02573373168706894,
0.03864884376525879,
-0.04636618494987488,
-0.050337567925453186,
-0.0237705297768116,
-0.005867375060915947,
0.05380372703075409,
0.002474009059369564,
-0.017171787098050117,
-0.05969203636050224,
0.022940970957279205,
-0.01904735155403614,
-0.03601640835404396,
-0.08356191962957382,
0.04973763972520828,
-0.03176411986351013,
-0.004757244139909744,
0.03554677963256836,
0.027643688023090363,
0.03353745490312576,
0.040368612855672836,
0.012762967497110367,
0.03530023619532585,
-0.03915021941065788,
0.025442959740757942,
-0.028520196676254272,
-0.01543188001960516,
-0.014491226524114609,
-0.04580734297633171,
-0.02055107057094574,
-0.02418508566915989,
-0.05164634808897972,
-0.05302318185567856,
-0.03947886824607849,
0.025242535397410393,
-0.023516755551099777,
-0.009219671599566936,
-0.022959597408771515,
0.036531683057546616,
-0.022625459358096123,
-0.009112091735005379,
-0.020306693390011787,
-0.046061739325523376,
-0.07049279659986496,
-0.061401888728141785,
0.013228890486061573,
0.00103838462382555,
0.033448100090026855,
0.023134445771574974,
-0.007973258383572102,
0.038705408573150635,
0.008352267555892467,
-0.01865812949836254,
0.031166337430477142,
0.00012267335841897875,
-0.02966790460050106,
-0.05507797375321388,
0.012425058521330357,
0.01637118123471737,
0.04364583268761635,
-0.053814589977264404,
0.04354818910360336,
0.024609234184026718,
-0.02121932990849018,
-0.011321633122861385,
0.0035325740464031696,
0.03247210010886192,
-0.07165462523698807,
-0.06515341997146606,
0.005409230012446642,
-0.03813720867037773,
0.032115571200847626,
0.0039988174103200436,
-0.031479086726903915,
0.0056158374063670635,
0.02923176996409893,
0.046021152287721634,
0.027855439111590385,
-0.01649310812354088,
0.022417817264795303,
0.006882539950311184,
-0.012252019718289375,
-0.05747354403138161,
0.03699022904038429,
-0.023627866059541702,
0.026289047673344612,
0.0004528882564045489,
-0.014177914708852768,
-0.026082850992679596,
0.016519667580723763,
-0.007659063208848238,
-0.002886042697355151,
-0.022575488314032555,
0.02419915609061718,
-0.040242649614810944,
0.046922456473112106,
0.012214472517371178,
0.008744780905544758,
-0.023757584393024445,
0.03579731658101082,
-0.05168914422392845,
-0.012726319022476673,
-0.0483732745051384,
-0.003723313333466649,
-0.03167096525430679,
-0.006884549278765917,
-0.009433610364794731,
-0.04116702452301979,
0.013481278903782368,
0.03440668061375618,
0.02807587757706642,
0.02691701054573059,
-0.015052211470901966,
0.002758258255198598,
-0.0007460261113010347,
-0.03248465806245804,
-0.013183914124965668,
-0.04286937788128853,
-0.008910673670470715,
-0.02116759680211544,
0.06502549350261688,
0.035428695380687714,
-0.02877998538315296,
-0.048379696905612946,
0.05059625953435898,
0.029026726260781288,
-0.0067861550487577915,
-0.004866290371865034,
0.02620958909392357,
0.0353877954185009,
0.0542253777384758,
-0.021551884710788727,
-0.01772904396057129,
-0.006895826198160648,
-0.030563538894057274,
0.03067699819803238,
-0.012691246345639229,
0.009227355942130089,
-0.028412951156497,
-0.03929455578327179,
-0.03205658495426178,
0.0705178752541542,
0.031166085973381996,
0.0045151254162192345,
0.013745253905653954,
-0.01877208799123764,
0.019590280950069427,
0.014105541631579399,
-0.04288366436958313,
0.012023303657770157,
0.035211171954870224,
-0.03589576855301857,
0.0753181129693985,
-0.029079312458634377,
0.03600739687681198,
0.04470053315162659,
0.009630134329199791,
-0.0011874207993969321,
0.028399555012583733,
-0.032383814454078674,
0.008621535263955593,
0.03266565501689911,
-0.05406056344509125,
0.010646113194525242,
-0.02152257040143013,
0.06771091371774673,
-0.08190632611513138,
0.0439113974571228,
0.0546288937330246,
0.010300831869244576,
0.017604155465960503,
-0.029702728614211082,
-0.025362413376569748,
0.033301789313554764,
-0.0378124825656414,
0.0643027126789093,
0.008730893023312092,
-0.06785774230957031,
0.0653194785118103,
0.005520050413906574,
-0.08150272071361542,
0.05845820903778076,
0.05421668291091919,
0.01803291030228138,
0.03837708383798599,
0.05741899833083153,
-0.05507219210267067,
0.023934658616781235,
-0.03054697811603546,
0.01801283098757267,
-0.08561328053474426,
0.018362395465373993,
-0.003018101444467902,
-0.02740827202796936,
-0.04510591924190521,
0.014543662779033184,
-0.019626349210739136,
0.024929773062467575,
0.022263528779149055,
-0.059423718601465225,
-0.04866915941238403,
0.03843703120946884,
0.04761848226189613,
-0.01585833914577961,
0.023524364456534386,
-0.04584605246782303,
0.030111612752079964,
0.023210028186440468,
-0.015063795261085033,
-0.036616336554288864,
0.010424723848700523,
0.03086160682141781,
-0.05429217591881752,
-0.01881910301744938,
0.007470525335520506,
-0.011531985364854336,
-0.020168693736195564,
0.045904844999313354,
0.0048317755572497845,
0.018658043816685677,
0.026300178840756416,
-0.005358587484806776,
0.04893476888537407,
-0.032652825117111206,
-0.018468735739588737,
0.006291709840297699,
0.018172424286603928,
0.033223457634449005,
-0.0107919592410326,
0.032050516456365585,
0.047417305409908295,
0.042757317423820496,
-0.015782218426465988,
-0.041620928794145584,
-0.01962215267121792,
-0.0069130402989685535,
-0.047278374433517456,
0.002253791317343712,
-0.0028072542045265436,
-0.057196035981178284,
-0.04121745005249977,
-0.030675161629915237,
0.005979759618639946,
0.04005679115653038,
-0.04962839558720589,
-0.010319582186639309,
0.04443048685789108,
-0.028788600116968155,
-0.009360076859593391,
-0.07600902765989304,
-0.02609340474009514,
-0.04525056481361389,
0.033802542835474014,
0.008610489778220654,
-0.03815038129687309,
0.013665269128978252,
-0.039383482187986374,
-0.08483768254518509,
0.029123887419700623,
0.033184558153152466,
-0.038294076919555664,
0.07214003801345825,
0.025716926902532578,
-0.050233203917741776,
-0.01118287444114685,
0.04904387146234512,
-0.05983637273311615,
0.03163117915391922,
0.01071950513869524,
0.03758765757083893,
0.019138352945446968,
0.03776652738451958,
-0.009807350113987923,
-0.029163770377635956,
-0.020304404199123383,
-0.04323357343673706,
-0.004459084011614323,
-0.015591052360832691,
0.05214138329029083
] |
DingleyMaillotUrgell/homer-bot | [
"pytorch",
"gpt2",
"text-generation",
"en",
"transformers",
"conversational"
] | conversational | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": 1000
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 12 | null | ---
language:
- ru
- lt
tags:
- translation
license: apache-2.0
---
### rus-lit
* source group: Russian
* target group: Lithuanian
* OPUS readme: [rus-lit](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-lit/README.md)
* model: transformer-align
* source language(s): rus
* target language(s): lit
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-lit/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-lit/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-lit/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.lit | 43.5 | 0.675 |
### System Info:
- hf_name: rus-lit
- source_languages: rus
- target_languages: lit
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-lit/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['ru', 'lt']
- src_constituents: {'rus'}
- tgt_constituents: {'lit'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-lit/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-lit/opus-2020-06-17.test.txt
- src_alpha3: rus
- tgt_alpha3: lit
- short_pair: ru-lt
- chrF2_score: 0.675
- bleu: 43.5
- brevity_penalty: 0.937
- ref_len: 14406.0
- src_name: Russian
- tgt_name: Lithuanian
- train_date: 2020-06-17
- src_alpha2: ru
- tgt_alpha2: lt
- prefer_old: False
- long_pair: rus-lit
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
0.002479123417288065,
-0.03401516005396843,
-0.013239961117506027,
0.03705727308988571,
0.05401303246617317,
0.021004803478717804,
-0.011123732663691044,
-0.008456745184957981,
-0.09294487535953522,
0.05809081345796585,
0.024929439648985863,
-0.01667696237564087,
-0.00963760819286108,
0.0518924780189991,
-0.016093526035547256,
-0.027123374864459038,
-0.022210799157619476,
-0.01753098890185356,
-0.0296653900295496,
-0.03130120411515236,
-0.0102265365421772,
0.009651847183704376,
-0.0111138466745615,
0.03203172981739044,
-0.004493240732699633,
0.02924243174493313,
-0.031763385981321335,
0.02055113948881626,
0.018122045323252678,
-0.06849884241819382,
0.0020118183456361294,
0.003250800771638751,
-0.028562061488628387,
-0.0027195545844733715,
-0.014727302826941013,
0.0008202479803003371,
-0.02433282881975174,
-0.0024877949617803097,
0.058133695274591446,
0.05133897811174393,
0.001618867856450379,
-0.0018285465193912387,
-0.02588735520839691,
-0.0561392568051815,
0.03548852726817131,
0.004528361838310957,
-0.053802620619535446,
-0.008196733891963959,
0.030136533081531525,
-0.023202985525131226,
-0.032330434769392014,
-0.07563085854053497,
-0.02137560024857521,
-0.003592486958950758,
-0.01078092586249113,
0.00029869802528992295,
-0.07008355855941772,
-0.011558178812265396,
0.06475064158439636,
-0.05994874984025955,
-0.042478978633880615,
-0.001586497644893825,
-0.05881423130631447,
0.023380514234304428,
0.03400101140141487,
-0.028831632807850838,
-0.0028794179670512676,
-0.03660503029823303,
0.03509481996297836,
-0.022316783666610718,
0.03446285054087639,
-0.03681068867444992,
0.02588013745844364,
-0.07516821473836899,
-0.01705828495323658,
-0.009678089991211891,
0.01191808469593525,
0.041049208492040634,
-0.03397150710225105,
0.05336969345808029,
0.016142765060067177,
-0.02006983943283558,
0.011908207088708878,
-0.023010138422250748,
-0.03121259994804859,
0.05872184410691261,
-0.030947666615247726,
-0.03466157242655754,
0.007714271545410156,
0.055004432797431946,
-0.057166099548339844,
-0.03398708254098892,
-0.008492565713822842,
-0.03148447722196579,
-0.00039850635221228004,
0.05351797863841057,
0.06954731792211533,
-0.0495707131922245,
0.02189488336443901,
0.02826293557882309,
0.02117965742945671,
0.04678330570459366,
0.0017846606206148863,
0.05226220563054085,
-0.005526657681912184,
-0.0019959486089646816,
-0.007643294055014849,
-0.03138676658272743,
-0.05803986266255379,
0.008734351955354214,
0.02575744315981865,
-0.023655518889427185,
-0.022303931415081024,
0.04032330587506294,
0.009455385617911816,
-0.018496161326766014,
0.061141788959503174,
-0.02280508540570736,
-0.053470440208911896,
-0.04816383495926857,
0.05070154368877411,
0.014948226511478424,
0.0028650767635554075,
0.014526884071528912,
-0.04481920227408409,
0.02335328422486782,
-0.05731632560491562,
-0.041271328926086426,
0.004887294489890337,
0.026542045176029205,
-0.0050969840958714485,
0.02782384492456913,
0.05717714503407478,
-0.08394607901573181,
0.017368299886584282,
-0.01020556129515171,
-0.04272247105836868,
0.06018124520778656,
-0.0014451820170506835,
0.1200752779841423,
-0.04220035299658775,
-0.02124227024614811,
0.0179201178252697,
0.012263520620763302,
-0.010594374500215054,
0.011532474309206009,
0.0038000827189534903,
-0.016213607043027878,
-0.0028356784023344517,
-0.026042575016617775,
0.03749919310212135,
-0.04955895617604256,
-0.03154440596699715,
0.06462489813566208,
0.003385992022231221,
0.01958080567419529,
-0.04119094833731651,
-0.020627079531550407,
0.00813504122197628,
-0.03792456164956093,
-0.041544076055288315,
0.02269648388028145,
0.014440329745411873,
-0.012210920453071594,
-0.038473352789878845,
-0.03908631205558777,
0.014688415452837944,
0.07722111791372299,
-0.008363467641174793,
-0.02748139388859272,
-0.01882297731935978,
-0.017610818147659302,
0.05607098340988159,
0.027152419090270996,
-0.02612490765750408,
0.027124783024191856,
0.041244279593229294,
0.013491502963006496,
0.016413697972893715,
0.05750167742371559,
0.016436642035841942,
-0.04220980405807495,
-0.026758302003145218,
0.010758119635283947,
0.0332176610827446,
-0.035225577652454376,
0.028406260535120964,
0.018486468121409416,
0.007590583525598049,
-0.03627648949623108,
-0.02460138127207756,
0.06431519985198975,
0.0035839667543768883,
0.002069100271910429,
0.023519450798630714,
-0.036776479333639145,
-0.03226226195693016,
0.06787008792161942,
-0.006340061780065298,
-0.01790437661111355,
-0.03637092933058739,
-0.024766743183135986,
0.01874193549156189,
0.021402647718787193,
0.03381900116801262,
0.04700183495879173,
-0.0303705632686615,
0.09078843146562576,
-0.024279216304421425,
0.0037670559249818325,
-0.0400451235473156,
-0.046419136226177216,
0.01585143804550171,
0.05457077547907829,
0.019669320434331894,
0.05360430106520653,
0.0022552276495844126,
-0.0641370490193367,
0.02799672819674015,
0.07865165174007416,
0.07762535661458969,
0.00023625409812666476,
-0.04088681563735008,
0.006013299338519573,
0.0050196838565170765,
0.05368386581540108,
-0.037764985114336014,
-0.04204874858260155,
0.012280968949198723,
0.07167471945285797,
-0.02706332318484783,
0.014432188123464584,
-0.01945437863469124,
0.015444674529135227,
-0.03130989521741867,
-0.05510516092181206,
0.043959811329841614,
0.02292688563466072,
0.018623488023877144,
0.0073942579329013824,
0.002962800906971097,
0.009894606657326221,
0.013631421141326427,
0.014815944246947765,
-0.005788605194538832,
-0.040662359446287155,
-0.008961578831076622,
0.0031324047595262527,
0.03280183672904968,
-0.03264715522527695,
0.025000976398587227,
-0.011072798632085323,
0.0058455015532672405,
0.02236175164580345,
-0.03901448845863342,
0.012929152697324753,
0.01692781411111355,
0.018275123089551926,
-0.027883129194378853,
0.004106756765395403,
-0.010202091187238693,
0.026823615655303,
0.07108762115240097,
-0.005591470282524824,
0.048476461321115494,
-0.0008244296186603606,
0.04354257881641388,
0.10144499689340591,
0.03316998854279518,
0.037015676498413086,
0.029723411425948143,
0.07910387217998505,
-0.0032201933208853006,
-0.006433018017560244,
0.04799671843647957,
-0.05121338367462158,
0.005491367541253567,
-0.04450983554124832,
0.030520444735884666,
-0.007489677518606186,
-0.009057830087840557,
0.03991154953837395,
-0.016537174582481384,
-0.02378362976014614,
-0.008653807453811169,
-0.02896062470972538,
-0.028362518176436424,
0.047831352800130844,
0.02099617011845112,
0.009468541480600834,
-0.013157774694263935,
-0.02204158529639244,
0.024021916091442108,
-0.08103573322296143,
-0.062176547944545746,
0.02233072742819786,
-0.020031211897730827,
0.005278328899294138,
-0.0789608284831047,
-0.028698625043034554,
-0.04780725762248039,
-0.038000501692295074,
0.03495905548334122,
0.040035609155893326,
0.006668941583484411,
-0.013353048823773861,
0.011432931758463383,
-0.039205100387334824,
-0.016220014542341232,
-0.056454192847013474,
-0.022771961987018585,
-0.03574550524353981,
-0.04825355485081673,
0.025005202740430832,
0.01565592922270298,
0.025022979825735092,
-0.014007209800183773,
0.01089559867978096,
-0.019918594509363174,
-0.030255375429987907,
0.06888917833566666,
0.037082940340042114,
-0.013432572595775127,
-0.04044279828667641,
0.049241553992033005,
0.0021031650248914957,
0.01974494569003582,
0.004957897122949362,
-0.04615200683474541,
0.07046620547771454,
0.07341679185628891,
0.0252237468957901,
0.028756532818078995,
-0.00048354925820603967,
-0.0609719380736351,
-0.04076428338885307,
-0.028664248064160347,
-0.06669050455093384,
-0.015455913729965687,
-0.029778186231851578,
-0.058004558086395264,
-0.02544843778014183,
-0.028742237016558647,
0.006870627868920565,
-0.025405587628483772,
0.0036428403109312057,
0.06091484799981117,
0.04950367659330368,
0.03885622322559357,
0.04457497224211693,
-0.04223093390464783,
-0.01930473931133747,
0.07223616540431976,
0.007167627103626728,
0.017518626525998116,
-0.06844056397676468,
-0.006737615913152695,
0.014690452255308628,
0.015440991148352623,
0.0009107236401177943,
-0.012197322212159634,
0.07652030885219574,
-0.006159333046525717,
-0.0010804568883031607,
0.010477227158844471,
-0.015682881698012352,
-0.017986290156841278,
0.0011681559262797236,
-0.011365409940481186,
-0.015668805688619614,
-0.029612502083182335,
-0.03843240812420845,
-0.0009232853190042078,
0.043978121131658554,
-0.06947934627532959,
-0.04653497412800789,
-0.007034752052277327,
0.038756221532821655,
-0.0020295982249081135,
-0.010457459837198257,
-0.038417406380176544,
0.02096484787762165,
-0.028685305267572403,
-0.029924260452389717,
0.023401418700814247,
0.0107179069891572,
0.004979846067726612,
0.04704738035798073,
0.047954317182302475,
-0.03828620910644531,
0.05215480178594589,
0.03708945959806442,
0.05713030323386192,
0.02143735997378826,
-0.032848458737134933,
0.00946408323943615,
-0.03059040755033493,
0.015277499333024025,
-0.0059753223322331905,
-0.03550858050584793,
-0.04300648346543312,
-0.08122579008340836,
0.0018939083674922585,
0.023953929543495178,
-0.02165709063410759,
-0.02462242729961872,
0.03965713456273079,
-0.014105717651546001,
-0.019370513036847115,
-0.009247860871255398,
0.020836712792515755,
0.04582061991095543,
-0.053479500114917755,
0.049668245017528534,
-0.004097008146345615,
0.03777315840125084,
-0.046163409948349,
-0.009528780356049538,
-0.018768921494483948,
-0.015128687024116516,
-0.006518681067973375,
0.0550990030169487,
0.04325401410460472,
0.033613674342632294,
0.0752829909324646,
0.03965762257575989,
-0.02423902414739132,
0.06443608552217484,
0.02276279404759407,
0.004308072384446859,
-0.03204699978232384,
0.008117657154798508,
-0.020194245502352715,
-0.057905931025743484,
-0.010862469673156738,
-0.02784302458167076,
0.01489668246358633,
0.029408195987343788,
0.036224573850631714,
-0.005335770081728697,
-0.011755991727113724,
-0.03438885509967804,
-0.04773169010877609,
-0.044700488448143005,
-0.048237092792987823,
0.013784634880721569,
-0.008706311695277691,
0.038276493549346924,
0.06814105808734894,
0.0002692402631510049,
0.04693344980478287,
0.041507888585329056,
-0.012644984759390354,
-0.027704978361725807,
0.01970650814473629,
0.01439480111002922,
-0.033668629825115204,
-0.06531017273664474,
-0.049079086631536484,
0.0500379279255867,
0.04673653841018677,
-0.02178688906133175,
-0.09979710727930069,
0.015691542997956276,
0.04703708738088608,
-0.03640695661306381,
0.04874403774738312,
-0.025737397372722626,
0.04097133129835129,
0.04823605716228485,
-0.020412607118487358,
-0.007459636777639389,
-0.02896791882812977,
0.013757600449025631,
0.007692975457757711,
0.05337695777416229,
0.005084757227450609,
-0.024640703573822975,
-0.08804527670145035,
0.01502961665391922,
0.0405370332300663,
0.07707604020833969,
0.037561506032943726,
-0.03757319226861,
-0.05724361166357994,
0.00468040257692337,
0.020890919491648674,
-0.0974898561835289,
0.011997558176517487,
0.019385218620300293,
0.04557308927178383,
-0.03920964524149895,
-0.05225560441613197,
-0.020204273983836174,
-0.0058083008043468,
0.05108273774385452,
0.005544503219425678,
-0.009139681234955788,
-0.05673317611217499,
0.03451215475797653,
-0.007334101013839245,
-0.04029605910181999,
-0.08146771043539047,
0.04456743970513344,
-0.019911251962184906,
-0.005476441700011492,
0.03198977932333946,
0.03263163939118385,
0.019171256572008133,
0.044949971139431,
0.005373966880142689,
0.03210354596376419,
-0.027259966358542442,
0.02475816011428833,
-0.023484118282794952,
-0.015019765123724937,
0.004954150877892971,
-0.05055933818221092,
-0.023778561502695084,
-0.014465932734310627,
-0.044761210680007935,
-0.05122729018330574,
-0.05162372067570686,
0.018490083515644073,
-0.023854343220591545,
-0.0071542710065841675,
-0.014796523377299309,
0.048017989844083786,
-0.021782126277685165,
-0.006013646721839905,
-0.02833719365298748,
-0.0420491024851799,
-0.0630110427737236,
-0.047634053975343704,
0.01297150831669569,
0.014942358247935772,
0.03520475700497627,
0.03518666326999664,
-0.013179724104702473,
0.035248201340436935,
0.0057649207301437855,
-0.013210242614150047,
0.038423024117946625,
0.012600792571902275,
-0.033199820667505264,
-0.04725026339292526,
0.01180944498628378,
0.01521617267280817,
0.02671603485941887,
-0.05276291072368622,
0.04334599897265434,
0.017979051917791367,
-0.016810273751616478,
-0.01919718086719513,
0.0039157685823738575,
0.03804846853017807,
-0.07546012848615646,
-0.06889014691114426,
0.003086899174377322,
-0.03914925083518028,
0.036415379494428635,
0.009364022873342037,
-0.029269352555274963,
0.0021186904050409794,
0.03622537851333618,
0.041253138333559036,
0.024355115368962288,
-0.03256435692310333,
0.011100303381681442,
0.003188166068866849,
-0.012951537035405636,
-0.05645836144685745,
0.03252224624156952,
-0.014203415252268314,
0.03393164649605751,
-0.005654311738908291,
-0.013749269768595695,
-0.024974947795271873,
0.02357732318341732,
0.000773743144236505,
-0.007402406539767981,
-0.02022617869079113,
0.030978672206401825,
-0.04912322014570236,
0.04203341156244278,
0.008122717030346394,
0.010339749976992607,
-0.007668157573789358,
0.05248938500881195,
-0.052524108439683914,
-0.022022666409611702,
-0.05263461172580719,
-0.00533153023570776,
-0.030584558844566345,
-0.0012708025751635432,
-0.007573905400931835,
-0.042101290076971054,
0.006604586262255907,
0.036886490881443024,
0.02903527393937111,
0.030909107998013496,
-0.006954047828912735,
-0.0031944734510034323,
-0.0006746965809725225,
-0.03866609185934067,
-0.006661513354629278,
-0.04351971298456192,
-0.016302399337291718,
-0.01918511651456356,
0.06612823158502579,
0.035016365349292755,
-0.035270337015390396,
-0.0503307543694973,
0.04167291522026062,
0.026622191071510315,
-0.013356970623135567,
0.0013897184981033206,
0.033666953444480896,
0.04109342768788338,
0.05778784304857254,
-0.015769004821777344,
-0.006298440508544445,
-0.0064089251682162285,
-0.03880215808749199,
0.026422785595059395,
-0.011912130750715733,
0.022006120532751083,
-0.019322259351611137,
-0.03968849778175354,
-0.027746643871068954,
0.07445910573005676,
0.018153280019760132,
0.006587701849639416,
0.014867862686514854,
-0.022678403183817863,
0.008139136247336864,
0.01842866651713848,
-0.04493602737784386,
0.02907293103635311,
0.03088131546974182,
-0.040809594094753265,
0.07706423103809357,
-0.02184928208589554,
0.03295242786407471,
0.051627349108457565,
0.0038334494456648827,
-0.008221052587032318,
0.014433950185775757,
-0.022311097010970116,
0.00215054489672184,
0.039337750524282455,
-0.04781334102153778,
-0.0032563821878284216,
-0.017302202060818672,
0.06674769520759583,
-0.0881066769361496,
0.049783460795879364,
0.05953644961118698,
0.013509594835340977,
0.011657165363430977,
-0.028812581673264503,
-0.02609613724052906,
0.024702342227101326,
-0.05043795332312584,
0.06384330242872238,
0.01279872003942728,
-0.07838116586208344,
0.06606917083263397,
0.009365825913846493,
-0.07023551315069199,
0.06884908676147461,
0.05418866127729416,
0.022230004891753197,
0.03396453708410263,
0.06784603744745255,
-0.05886608362197876,
0.008955991826951504,
-0.024902570992708206,
0.0019711959175765514,
-0.07665226608514786,
0.01642741449177265,
-0.00641719251871109,
-0.028453404083848,
-0.03947202116250992,
0.018022574484348297,
-0.02851506881415844,
0.028283320367336273,
0.023330511525273323,
-0.04935864359140396,
-0.040576763451099396,
0.02767135016620159,
0.04759956896305084,
-0.011741846799850464,
0.013735812157392502,
-0.032299503684043884,
0.029207853600382805,
0.02405555732548237,
-0.01261370163410902,
-0.054428961127996445,
0.007424959912896156,
0.019657861441373825,
-0.054517973214387894,
-0.023260274901986122,
0.0054555172100663185,
-0.013315774500370026,
-0.026019034907221794,
0.04790385439991951,
0.0033447446767240763,
0.016183719038963318,
0.03316586837172508,
-0.02589874342083931,
0.03431174159049988,
-0.04036996513605118,
-0.013702415861189365,
0.0018115092534571886,
0.007165170274674892,
0.0374244786798954,
-0.012491253204643726,
0.027185535058379173,
0.02250286564230919,
0.052225153893232346,
-0.01490713283419609,
-0.02938200905919075,
-0.01590501330792904,
0.002203074749559164,
-0.04534294828772545,
-0.0014673544792458415,
-0.004371753893792629,
-0.053250402212142944,
-0.050484538078308105,
-0.021776052191853523,
-0.004209252540022135,
0.033633481711149216,
-0.05112222209572792,
-0.005762010347098112,
0.05498896539211273,
-0.041382137686014175,
-0.006331661716103554,
-0.06735793501138687,
-0.015495446510612965,
-0.034578099846839905,
0.03307254984974861,
-0.0006428607739508152,
-0.023032398894429207,
0.025406867265701294,
-0.03535940870642662,
-0.07978492975234985,
0.025977686047554016,
0.034688133746385574,
-0.04311249032616615,
0.07607579976320267,
0.0059621077962219715,
-0.053571656346321106,
-0.004637396894395351,
0.04812410846352577,
-0.057388391345739365,
0.0224754698574543,
0.015160569921135902,
0.03827798739075661,
0.018096573650836945,
0.029948197305202484,
-0.0015237184707075357,
-0.04416247829794884,
-0.010998968034982681,
-0.04307779297232628,
-0.006010531447827816,
-0.013990482315421104,
0.055936723947525024
] |
Dizoid/Lll | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- ru
- no
tags:
- translation
license: apache-2.0
---
### rus-nor
* source group: Russian
* target group: Norwegian
* OPUS readme: [rus-nor](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-nor/README.md)
* model: transformer-align
* source language(s): rus
* target language(s): nno nob
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-nor/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-nor/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-nor/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.nor | 20.3 | 0.418 |
### System Info:
- hf_name: rus-nor
- source_languages: rus
- target_languages: nor
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-nor/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['ru', 'no']
- src_constituents: {'rus'}
- tgt_constituents: {'nob', 'nno'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-nor/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-nor/opus-2020-06-17.test.txt
- src_alpha3: rus
- tgt_alpha3: nor
- short_pair: ru-no
- chrF2_score: 0.418
- bleu: 20.3
- brevity_penalty: 0.946
- ref_len: 11686.0
- src_name: Russian
- tgt_name: Norwegian
- train_date: 2020-06-17
- src_alpha2: ru
- tgt_alpha2: no
- prefer_old: False
- long_pair: rus-nor
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.005420933477580547,
-0.03108110837638378,
-0.0100853918120265,
0.04124270752072334,
0.058753278106451035,
0.01936347596347332,
-0.011229711584746838,
-0.007550706621259451,
-0.08301769196987152,
0.05976785346865654,
0.01823735050857067,
-0.026765206828713417,
-0.014275572262704372,
0.05572772026062012,
-0.018551509827375412,
-0.02772541344165802,
-0.026044785976409912,
-0.013867927715182304,
-0.04045765474438667,
-0.032212994992733,
-0.0031133554875850677,
0.00621298560872674,
-0.012448640540242195,
0.027743706479668617,
-0.0012030211510136724,
0.0381992906332016,
-0.0327812060713768,
0.02525331825017929,
0.021045226603746414,
-0.06448978930711746,
-0.008305718190968037,
-0.009707159362733364,
-0.037430666387081146,
-0.007786406669765711,
-0.02124541997909546,
-0.012127408757805824,
-0.023738868534564972,
0.00562291219830513,
0.05972622334957123,
0.04795674607157707,
-0.009758591651916504,
-0.0027430872432887554,
-0.0172109417617321,
-0.05447147786617279,
0.027079908177256584,
0.006650195457041264,
-0.04630235582590103,
0.0010327891213819385,
0.026159781962633133,
-0.02094658836722374,
-0.03694942593574524,
-0.0594581738114357,
-0.019765686243772507,
0.003303325269371271,
-0.02123017981648445,
-0.0024830931797623634,
-0.07205653935670853,
-0.011112689971923828,
0.06354115158319473,
-0.05495171248912811,
-0.03453141823410988,
0.006383612286299467,
-0.05507717654109001,
0.02012822963297367,
0.03806057199835777,
-0.032121628522872925,
-0.0006961628678254783,
-0.04397452250123024,
0.036707717925310135,
-0.0241833683103323,
0.0309863593429327,
-0.038979917764663696,
0.023311400786042213,
-0.07037922739982605,
-0.023965228348970413,
-0.006372616160660982,
0.023797109723091125,
0.03784193843603134,
-0.03213278576731682,
0.0492769330739975,
0.01160017866641283,
-0.028872860595583916,
0.01520218700170517,
-0.02385714463889599,
-0.02424158714711666,
0.05879717320203781,
-0.024628113955259323,
-0.026919018477201462,
0.012490197084844112,
0.04831264540553093,
-0.05738498643040657,
-0.02711603231728077,
-0.014721367508172989,
-0.02556714043021202,
0.0027147491928189993,
0.051092639565467834,
0.06198392063379288,
-0.04034775495529175,
0.021654706448316574,
0.020802611485123634,
0.01870736852288246,
0.04510410502552986,
0.008864275179803371,
0.051976267248392105,
-0.013197263702750206,
-0.006751577835530043,
-0.014063036069273949,
-0.027691280469298363,
-0.0548538938164711,
0.013951973989605904,
0.02516169473528862,
-0.03017612360417843,
-0.016801059246063232,
0.03397895395755768,
0.007780640386044979,
-0.017363835126161575,
0.05161469057202339,
-0.02644745074212551,
-0.05172203108668327,
-0.05517964065074921,
0.05996464192867279,
0.01645943708717823,
-0.0034204269759356976,
0.01883520931005478,
-0.03930864483118057,
0.03142544627189636,
-0.053398389369249344,
-0.040014490485191345,
0.008958688005805016,
0.02382863499224186,
-0.008926746435463428,
0.022340230643749237,
0.05312445014715195,
-0.08412052690982819,
0.00872766599059105,
-0.008998977951705456,
-0.04377872124314308,
0.05771961435675621,
-0.0016967543633654714,
0.11661388725042343,
-0.03957482799887657,
-0.04399646818637848,
0.014875988475978374,
0.017983851954340935,
-0.009528416208922863,
0.0007888883119449019,
0.0036289591807872057,
-0.020061377435922623,
-0.006215828005224466,
-0.01877245493233204,
0.050628628581762314,
-0.05783013626933098,
-0.015643976628780365,
0.06477399170398712,
0.00011334316513966769,
0.022788837552070618,
-0.041086677461862564,
-0.02386324852705002,
0.006140046752989292,
-0.0306464321911335,
-0.041256651282310486,
0.029664959758520126,
0.01612919196486473,
-0.019218632951378822,
-0.045700959861278534,
-0.04607308655977249,
0.022383907809853554,
0.06445400416851044,
0.003584759309887886,
-0.020614895969629288,
-0.030883969739079475,
-0.011088388971984386,
0.04728896543383598,
0.028452068567276,
-0.027649790048599243,
0.03360177204012871,
0.04685285687446594,
0.00933041237294674,
0.012842902913689613,
0.06704206019639969,
0.012555795721709728,
-0.049411285668611526,
-0.030503390356898308,
0.01638750731945038,
0.028391575440764427,
-0.03516656905412674,
0.01836918480694294,
0.0242418572306633,
0.0035613656509667635,
-0.044315405189991,
-0.024547889828681946,
0.0590418241918087,
-0.0003917472786270082,
-0.0014820309588685632,
0.01547103188931942,
-0.03207264468073845,
-0.028924213722348213,
0.06614618003368378,
0.001558549702167511,
-0.02153770811855793,
-0.03586015850305557,
-0.014965646900236607,
0.01737663708627224,
0.013197693973779678,
0.037487149238586426,
0.041313134133815765,
-0.026775173842906952,
0.09655343741178513,
-0.018238401040434837,
-0.003828410292044282,
-0.041467733681201935,
-0.05345523729920387,
0.0164983831346035,
0.0613112635910511,
0.03335682675242424,
0.04872670769691467,
0.008921765722334385,
-0.05615685507655144,
0.028036678209900856,
0.07535095512866974,
0.07650718092918396,
0.004697516094893217,
-0.03586303070187569,
0.006983666215091944,
-0.00007512482261518016,
0.04329814016819,
-0.04527125135064125,
-0.04373227059841156,
0.018907977268099785,
0.05969727784395218,
-0.031065048649907112,
0.01905880495905876,
-0.013900254853069782,
0.01472555287182331,
-0.03522308170795441,
-0.05817851051688194,
0.044526681303977966,
0.01605938747525215,
0.005375106353312731,
0.011751080863177776,
-0.0008950961637310684,
0.013004735112190247,
0.024502288550138474,
0.00972139835357666,
-0.0007004290237091482,
-0.03576333448290825,
-0.001708148862235248,
0.002853742567822337,
0.034960951656103134,
-0.02893204428255558,
0.02144564874470234,
-0.00858251377940178,
0.006841389462351799,
0.036321010440588,
-0.0512656606733799,
0.014382747001945972,
0.016582025215029716,
0.021899355575442314,
-0.03701101616024971,
0.0040135132148861885,
-0.0011549924965947866,
0.0301528163254261,
0.06402980536222458,
-0.009333695285022259,
0.052031174302101135,
-0.0014170535141602159,
0.04804001748561859,
0.10144542157649994,
0.03353022411465645,
0.03541520982980728,
0.034074023365974426,
0.06768133491277695,
0.005320523865520954,
-0.017895575612783432,
0.04392692819237709,
-0.05259484425187111,
0.010974922217428684,
-0.045084673911333084,
0.028231322765350342,
0.0015336477663367987,
0.00037243205588310957,
0.032950855791568756,
-0.011708637699484825,
-0.028635935857892036,
-0.008884168229997158,
-0.02769617550075054,
-0.027372248470783234,
0.055087555199861526,
0.0202016681432724,
0.006914385128766298,
-0.003935657441616058,
-0.015608827583491802,
0.026028219610452652,
-0.07916723191738129,
-0.05327422916889191,
0.017813168466091156,
-0.02285958081483841,
0.003699653083458543,
-0.06901601701974869,
-0.03196963667869568,
-0.05050000548362732,
-0.0322534553706646,
0.028103448450565338,
0.04337938502430916,
0.007958664558827877,
-0.01528400182723999,
0.01803729496896267,
-0.032098207622766495,
-0.01966490037739277,
-0.05883705988526344,
-0.030842354521155357,
-0.03908338025212288,
-0.058213066309690475,
0.02115628495812416,
0.029297612607479095,
0.029523955658078194,
-0.0099309291690588,
0.01690378226339817,
-0.011780155822634697,
-0.03222686052322388,
0.07103829085826874,
0.03338193520903587,
-0.01719963550567627,
-0.03146984428167343,
0.04866812378168106,
0.001609293045476079,
0.009239946492016315,
0.0011208134237676859,
-0.03892729803919792,
0.06819280982017517,
0.07985953986644745,
0.024609694257378578,
0.020862823352217674,
0.005006096791476011,
-0.0675911083817482,
-0.04383938014507294,
-0.0373954176902771,
-0.07062544673681259,
-0.009343915618956089,
-0.0260560791939497,
-0.04973437637090683,
-0.012569237500429153,
-0.03216415271162987,
-0.0019129910506308079,
-0.014144355431199074,
0.003972530364990234,
0.055458083748817444,
0.04927214980125427,
0.032906144857406616,
0.04384373873472214,
-0.023330802097916603,
-0.021098153665661812,
0.0694827288389206,
-0.007832747884094715,
0.01863976940512657,
-0.06619039177894592,
-0.003335505723953247,
0.03293594345450401,
0.006574136670678854,
0.004518004134297371,
-0.007213791832327843,
0.0754799023270607,
-0.005389561876654625,
-0.003180287079885602,
0.01234961487352848,
-0.021988175809383392,
-0.02124888263642788,
0.010035493411123753,
-0.008679023943841457,
-0.030938835814595222,
-0.03316173329949379,
-0.03486311808228493,
0.009303075261414051,
0.04397750645875931,
-0.07125147432088852,
-0.054107822477817535,
-0.015449258498847485,
0.040024708956480026,
-0.0025203668046742678,
-0.0038755822461098433,
-0.03417437896132469,
0.015717478469014168,
-0.032118480652570724,
-0.027045439928770065,
0.013272461481392384,
0.011787688359618187,
0.013159911148250103,
0.04862010478973389,
0.04914532229304314,
-0.03269274905323982,
0.05804729834198952,
0.04215747117996216,
0.04838714748620987,
0.024447469040751457,
-0.03581806272268295,
0.017301376909017563,
-0.026192190125584602,
0.02094683237373829,
-0.013395375572144985,
-0.04488106817007065,
-0.04940590634942055,
-0.08132869005203247,
0.0021929594222456217,
0.015569163486361504,
-0.029459595680236816,
-0.019540095701813698,
0.03673582524061203,
-0.013075852766633034,
-0.00501035712659359,
-0.013027284294366837,
0.020625440403819084,
0.044252168387174606,
-0.05740675702691078,
0.05303977429866791,
-0.01693105697631836,
0.030271124094724655,
-0.04506164416670799,
-0.007075340021401644,
-0.021194549277424812,
-0.015190016478300095,
-0.0022504953667521477,
0.04957911744713783,
0.0427352637052536,
0.035051584243774414,
0.07749228179454803,
0.029938463121652603,
-0.03028695657849312,
0.05694892629981041,
0.021942896768450737,
0.0037069739773869514,
-0.03558064252138138,
0.001756207668222487,
-0.012060745619237423,
-0.05977175757288933,
-0.005129966884851456,
-0.03241964429616928,
0.015505851246416569,
0.03315642848610878,
0.03669207915663719,
-0.010966361500322819,
-0.0035232193768024445,
-0.03413207456469536,
-0.05648202449083328,
-0.050483569502830505,
-0.05206263065338135,
0.01489254180341959,
-0.003415819024667144,
0.027581006288528442,
0.05776794254779816,
-0.0021145003847777843,
0.05180436745285988,
0.05366102233529091,
-0.021278463304042816,
-0.028560705482959747,
0.028568603098392487,
0.023648418486118317,
-0.020964449271559715,
-0.06487861275672913,
-0.047493867576122284,
0.05306015908718109,
0.04263267666101456,
-0.03175561502575874,
-0.0770784243941307,
0.010577237233519554,
0.04839511588215828,
-0.029045797884464264,
0.057905588299036026,
-0.02345551736652851,
0.05093524977564812,
0.04573022946715355,
-0.023226357996463776,
-0.005993652157485485,
-0.036662500351667404,
0.032192643731832504,
0.0030449286568909883,
0.04715080186724663,
0.0016795623814687133,
-0.023987282067537308,
-0.08829005062580109,
0.011155622079968452,
0.03929389640688896,
0.07023607939481735,
0.044496409595012665,
-0.026602067053318024,
-0.05939500778913498,
0.002404363825917244,
0.024566760286688805,
-0.10090234875679016,
0.025323830544948578,
0.03079090267419815,
0.04391483590006828,
-0.04817625507712364,
-0.06093787029385567,
-0.014998138882219791,
-0.005818324629217386,
0.049709126353263855,
0.0040001352317631245,
-0.02845046855509281,
-0.058225613087415695,
0.027078792452812195,
-0.011919962242245674,
-0.032449617981910706,
-0.08608030527830124,
0.047145456075668335,
-0.028176303952932358,
-0.01390000618994236,
0.024883689358830452,
0.028143789619207382,
0.019736921414732933,
0.04449129104614258,
0.0073327249847352505,
0.03422364220023155,
-0.04362780228257179,
0.019770653918385506,
-0.024201344698667526,
-0.01248948648571968,
-0.01364872045814991,
-0.041884493082761765,
-0.020260773599147797,
-0.013223126530647278,
-0.052405860275030136,
-0.05070125684142113,
-0.04482953995466232,
0.022490251809358597,
-0.01593436673283577,
-0.008384471759200096,
-0.021028604358434677,
0.04436871036887169,
-0.014694088138639927,
-0.019520698115229607,
-0.014968585222959518,
-0.05052897706627846,
-0.06184927746653557,
-0.05141349881887436,
0.017923938110470772,
0.01433104369789362,
0.03333202004432678,
0.034262459725141525,
-0.016337936744093895,
0.03380470722913742,
0.01180101465433836,
-0.02233554795384407,
0.03569813817739487,
0.0017995351227000356,
-0.03469664603471756,
-0.04800867661833763,
0.016813255846500397,
0.020568406209349632,
0.042290087789297104,
-0.05128563567996025,
0.039546579122543335,
0.019514011219143867,
-0.028623666614294052,
-0.024929841980338097,
0.005407693795859814,
0.03458189219236374,
-0.0667726919054985,
-0.07084161788225174,
0.008404687978327274,
-0.036584243178367615,
0.028610602021217346,
-0.004176715854555368,
-0.028156019747257233,
0.0063329096883535385,
0.02944217622280121,
0.040091365575790405,
0.029260043054819107,
-0.022994687780737877,
0.019805297255516052,
0.0061240410432219505,
-0.009212562814354897,
-0.057454418390989304,
0.039517320692539215,
-0.012082773260772228,
0.022717278450727463,
-0.0032310853712260723,
-0.009440401569008827,
-0.025046169757843018,
0.02003166638314724,
-0.002917650155723095,
-0.012855671346187592,
-0.018013160675764084,
0.025090692564845085,
-0.04393104836344719,
0.04358071833848953,
0.009081656113266945,
0.014855628833174706,
-0.017488256096839905,
0.04554915428161621,
-0.050862520933151245,
-0.018731197342276573,
-0.043527960777282715,
0.0023272100370377302,
-0.0264082420617342,
-0.0030342142563313246,
-0.00004024933878099546,
-0.05512251704931259,
0.02142331935465336,
0.03402397409081459,
0.01653335615992546,
0.02193267270922661,
-0.01621660217642784,
-0.005872006993740797,
-0.0006007876363582909,
-0.04042618349194527,
-0.013959944248199463,
-0.04447173699736595,
-0.01196607667952776,
-0.015444948337972164,
0.06253771483898163,
0.03146594390273094,
-0.03569776192307472,
-0.04797268658876419,
0.052903011441230774,
0.03515598922967911,
-0.0053479415364563465,
0.003080794122070074,
0.03773493319749832,
0.03532836586236954,
0.060617972165346146,
-0.02266380935907364,
-0.01676715351641178,
-0.006698623765259981,
-0.034559186547994614,
0.029510430991649628,
-0.00888660829514265,
0.02060956321656704,
-0.022684371098876,
-0.04035074636340141,
-0.03332729637622833,
0.06937047839164734,
0.028099101036787033,
0.001629905542358756,
0.019216837361454964,
-0.027568647637963295,
0.009168636053800583,
0.029543351382017136,
-0.05029985308647156,
0.014123275876045227,
0.03052356466650963,
-0.042303416877985,
0.07769182324409485,
-0.027833951637148857,
0.03369642794132233,
0.051296770572662354,
0.008238431066274643,
0.002345287473872304,
0.03323676809668541,
-0.025350112468004227,
0.00460392888635397,
0.040446504950523376,
-0.05634845793247223,
0.00298410770483315,
-0.02001383900642395,
0.06793750077486038,
-0.08263374865055084,
0.04877587407827377,
0.04825195297598839,
0.007036789786070585,
0.007118431851267815,
-0.021982088685035706,
-0.025012711063027382,
0.030556589365005493,
-0.0385013073682785,
0.06988207250833511,
0.02173636481165886,
-0.06981578469276428,
0.07386454194784164,
0.007055065128952265,
-0.07618707418441772,
0.059260256588459015,
0.05757436901330948,
0.019527407363057137,
0.037715233862400055,
0.0682077556848526,
-0.058511923998594284,
0.021021651104092598,
-0.025514960289001465,
0.016994021832942963,
-0.08551492542028427,
0.01043359749019146,
0.008819474838674068,
-0.027606524527072906,
-0.0456668920814991,
0.019883044064044952,
-0.03417355567216873,
0.0322578027844429,
0.020467175170779228,
-0.05489327013492584,
-0.04434085264801979,
0.034688595682382584,
0.04773598536849022,
-0.019411051645874977,
0.011316544376313686,
-0.040412046015262604,
0.02356558106839657,
0.023119406774640083,
-0.0129682132974267,
-0.05337971821427345,
0.002798269037157297,
0.024361275136470795,
-0.05676213279366493,
-0.020205684006214142,
0.01065661758184433,
-0.006607158109545708,
-0.02461448684334755,
0.058523327112197876,
0.010297229513525963,
0.019957371056079865,
0.025698157027363777,
-0.020773865282535553,
0.036371614784002304,
-0.03298674896359444,
-0.007539481855928898,
0.0016842291224747896,
0.019359009340405464,
0.03445262834429741,
-0.006947539281100035,
0.028038430958986282,
0.03930835798382759,
0.04863852635025978,
-0.015281595289707184,
-0.03581732138991356,
-0.02130122110247612,
0.002212179359048605,
-0.04929804056882858,
-0.0037119966000318527,
-0.012246423400938511,
-0.054055310785770416,
-0.04777539148926735,
-0.027539087459445,
-0.006613635923713446,
0.03675173223018646,
-0.04711325839161873,
-0.002947582397609949,
0.04611806944012642,
-0.037625789642333984,
-0.01700485870242119,
-0.076233871281147,
-0.024015218019485474,
-0.037196818739175797,
0.02765542082488537,
0.012392120435833931,
-0.025658337399363518,
0.017966534942388535,
-0.02890671417117119,
-0.0765230730175972,
0.034451358020305634,
0.040180787444114685,
-0.03802192211151123,
0.07260747998952866,
0.017496494576334953,
-0.04535955935716629,
-0.01295807771384716,
0.05424722656607628,
-0.0636448934674263,
0.0335339680314064,
0.0019349375506862998,
0.031678780913352966,
0.020824439823627472,
0.02859107404947281,
-0.008515434339642525,
-0.040037933737039566,
-0.017172908410429955,
-0.039010386914014816,
-0.0008231064421124756,
-0.011511287651956081,
0.05665617436170578
] |
Dkwkk/Da | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- ru
- sl
tags:
- translation
license: apache-2.0
---
### rus-slv
* source group: Russian
* target group: Slovenian
* OPUS readme: [rus-slv](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-slv/README.md)
* model: transformer-align
* source language(s): rus
* target language(s): slv
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-slv/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-slv/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-slv/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.slv | 32.3 | 0.492 |
### System Info:
- hf_name: rus-slv
- source_languages: rus
- target_languages: slv
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/rus-slv/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['ru', 'sl']
- src_constituents: {'rus'}
- tgt_constituents: {'slv'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-slv/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/rus-slv/opus-2020-06-17.test.txt
- src_alpha3: rus
- tgt_alpha3: slv
- short_pair: ru-sl
- chrF2_score: 0.49200000000000005
- bleu: 32.3
- brevity_penalty: 0.992
- ref_len: 2135.0
- src_name: Russian
- tgt_name: Slovenian
- train_date: 2020-06-17
- src_alpha2: ru
- tgt_alpha2: sl
- prefer_old: False
- long_pair: rus-slv
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0031977370381355286,
-0.03205454722046852,
-0.01500378455966711,
0.03724714368581772,
0.058694060891866684,
0.021672455593943596,
-0.00623663142323494,
0.008549833670258522,
-0.08726894855499268,
0.06397119164466858,
0.01079593412578106,
-0.02540377900004387,
-0.003716690232977271,
0.05560916289687157,
-0.013250655494630337,
-0.023195011541247368,
-0.02995728887617588,
-0.018252607434988022,
-0.04139970242977142,
-0.03009049966931343,
-0.0053792716935276985,
0.011395405977964401,
-0.011626695282757282,
0.02768886461853981,
-0.003792267292737961,
0.0326315201818943,
-0.0360565185546875,
0.019892416894435883,
0.015260200016200542,
-0.06661636382341385,
-0.005134650971740484,
-0.0039905705489218235,
-0.040182266384363174,
-0.0073082176968455315,
-0.014036889187991619,
-0.003603237448260188,
-0.02427334524691105,
0.007722110487520695,
0.059328336268663406,
0.047031354159116745,
-0.00030707064433954656,
0.002306500216946006,
-0.019536735489964485,
-0.05618923902511597,
0.0393202044069767,
0.00438089482486248,
-0.05834615230560303,
-0.00156803906429559,
0.018507303670048714,
-0.01843377761542797,
-0.038869719952344894,
-0.06915104389190674,
-0.018090305849909782,
-0.004164065234363079,
-0.029277291148900986,
-0.000608850852586329,
-0.07261598855257034,
-0.006999240722507238,
0.06145757809281349,
-0.05782978981733322,
-0.036022428423166275,
0.004412464797496796,
-0.05684025585651398,
0.020602775737643242,
0.035022858530282974,
-0.02604595758020878,
-0.0032097853254526854,
-0.045458126813173294,
0.035236239433288574,
-0.019320525228977203,
0.02909606508910656,
-0.029758162796497345,
0.029558097943663597,
-0.06668266654014587,
-0.023001013323664665,
-0.004654246848076582,
0.014851996675133705,
0.04260054603219032,
-0.031077561900019646,
0.05102623999118805,
0.013766738586127758,
-0.025395439937710762,
0.016567319631576538,
-0.024818409234285355,
-0.03171882778406143,
0.057200342416763306,
-0.024744125083088875,
-0.028262659907341003,
0.010717819444835186,
0.051787376403808594,
-0.05970175191760063,
-0.03082212619483471,
-0.02051086165010929,
-0.0358995720744133,
0.008165281265974045,
0.05113060399889946,
0.06376586854457855,
-0.04040583223104477,
0.023735258728265762,
0.02762376144528389,
0.014733340591192245,
0.035979509353637695,
0.008632657118141651,
0.05367329344153404,
-0.0024663752410560846,
-0.0017466257559135556,
-0.0035915388725697994,
-0.0325198620557785,
-0.04768424108624458,
0.005531097296625376,
0.020834466442465782,
-0.026697682216763496,
-0.013338815420866013,
0.040880560874938965,
0.005856037605553865,
-0.01959758624434471,
0.05992976948618889,
-0.023157868534326553,
-0.045225758105516434,
-0.0570942647755146,
0.05538978427648544,
0.02313479222357273,
-0.001587673556059599,
0.02567940577864647,
-0.04065058380365372,
0.02134227193892002,
-0.05113682523369789,
-0.04295002669095993,
0.010095076635479927,
0.025950005277991295,
-0.00009391416824655607,
0.03315481171011925,
0.052856456488370895,
-0.08691675215959549,
0.01440042071044445,
-0.005255369935184717,
-0.04229944199323654,
0.061132658272981644,
-0.0038198705296963453,
0.11837704479694366,
-0.04353046044707298,
-0.028148092329502106,
0.010702760890126228,
0.006082420237362385,
-0.014502354897558689,
0.009492429904639721,
0.009084532037377357,
-0.019678525626659393,
0.006092611700296402,
-0.020171865820884705,
0.05191268026828766,
-0.04984385892748833,
-0.023587603121995926,
0.06366854161024094,
-0.0014436377678066492,
0.009944566525518894,
-0.04352942481637001,
-0.03467728570103645,
0.009040686301887035,
-0.032285936176776886,
-0.039242979139089584,
0.017933158203959465,
0.011105629615485668,
-0.016516854986548424,
-0.03257749229669571,
-0.03593531250953674,
0.03132208436727524,
0.070102758705616,
-0.0008151720394380391,
-0.02874852903187275,
-0.019442936405539513,
-0.016014564782381058,
0.046948615461587906,
0.025525886565446854,
-0.029968122020363808,
0.031417880207300186,
0.03640319034457207,
0.006643447559326887,
0.01674930937588215,
0.056980159133672714,
0.01217816211283207,
-0.0365300290286541,
-0.03443269431591034,
0.01533892285078764,
0.027932198718190193,
-0.03617120534181595,
0.022674893960356712,
0.01689557358622551,
0.005536053329706192,
-0.042014673352241516,
-0.03232787549495697,
0.06066448986530304,
0.0007526340777985752,
0.00004867384996032342,
0.015631450340151787,
-0.03421749174594879,
-0.03436962515115738,
0.06527672708034515,
0.003919219132512808,
-0.026618072763085365,
-0.04208896681666374,
-0.023924512788653374,
0.015270084142684937,
0.012949446216225624,
0.034116946160793304,
0.04440953582525253,
-0.030602343380451202,
0.090694859623909,
-0.01891743764281273,
-0.0017917245859280229,
-0.042399343103170395,
-0.057016078382730484,
0.017552034929394722,
0.0666603147983551,
0.024347834289073944,
0.05403951182961464,
0.005145951174199581,
-0.060021355748176575,
0.03147081285715103,
0.07160833477973938,
0.07315518707036972,
-0.0035013637971132994,
-0.03598992899060249,
0.004481122829020023,
-0.000830855336971581,
0.05592610687017441,
-0.04028724879026413,
-0.04493147134780884,
0.009565925225615501,
0.06322354823350906,
-0.032163653522729874,
0.02109653316438198,
-0.014039825648069382,
0.015685295686125755,
-0.03297967091202736,
-0.050616852939128876,
0.04292784258723259,
0.02401265688240528,
0.019580259919166565,
0.014571531675755978,
-0.002312703290954232,
0.006521062459796667,
0.01060131099075079,
0.012452957220375538,
-0.0010718733537942171,
-0.04272015392780304,
-0.0021973936818540096,
0.00007812416879460216,
0.038805969059467316,
-0.032902587205171585,
0.019183112308382988,
-0.00614401139318943,
-0.00040862068999558687,
0.030503708869218826,
-0.04676206409931183,
0.018010884523391724,
0.017674170434474945,
0.023933453485369682,
-0.03301640972495079,
-0.0034812570083886385,
0.00010975067561957985,
0.028469298034906387,
0.06962328404188156,
-0.010446647182106972,
0.05505260452628136,
0.0022900861222296953,
0.052149076014757156,
0.1057148426771164,
0.030795030295848846,
0.03527818247675896,
0.036770038306713104,
0.07678153365850449,
0.005565746687352657,
-0.008767038583755493,
0.03997114300727844,
-0.0512370802462101,
0.006904291454702616,
-0.048029135912656784,
0.018867775797843933,
-0.006228641141206026,
0.0017613923409953713,
0.03723950684070587,
-0.021467037498950958,
-0.0275279451161623,
-0.012943372130393982,
-0.02649802528321743,
-0.028074558824300766,
0.051034994423389435,
0.012082100845873356,
0.009720958769321442,
-0.008499234914779663,
-0.023022031411528587,
0.016772814095020294,
-0.07962048053741455,
-0.061820607632398605,
0.017958352342247963,
-0.025994280353188515,
0.00359530420973897,
-0.07363875955343246,
-0.02206583134829998,
-0.051883697509765625,
-0.03011644259095192,
0.03370709344744682,
0.043630942702293396,
-0.002115328563377261,
-0.019752787426114082,
0.013410505838692188,
-0.03591654449701309,
-0.019960835576057434,
-0.0532514825463295,
-0.028165457770228386,
-0.030174285173416138,
-0.05402209982275963,
0.0184320081025362,
0.023641245439648628,
0.03087574429810047,
-0.016531439498066902,
0.01926145888864994,
-0.011490612290799618,
-0.03252315893769264,
0.07374612987041473,
0.03617556020617485,
-0.011716386303305626,
-0.03792859986424446,
0.05113103613257408,
0.00024055568792391568,
0.009539814665913582,
0.004704618360847235,
-0.042998287826776505,
0.06989601999521255,
0.07610837370157242,
0.02135300077497959,
0.01877516321837902,
0.0012548522790893912,
-0.07914195209741592,
-0.03851990029215813,
-0.03799818828701973,
-0.07247757911682129,
-0.011353230103850365,
-0.02912667952477932,
-0.051094900816679,
-0.01830933801829815,
-0.031792424619197845,
-0.0015919627621769905,
-0.018541855737566948,
-0.004283316899091005,
0.05968927592039108,
0.04845010116696358,
0.034236133098602295,
0.046839818358421326,
-0.02835206687450409,
-0.01679990068078041,
0.06608826667070389,
-0.003012311179190874,
0.011504927650094032,
-0.07178603112697601,
0.005977548658847809,
0.021561510860919952,
0.0032745646312832832,
0.004632045514881611,
-0.0030547836795449257,
0.07815011590719223,
-0.009431225247681141,
-0.005328421480953693,
0.006873002741485834,
-0.023827947676181793,
-0.0223480723798275,
0.005726007279008627,
-0.0053900242783129215,
-0.021229632198810577,
-0.03246314078569412,
-0.03421385586261749,
0.011357717216014862,
0.038443487137556076,
-0.07587690651416779,
-0.05475522205233574,
-0.014495768584311008,
0.04341530054807663,
-0.008187239058315754,
-0.004897396545857191,
-0.041949763894081116,
0.016210561618208885,
-0.03676958009600639,
-0.03422842547297478,
0.026303846389055252,
0.019502753391861916,
0.0017078013624995947,
0.04130655527114868,
0.045308906584978104,
-0.034823186695575714,
0.04868145287036896,
0.042697660624980927,
0.049066439270973206,
0.02576303482055664,
-0.03616900369524956,
0.010566665790975094,
-0.027287796139717102,
0.026668382808566093,
-0.0039085764437913895,
-0.04441210255026817,
-0.04397806152701378,
-0.08597980439662933,
-0.00566398911178112,
0.028611427173018456,
-0.019314127042889595,
-0.024270931258797646,
0.031331975013017654,
-0.010135089047253132,
-0.0211735051125288,
-0.020712897181510925,
0.02371356636285782,
0.04625985398888588,
-0.05950341373682022,
0.05875439941883087,
0.0030523419845849276,
0.03602562099695206,
-0.04331614449620247,
-0.007474330719560385,
-0.021943924948573112,
-0.015441733412444592,
-0.0014260918833315372,
0.043048348277807236,
0.047978147864341736,
0.04044857621192932,
0.07528355717658997,
0.023039482533931732,
-0.030017944052815437,
0.054748743772506714,
0.01908102072775364,
-0.003524759318679571,
-0.032240502536296844,
-0.0008290719124488533,
-0.01297827810049057,
-0.056297268718481064,
-0.009090262465178967,
-0.03295673802495003,
0.016790295019745827,
0.027523523196578026,
0.031483348459005356,
-0.007582423742860556,
-0.00455582607537508,
-0.03320746868848801,
-0.05617571994662285,
-0.05106315389275551,
-0.0501515232026577,
0.021803123876452446,
-0.00850264634937048,
0.030289482325315475,
0.07460816949605942,
-0.006413168739527464,
0.04725087061524391,
0.05256769061088562,
-0.023867199197411537,
-0.03958185389637947,
0.027021070942282677,
0.021470259875059128,
-0.018907714635133743,
-0.06580521911382675,
-0.05022465065121651,
0.054780155420303345,
0.03532291576266289,
-0.024381689727306366,
-0.08205033838748932,
0.00767877884209156,
0.04450158402323723,
-0.02891027368605137,
0.05226944386959076,
-0.029820824041962624,
0.056472573429346085,
0.04285487160086632,
-0.02378804236650467,
-0.0070053162053227425,
-0.03727104142308235,
0.018159404397010803,
0.0018056235276162624,
0.05406196787953377,
0.00007843061030143872,
-0.01802024058997631,
-0.0887802243232727,
0.01756259799003601,
0.037377506494522095,
0.07457323372364044,
0.044224414974451065,
-0.034206971526145935,
-0.058987535536289215,
-0.01607378013432026,
0.02880077436566353,
-0.1039673462510109,
0.015016417019069195,
0.022529305890202522,
0.03693454712629318,
-0.041491009294986725,
-0.05365293473005295,
-0.019109124317765236,
-0.011880557052791119,
0.04743852838873863,
0.011551371775567532,
-0.02493279241025448,
-0.06203269585967064,
0.027806498110294342,
-0.011965303681790829,
-0.03400569409132004,
-0.0813061073422432,
0.04675215110182762,
-0.030536318197846413,
-0.009391519241034985,
0.024763595312833786,
0.038178760558366776,
0.02101663127541542,
0.046063389629125595,
0.0022514937445521355,
0.02403029054403305,
-0.036668431013822556,
0.02453845925629139,
-0.022123701870441437,
-0.020365705713629723,
-0.009448666125535965,
-0.04411075636744499,
-0.020024411380290985,
-0.013054748065769672,
-0.048086464405059814,
-0.04701177403330803,
-0.047762565314769745,
0.016151878982782364,
-0.012340756133198738,
-0.0143329668790102,
-0.01657629758119583,
0.04604261368513107,
-0.02024136111140251,
-0.013415067456662655,
-0.028161577880382538,
-0.04240110516548157,
-0.05408775806427002,
-0.050290241837501526,
0.020704329013824463,
0.014503711834549904,
0.038811128586530685,
0.033004917204380035,
-0.013349060900509357,
0.03193400800228119,
0.007639243733137846,
-0.018399229273200035,
0.03550322726368904,
0.017135728150606155,
-0.02995193563401699,
-0.04472484439611435,
0.004677535500377417,
0.019759954884648323,
0.03857410326600075,
-0.053810570389032364,
0.03822598233819008,
0.025420425459742546,
-0.032894380390644073,
-0.01962396688759327,
0.004655707627534866,
0.034647297114133835,
-0.07107225060462952,
-0.0673263818025589,
0.0038683239836245775,
-0.03130281716585159,
0.02845502644777298,
0.005742327310144901,
-0.030339045450091362,
0.002620327053591609,
0.024586394429206848,
0.0420016273856163,
0.030893374234437943,
-0.027979984879493713,
0.023002196103334427,
-0.003962936345487833,
-0.018206533044576645,
-0.05358314886689186,
0.044200289994478226,
-0.01710493490099907,
0.024856790900230408,
-0.005470322445034981,
-0.010013503022491932,
-0.026672346517443657,
0.022931400686502457,
-0.008619656786322594,
-0.003405546071007848,
-0.021116457879543304,
0.02333133853971958,
-0.04661153629422188,
0.045993443578481674,
0.01734534464776516,
0.007139457855373621,
-0.013073455542325974,
0.05271334946155548,
-0.04608715698122978,
-0.015306496992707253,
-0.044558484107255936,
0.000796108681242913,
-0.026115328073501587,
-0.0054755909368395805,
-0.011173803359270096,
-0.04638681933283806,
0.013645900413393974,
0.03637994825839996,
0.02834167145192623,
0.03029726631939411,
-0.020810537040233612,
-0.010888738557696342,
-0.0037098610773682594,
-0.03930820897221565,
-0.012122679501771927,
-0.043218571692705154,
-0.004736041650176048,
-0.027888355776667595,
0.07180698961019516,
0.036493122577667236,
-0.02737697958946228,
-0.04756008833646774,
0.04314354062080383,
0.03622635826468468,
-0.014755510725080967,
0.002248053438961506,
0.029131831601262093,
0.032209135591983795,
0.05585894361138344,
-0.013474863953888416,
-0.016257310286164284,
-0.0076801287941634655,
-0.04134624823927879,
0.029444310814142227,
-0.006989102344959974,
0.02572881057858467,
-0.030317487195134163,
-0.034459955990314484,
-0.02747022919356823,
0.06223079562187195,
0.02259043976664543,
0.008876437321305275,
0.009657815098762512,
-0.019472628831863403,
0.007486983668059111,
0.019808394834399223,
-0.03773150593042374,
0.021022172644734383,
0.035204920917749405,
-0.044762834906578064,
0.08232133835554123,
-0.03500676900148392,
0.03000021167099476,
0.04876546934247017,
0.006768050137907267,
-0.010635048151016235,
0.028512174263596535,
-0.0186061542481184,
0.0041133081540465355,
0.04080422222614288,
-0.04859466850757599,
-0.0017034353222697973,
-0.013497833162546158,
0.06289435178041458,
-0.08234597742557526,
0.05274776369333267,
0.057609692215919495,
0.009852920658886433,
0.014398055151104927,
-0.022562196478247643,
-0.026397107169032097,
0.029884664341807365,
-0.04399322718381882,
0.06511460989713669,
0.02320774458348751,
-0.0745328888297081,
0.06162785366177559,
0.0037889296654611826,
-0.07200932502746582,
0.057821277529001236,
0.05718943849205971,
0.022686870768666267,
0.03699701279401779,
0.06571058928966522,
-0.05862458050251007,
0.0112758195027709,
-0.031420089304447174,
0.01126374863088131,
-0.08005896955728531,
0.018664581701159477,
0.010359926149249077,
-0.03239447996020317,
-0.040704771876335144,
0.01875712163746357,
-0.020033294335007668,
0.02728250063955784,
0.026334097608923912,
-0.05343819782137871,
-0.036897800862789154,
0.0393202006816864,
0.047896016389131546,
-0.01570492424070835,
0.016165833920240402,
-0.04007909819483757,
0.02478804998099804,
0.02245214767754078,
-0.012120532803237438,
-0.050608694553375244,
0.0020528018940240145,
0.022375715896487236,
-0.05486426502466202,
-0.02141699008643627,
-0.004536575172096491,
-0.006984509993344545,
-0.023559341207146645,
0.052531562745571136,
0.002328872215002775,
0.024452386423945427,
0.028161806985735893,
-0.013018392026424408,
0.034095678478479385,
-0.03597088158130646,
-0.01155274361371994,
0.002861838322132826,
0.017763184383511543,
0.035280004143714905,
-0.007729139644652605,
0.029202381148934364,
0.037520796060562134,
0.052777551114559174,
-0.012615390121936798,
-0.032439060509204865,
-0.020136846229434013,
-0.00433620298281312,
-0.05088238790631294,
-0.005010087508708239,
-0.004040360450744629,
-0.055548910051584244,
-0.03934108093380928,
-0.025236167013645172,
0.007213939446955919,
0.03563327342271805,
-0.04146987944841385,
-0.005650547798722982,
0.05579175800085068,
-0.03639741986989975,
-0.014440007507801056,
-0.0702681839466095,
-0.01645943708717823,
-0.0392925851047039,
0.02867022156715393,
0.0026300365570932627,
-0.025038518011569977,
0.02070239931344986,
-0.03979646414518356,
-0.07994585484266281,
0.0325358510017395,
0.0351886972784996,
-0.039322201162576675,
0.07585252821445465,
0.016350314021110535,
-0.05408339574933052,
-0.009339109994471073,
0.05400336906313896,
-0.056072887033224106,
0.024607665836811066,
0.015506617724895477,
0.034706152975559235,
0.021504035219550133,
0.027585729956626892,
-0.007758921477943659,
-0.04517132043838501,
-0.015189471654593945,
-0.04244697839021683,
-0.013124678283929825,
-0.010417602024972439,
0.05215403437614441
] |
Waynehillsdev/Waynehills-STT-doogie-server | [
"pytorch",
"tensorboard",
"wav2vec2",
"automatic-speech-recognition",
"transformers",
"generated_from_trainer",
"license:apache-2.0"
] | automatic-speech-recognition | {
"architectures": [
"Wav2Vec2ForCTC"
],
"model_type": "wav2vec2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 61 | null | ---
language:
- mt
- ar
- he
- ti
- am
- sem
tags:
- translation
license: apache-2.0
---
### sem-sem
* source group: Semitic languages
* target group: Semitic languages
* OPUS readme: [sem-sem](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sem-sem/README.md)
* model: transformer
* source language(s): apc ara arq arz heb mlt
* target language(s): apc ara arq arz heb mlt
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/sem-sem/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sem-sem/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sem-sem/opus-2020-07-27.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ara-ara.ara.ara | 4.2 | 0.200 |
| Tatoeba-test.ara-heb.ara.heb | 34.0 | 0.542 |
| Tatoeba-test.ara-mlt.ara.mlt | 16.6 | 0.513 |
| Tatoeba-test.heb-ara.heb.ara | 18.8 | 0.477 |
| Tatoeba-test.mlt-ara.mlt.ara | 20.7 | 0.388 |
| Tatoeba-test.multi.multi | 27.1 | 0.507 |
### System Info:
- hf_name: sem-sem
- source_languages: sem
- target_languages: sem
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sem-sem/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['mt', 'ar', 'he', 'ti', 'am', 'sem']
- src_constituents: {'apc', 'mlt', 'arz', 'ara', 'heb', 'tir', 'arq', 'afb', 'amh', 'acm', 'ary'}
- tgt_constituents: {'apc', 'mlt', 'arz', 'ara', 'heb', 'tir', 'arq', 'afb', 'amh', 'acm', 'ary'}
- src_multilingual: True
- tgt_multilingual: True
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/sem-sem/opus-2020-07-27.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/sem-sem/opus-2020-07-27.test.txt
- src_alpha3: sem
- tgt_alpha3: sem
- short_pair: sem-sem
- chrF2_score: 0.507
- bleu: 27.1
- brevity_penalty: 0.972
- ref_len: 13472.0
- src_name: Semitic languages
- tgt_name: Semitic languages
- train_date: 2020-07-27
- src_alpha2: sem
- tgt_alpha2: sem
- prefer_old: False
- long_pair: sem-sem
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.007999188266694546,
-0.031555574387311935,
-0.00972174946218729,
0.05574056878685951,
0.05029028654098511,
0.029623758047819138,
0.00239549670368433,
-0.00788784958422184,
-0.06283779442310333,
0.05803918465971947,
-0.006895374972373247,
-0.024152284488081932,
-0.004546016920357943,
0.05503673106431961,
-0.04327988252043724,
-0.017257584258913994,
-0.021669216454029083,
-0.01188548095524311,
-0.04610516503453255,
-0.035242147743701935,
0.009269783273339272,
-0.002241178648546338,
-0.01251080259680748,
0.029654204845428467,
-0.0012614987790584564,
0.026557572185993195,
-0.04381079599261284,
0.026113346219062805,
0.015605449676513672,
-0.06435608118772507,
-0.011439202353358269,
-0.007906180806457996,
-0.037313349545001984,
-0.011070537380874157,
-0.03154818341135979,
-0.0008626309572719038,
-0.02166583575308323,
-0.005407639313489199,
0.048499830067157745,
0.06212374567985535,
-0.014001774601638317,
0.015760203823447227,
-0.017087439075112343,
-0.05243092402815819,
0.0316104032099247,
0.008308964781463146,
-0.03308884799480438,
-0.0026486930437386036,
0.018877750262618065,
-0.026761459186673164,
-0.054821696132421494,
-0.06837733089923859,
-0.03756742179393768,
0.004798093345016241,
-0.008988489396870136,
-0.007854240015149117,
-0.06001798063516617,
-0.017542025074362755,
0.06199682131409645,
-0.05732906237244606,
-0.019655799493193626,
0.008666258305311203,
-0.056526295840740204,
0.013855517841875553,
0.02963288314640522,
-0.02467837929725647,
-0.00463933777064085,
-0.025866905227303505,
0.040575698018074036,
-0.027647143229842186,
0.01811962202191353,
-0.04687267541885376,
0.02100101299583912,
-0.08208534121513367,
-0.015880197286605835,
-0.018213223665952682,
0.029230650514364243,
0.037017449736595154,
-0.034446340054273605,
0.04886675998568535,
0.02396782487630844,
-0.02252475917339325,
0.02550278976559639,
-0.006651350762695074,
-0.038747143000364304,
0.04665398597717285,
-0.028223656117916107,
-0.012056780979037285,
-0.009194118902087212,
0.04967426508665085,
-0.06923283636569977,
-0.029820527881383896,
-0.023158274590969086,
-0.030954571440815926,
-0.0002756675239652395,
0.04081052169203758,
0.05603203549981117,
-0.029390504583716393,
0.03028879128396511,
0.045783668756484985,
0.012176509946584702,
0.046367473900318146,
0.002706090919673443,
0.05839087441563606,
-0.016787437722086906,
-0.00127991137560457,
0.00006703886174364015,
-0.02435230277478695,
-0.0359504334628582,
0.011254137381911278,
0.017275793477892876,
-0.03676264360547066,
-0.027925465255975723,
0.05045725777745247,
0.01055578701198101,
-0.012480799108743668,
0.05329062044620514,
-0.01230146735906601,
-0.058575015515089035,
-0.049277931451797485,
0.07486200332641602,
0.0173487588763237,
-0.009345869533717632,
0.035776663571596146,
-0.059659700840711594,
0.02416563592851162,
-0.05489414930343628,
-0.050151970237493515,
0.006058842409402132,
0.013365506194531918,
-0.009929019026458263,
0.03951745852828026,
0.02869955450296402,
-0.08184287697076797,
0.01677061803638935,
-0.0031598126515746117,
-0.04233134165406227,
0.05618554726243019,
0.02871646173298359,
0.11371845006942749,
-0.032394565641880035,
-0.03115561418235302,
0.012278599664568901,
0.006476426962763071,
-0.019311843439936638,
-0.009418684989213943,
0.012632666155695915,
-0.019488748162984848,
-0.005984240211546421,
-0.023863736540079117,
0.049563970416784286,
-0.05048651620745659,
-0.01102315541356802,
0.06279471516609192,
0.005354436580091715,
0.02137080579996109,
-0.05647072568535805,
-0.02449882961809635,
-0.0026739740278571844,
-0.01197553426027298,
-0.04138275980949402,
0.02481123059988022,
0.00257843267172575,
-0.013040196150541306,
-0.042008671909570694,
-0.057262081652879715,
0.00787340197712183,
0.06459338963031769,
-0.0024516708217561245,
-0.032087285071611404,
-0.021424761041998863,
-0.00702331168577075,
0.043651752173900604,
0.03219371661543846,
-0.03204268589615822,
0.024175751954317093,
0.046028073877096176,
0.01061298418790102,
0.0007444393704645336,
0.08106176555156708,
0.003411817131564021,
-0.02972952276468277,
-0.030468657612800598,
0.006184518337249756,
0.022690245881676674,
-0.03069440647959709,
0.01845846325159073,
0.03417230024933815,
0.0016257526585832238,
-0.03836529329419136,
-0.02636954002082348,
0.05414740741252899,
-0.011126754805445671,
0.030004635453224182,
0.004650791175663471,
-0.032236792147159576,
-0.04984869435429573,
0.06274878978729248,
0.0043725972063839436,
-0.015443678945302963,
-0.039620671421289444,
-0.005048873368650675,
0.014962873421609402,
0.022124113515019417,
0.04490834102034569,
0.0472663976252079,
-0.015112045221030712,
0.09272874146699905,
-0.027747949585318565,
0.0021476768888533115,
-0.02657352387905121,
-0.04813766106963158,
0.003346322337165475,
0.06135016679763794,
0.027949459850788116,
0.04721326008439064,
-0.010170324705541134,
-0.06060825660824776,
0.021096134558320045,
0.08389902114868164,
0.057184766978025436,
0.012444829568266869,
-0.027347316965460777,
-0.002977612428367138,
0.018257129937410355,
0.05713902413845062,
-0.06631395220756531,
-0.06164225935935974,
0.03175368532538414,
0.054184503853321075,
-0.04333307221531868,
0.02222256548702717,
-0.014194595627486706,
0.015406256541609764,
-0.0345841720700264,
-0.052572526037693024,
0.03169107809662819,
0.01850900985300541,
-0.009628774598240852,
0.008684245869517326,
0.007185684982687235,
0.005554799921810627,
0.014340579509735107,
0.0273989737033844,
0.00644869776442647,
-0.04486016929149628,
-0.002846840536221862,
-0.003715347032994032,
0.050777368247509,
-0.03884045407176018,
0.023461196571588516,
0.001104820054024458,
0.018229622393846512,
0.02627115696668625,
-0.041045475751161575,
0.011876299045979977,
0.01434076577425003,
0.009818998165428638,
-0.03278006613254547,
0.01822676695883274,
-0.008967184461653233,
0.01568702608346939,
0.05532146990299225,
-0.009287937544286251,
0.05412045866250992,
-0.002243979834020138,
0.052232250571250916,
0.0754670798778534,
0.02923300676047802,
0.03593798726797104,
0.026896744966506958,
0.07817545533180237,
0.003932757768779993,
-0.013999465852975845,
0.048220690339803696,
-0.04517674073576927,
0.008503577671945095,
-0.03732925280928612,
0.023664584383368492,
0.009864079765975475,
-0.0007157661602832377,
0.023972736671566963,
-0.00830804742872715,
-0.020965583622455597,
-0.01759018935263157,
-0.030330771580338478,
-0.02061023935675621,
0.04902262985706329,
0.0003488531510811299,
-0.0077172331511974335,
-0.005221194121986628,
-0.02099771983921528,
0.03625677153468132,
-0.07053929567337036,
-0.05059152469038963,
0.011982766911387444,
-0.015855012461543083,
-0.003272231435403228,
-0.07165312767028809,
-0.030703647062182426,
-0.03549766540527344,
-0.026664748787879944,
0.03870658576488495,
0.023981571197509766,
0.008235270157456398,
-0.009626748971641064,
0.024197548627853394,
-0.045609042048454285,
-0.03892768174409866,
-0.05237089470028877,
-0.035311486572027206,
-0.03662294149398804,
-0.0486428439617157,
0.011489949189126492,
0.03116743266582489,
0.016055021435022354,
-0.010480704717338085,
0.01240380946546793,
-0.009983129799365997,
-0.03340495750308037,
0.07684113830327988,
0.011136646382510662,
-0.03473567217588425,
-0.041567277163267136,
0.06048467382788658,
-0.011758558452129364,
-0.00039861167897470295,
-0.0036178710870444775,
-0.04713548719882965,
0.07407189160585403,
0.06741669774055481,
0.02125328779220581,
0.025210805237293243,
-0.0039261928759515285,
-0.05551980808377266,
-0.04316368326544762,
-0.04090481251478195,
-0.05687948316335678,
-0.015771830454468727,
-0.016438057646155357,
-0.044595565646886826,
-0.023235181346535683,
-0.04638788104057312,
0.006867396645247936,
-0.006128755398094654,
0.02058308571577072,
0.046820372343063354,
0.04587407037615776,
0.04574945569038391,
0.05818057060241699,
-0.03737572208046913,
-0.01197092980146408,
0.07020179182291031,
-0.016192404553294182,
0.01593782752752304,
-0.06878120452165604,
-0.0002633290132507682,
0.032656580209732056,
-0.00270852935500443,
0.009874392300844193,
-0.006274087354540825,
0.07529470324516296,
0.006505652796477079,
-0.0014417195925489068,
0.01045108214020729,
-0.024301545694470406,
-0.02939816564321518,
0.011590559966862202,
0.0010495643364265561,
-0.01976592093706131,
-0.046588197350502014,
-0.024249698966741562,
0.002106254454702139,
0.056176118552684784,
-0.06380726397037506,
-0.06462021172046661,
-0.016732389107346535,
0.0364764966070652,
0.002916675293818116,
-0.0032942609395831823,
-0.02910611219704151,
0.021189291030168533,
-0.029509324580430984,
-0.03536684438586235,
0.009994803927838802,
0.018792813643813133,
-0.00869835913181305,
0.0349411778151989,
0.035059329122304916,
-0.03631855547428131,
0.04598136618733406,
0.03814292699098587,
0.056479312479496,
0.033134739845991135,
-0.013851969502866268,
0.006290593650192022,
-0.02033049426972866,
0.026081781834363937,
-0.0015841900603845716,
-0.0503007136285305,
-0.04039530083537102,
-0.0796789899468422,
-0.01056341826915741,
0.02066199481487274,
-0.02766045555472374,
-0.01340396422892809,
0.04605405405163765,
-0.011743654496967793,
0.001920867944136262,
-0.01472607534378767,
0.020505886524915695,
0.03802094608545303,
-0.04060306027531624,
0.04319573566317558,
-0.011439868248999119,
0.04055266082286835,
-0.06371618807315826,
-0.006012170109897852,
-0.012318989261984825,
-0.016131680458784103,
-0.024015868082642555,
0.045325834304094315,
0.03337520360946655,
0.03326602280139923,
0.07691635191440582,
0.03442918136715889,
-0.03153315931558609,
0.03596584126353264,
0.02068478986620903,
0.004308660514652729,
-0.03573692962527275,
-0.0015868230257183313,
-0.025077620521187782,
-0.049682896584272385,
-0.010589415207505226,
-0.01880115084350109,
0.011163628660142422,
0.02842019312083721,
0.008431095629930496,
-0.008567193523049355,
-0.003912425599992275,
-0.025091053918004036,
-0.050036150962114334,
-0.048771411180496216,
-0.025451308116316795,
0.014006437733769417,
-0.023298727348446846,
0.02215958759188652,
0.05572038143873215,
0.008337799459695816,
0.05675935745239258,
0.058172427117824554,
-0.022895200178027153,
-0.038403917104005814,
0.030652552843093872,
0.02442914806306362,
-0.032442204654216766,
-0.06522587686777115,
-0.05614728853106499,
0.05722780153155327,
0.04942495748400688,
-0.004104308784008026,
-0.09695836901664734,
0.021496569737792015,
0.0527978353202343,
-0.01101713813841343,
0.06456645578145981,
-0.029605967923998833,
0.05324714258313179,
0.05330341309309006,
-0.03428547829389572,
-0.007276427932083607,
-0.04662884399294853,
0.015660028904676437,
-0.011130865663290024,
0.03868455812335014,
-0.01658906787633896,
-0.026187937706708908,
-0.09031640738248825,
0.008921652100980282,
0.03755625709891319,
0.07178353518247604,
0.03967168182134628,
-0.014709682203829288,
-0.05026615783572197,
0.015435740351676941,
0.008580044843256474,
-0.09291108697652817,
0.004412359092384577,
0.018033349886536598,
0.041232816874980927,
-0.04838485270738602,
-0.04585437849164009,
-0.015984928235411644,
0.007013658992946148,
0.04125053063035011,
0.001808736938983202,
-0.027617089450359344,
-0.0544440858066082,
0.018286291509866714,
-0.013301943428814411,
-0.024384113028645515,
-0.09756490588188171,
0.05273764207959175,
-0.028882483020424843,
-0.0155507642775774,
0.031241973862051964,
0.03151167929172516,
0.02257693186402321,
0.0379958339035511,
0.0005460274987854064,
0.0437830314040184,
-0.030619395896792412,
0.03805050253868103,
-0.021582012996077538,
-0.010945520363748074,
0.00039075390668585896,
-0.057083480060100555,
-0.012203553691506386,
-0.012526045553386211,
-0.04846227541565895,
-0.04649967700242996,
-0.042414698749780655,
0.04255092516541481,
-0.014805584214627743,
0.0032024092506617308,
-0.016954347491264343,
0.045703332871198654,
-0.025698121637105942,
-0.025748664513230324,
-0.015864020213484764,
-0.05135117098689079,
-0.08312652260065079,
-0.055635254830121994,
0.00792352668941021,
0.019383743405342102,
0.019611410796642303,
0.027951762080192566,
0.003217278514057398,
0.028746100142598152,
0.0036101213190704584,
-0.01660759374499321,
0.039046384394168854,
0.002423585159704089,
-0.03789285570383072,
-0.05244407802820206,
0.005688266828656197,
0.01780891604721546,
0.03252030909061432,
-0.05151738226413727,
0.04663662239909172,
0.03510476276278496,
-0.029039159417152405,
-0.007677071262151003,
0.001171668292954564,
0.039658237248659134,
-0.07390342652797699,
-0.06808611005544662,
-0.015089220367372036,
-0.053052421659231186,
0.03308505937457085,
0.0004943341482430696,
-0.01818625070154667,
0.0036930073983967304,
0.045034173876047134,
0.03291234374046326,
0.041066974401474,
-0.03843414783477783,
0.013312400318682194,
-0.003874218324199319,
-0.008891812525689602,
-0.05438130348920822,
0.04266486316919327,
-0.02893122471868992,
0.011855220422148705,
-0.009959095157682896,
-0.018630947917699814,
-0.03311801701784134,
0.027345579117536545,
-0.005966144613921642,
0.008661379106342793,
-0.0011524367146193981,
0.01889217272400856,
-0.03969955071806908,
0.051501110196113586,
0.015796810388565063,
0.005197953898459673,
-0.028021562844514847,
0.04113268852233887,
-0.0591946542263031,
-0.018024079501628876,
-0.03407415747642517,
-0.005914539098739624,
-0.012440658174455166,
-0.002346229273825884,
0.0022991520818322897,
-0.058808933943510056,
0.024680398404598236,
0.029561754316091537,
0.029669979587197304,
0.024421770125627518,
-0.016566745936870575,
-0.005092991981655359,
-0.0004965760745108128,
-0.0496518649160862,
-0.0080467713996768,
-0.040752168744802475,
-0.0015747295692563057,
-0.022340279072523117,
0.07836069911718369,
0.033924996852874756,
-0.03133823350071907,
-0.04839165136218071,
0.03043076954782009,
0.022292418405413628,
-0.012742888182401657,
-0.0005115338135510683,
0.03598802909255028,
0.04368741065263748,
0.06940620392560959,
-0.010752934962511063,
0.00008422278915531933,
-0.03224683925509453,
-0.03456595540046692,
0.02427259273827076,
-0.007534975651651621,
0.0032482899259775877,
-0.019946057349443436,
-0.03566655144095421,
-0.03216314688324928,
0.07393263280391693,
0.009585876949131489,
0.0011266190558671951,
-0.0013477683532983065,
-0.026326093822717667,
0.01813378743827343,
0.01571637950837612,
-0.04506330192089081,
0.019091302528977394,
0.017401602119207382,
-0.04949697107076645,
0.0686609074473381,
-0.035576894879341125,
0.029351750388741493,
0.04561891034245491,
-0.0015903778839856386,
0.013525523245334625,
0.02033141255378723,
-0.024598993360996246,
-0.008760914206504822,
0.05927275866270065,
-0.04880673810839653,
0.011135389097034931,
-0.020706048235297203,
0.06417841464281082,
-0.06503784656524658,
0.059987373650074005,
0.03898794576525688,
0.007939079776406288,
0.01417800597846508,
-0.0361441932618618,
-0.01643143780529499,
0.03751347213983536,
-0.042164601385593414,
0.06893714517354965,
0.015077492222189903,
-0.0674983337521553,
0.047015879303216934,
0.025293678045272827,
-0.08545158058404922,
0.060074079781770706,
0.051251038908958435,
0.03327504172921181,
0.046246279031038284,
0.05860860273241997,
-0.06368135660886765,
0.023695887997746468,
-0.030574627220630646,
0.016435973346233368,
-0.08005891740322113,
0.01002260111272335,
-0.0018419856205582619,
-0.028568143025040627,
-0.027919936925172806,
0.01688937097787857,
-0.02177763544023037,
0.007248851470649242,
0.013225513510406017,
-0.05216962844133377,
-0.030141355469822884,
0.020163198933005333,
0.03983832895755768,
-0.018446270376443863,
0.04387697950005531,
-0.03893212229013443,
0.022414501756429672,
0.02014489285647869,
-0.009809225797653198,
-0.05710534378886223,
0.014248659834265709,
0.016941888257861137,
-0.06886090338230133,
-0.032175224274396896,
0.018679508939385414,
0.009415705688297749,
-0.018039418384432793,
0.054944757372140884,
-0.007892231456935406,
0.01691676490008831,
0.028718916699290276,
-0.018257370218634605,
0.02698664367198944,
-0.028574692085385323,
0.004402661696076393,
-0.005522778257727623,
0.013161770068109035,
0.031103963032364845,
-0.016299709677696228,
0.03227926418185234,
0.03966197744011879,
0.06044648215174675,
-0.002610648749396205,
-0.04343700781464577,
-0.020983722060918808,
0.012975659221410751,
-0.0551152266561985,
0.0053284792229533195,
-0.012166254222393036,
-0.05643916130065918,
-0.038106001913547516,
-0.02575661800801754,
-0.013754446059465408,
0.026786882430315018,
-0.039618346840143204,
-0.003314401488751173,
0.04169415310025215,
-0.03616540879011154,
-0.019612666219472885,
-0.07840972393751144,
-0.021091144531965256,
-0.04286368191242218,
0.028605574741959572,
0.014382106252014637,
-0.03297119960188866,
0.021609490737318993,
-0.04044441133737564,
-0.09753626585006714,
0.047381702810525894,
0.032737717032432556,
-0.023123549297451973,
0.066449835896492,
0.02644641511142254,
-0.044142451137304306,
-0.011109715327620506,
0.05173792317509651,
-0.052538011223077774,
0.002813979284837842,
0.01584807224571705,
0.025865400210022926,
0.022669941186904907,
0.03815411403775215,
0.005686247255653143,
-0.02798730507493019,
-0.02524181641638279,
-0.04306842386722565,
-0.018991274759173393,
-0.013183490373194218,
0.06961819529533386
] |
Waynehillsdev/Waynehills_summary_tensorflow | [
"tf",
"t5",
"text2text-generation",
"transformers",
"generated_from_keras_callback",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"T5ForConditionalGeneration"
],
"model_type": "t5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sg-en
* source languages: sg
* target languages: en
* OPUS readme: [sg-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sg-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sg-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sg.en | 32.0 | 0.477 |
| [
-0.011600869707763195,
-0.031874898821115494,
-0.00771194975823164,
0.03799346834421158,
0.03127836063504219,
0.02427729405462742,
-0.00025131675647571683,
0.0013559506041929126,
-0.05050203576683998,
0.059904105961322784,
0.015850752592086792,
-0.010006261058151722,
0.008900017477571964,
0.05018401890993118,
-0.034241486340761185,
-0.03372608870267868,
-0.008463389240205288,
0.010796050541102886,
-0.03773986175656319,
-0.0060680522583425045,
-0.0006343622226268053,
0.015998773276805878,
-0.043927643448114395,
0.0345342755317688,
-0.01948751136660576,
0.009250901639461517,
-0.016031984239816666,
0.014751744456589222,
0.01950724795460701,
-0.07296883314847946,
-0.005833630450069904,
-0.02173491008579731,
-0.032040901482105255,
-0.011629623360931873,
-0.02669406123459339,
0.020085375756025314,
0.014122482389211655,
0.02281493879854679,
0.07027976959943771,
0.057682402431964874,
-0.00870808120816946,
0.004116501193493605,
0.0017437071073800325,
-0.0258476659655571,
0.03620070964097977,
-0.000022395670384867117,
-0.023874344304203987,
-0.03137483447790146,
0.024912429973483086,
-0.02983386442065239,
-0.04960872232913971,
-0.056157518178224564,
-0.01740155927836895,
0.034294337034225464,
-0.004154354799538851,
-0.003081723116338253,
-0.09537398815155029,
-0.012534511275589466,
0.06661808490753174,
-0.05233039706945419,
-0.03741873428225517,
0.011914543807506561,
-0.055304981768131256,
0.009069191291928291,
0.048884857445955276,
-0.03110927902162075,
-0.010321966372430325,
-0.05570577457547188,
0.04734041541814804,
-0.034937139600515366,
0.033748384565114975,
-0.03354866802692413,
0.021345078945159912,
-0.07303539663553238,
-0.04890422895550728,
-0.002356551121920347,
0.02873220108449459,
0.055946722626686096,
-0.04180604964494705,
0.05322115123271942,
0.04162510484457016,
-0.007698735222220421,
0.020297063514590263,
-0.008037785068154335,
-0.018041446805000305,
0.038693226873874664,
-0.03307495638728142,
-0.0027606964576989412,
0.0037737886887043715,
0.056941449642181396,
-0.04700065404176712,
-0.03422798961400986,
-0.017713012173771858,
-0.028422066941857338,
-0.018659742549061775,
0.021322673186659813,
0.059863101691007614,
-0.025786232203245163,
0.0072434162721037865,
0.0460708811879158,
0.026895826682448387,
0.04644918069243431,
0.002437695860862732,
0.06951320916414261,
-0.021049197763204575,
-0.0024807529989629984,
-0.020577944815158844,
-0.02979726903140545,
-0.07119255512952805,
0.005626041907817125,
0.03464406728744507,
-0.0446501299738884,
-0.008356492966413498,
0.041800789535045624,
0.036384809762239456,
-0.031118424609303474,
0.07453040778636932,
-0.029690178111195564,
-0.03926332667469978,
-0.0560232512652874,
0.06350311636924744,
0.015380813740193844,
0.014549383893609047,
0.019415518268942833,
-0.048490412533283234,
0.017006171867251396,
-0.0327456071972847,
-0.035552579909563065,
0.0053505669347941875,
0.021542701870203018,
-0.01858014054596424,
0.03865984082221985,
0.03021375462412834,
-0.053443361073732376,
0.02293245494365692,
-0.015199265442788601,
-0.04507726803421974,
0.056263480335474014,
0.041516948491334915,
0.09081980586051941,
-0.04607893526554108,
-0.03533458709716797,
0.013409829698503017,
0.0076861572451889515,
-0.03225983679294586,
0.013149199075996876,
-0.006132074631750584,
-0.0170762799680233,
-0.025231903418898582,
-0.020915472880005836,
0.050080712884664536,
-0.04388677701354027,
-0.02197476103901863,
0.05957358703017235,
-0.010260599665343761,
0.030895354226231575,
-0.021548252552747726,
0.0033790702000260353,
0.01213686354458332,
-0.020246123895049095,
-0.028115076944231987,
0.03764058277010918,
0.0014912639744579792,
0.004553818143904209,
-0.031989146023988724,
-0.05429399386048317,
0.0203462615609169,
0.08777718245983124,
-0.023655476048588753,
-0.018620217218995094,
-0.020725872367620468,
0.006327926646918058,
0.0462169386446476,
0.018832605332136154,
-0.025385549291968346,
0.03674238920211792,
0.055678848177194595,
0.01440064050257206,
0.01080723199993372,
0.06890209764242172,
0.01602337881922722,
-0.017638789489865303,
-0.0033076773397624493,
0.012172683142125607,
0.03183256462216377,
-0.014949116855859756,
0.00663077924400568,
0.03954385593533516,
0.025599749758839607,
-0.018357066437602043,
-0.020959511399269104,
0.06394468992948532,
-0.0015753760235384107,
-0.00006351268530124798,
0.010602897964417934,
-0.026826102286577225,
-0.01584385521709919,
0.04769545793533325,
-0.012876440770924091,
-0.018558155745267868,
-0.03434155508875847,
-0.02583490125834942,
0.016487082466483116,
0.03762905299663544,
0.02257932350039482,
0.049976617097854614,
-0.016323035582900047,
0.10240598767995834,
-0.02613958716392517,
0.013512792997062206,
-0.020193668082356453,
-0.030997002497315407,
0.011506365612149239,
0.06093674898147583,
0.014448722824454308,
0.033643707633018494,
-0.0008714917348697782,
-0.04380415752530098,
0.028249019756913185,
0.06476090103387833,
0.04757164418697357,
0.015686362981796265,
-0.04172186926007271,
-0.014489391818642616,
0.02051369659602642,
0.03795308992266655,
-0.03861106187105179,
-0.06618945300579071,
0.02117883786559105,
0.06493860483169556,
-0.04041659086942673,
0.03020782582461834,
-0.033514656126499176,
0.02314225770533085,
-0.03532545641064644,
-0.03544259071350098,
0.04583277180790901,
0.017342787235975266,
-0.011329716071486473,
0.019680576398968697,
0.009533864445984364,
-0.011990400962531567,
0.032443102449178696,
0.006750586908310652,
0.0032808694522827864,
-0.024971695616841316,
0.012789811007678509,
0.023744773119688034,
0.06341875344514847,
-0.02400001510977745,
0.040189702063798904,
-0.02554437145590782,
0.0036974851973354816,
0.028628835454583168,
-0.07012064009904861,
0.014310620725154877,
0.042466193437576294,
0.013415507040917873,
-0.020063556730747223,
0.012327129021286964,
0.0050352346152067184,
0.022299662232398987,
0.07172461599111557,
0.00412234291434288,
0.05200854688882828,
0.012344933114945889,
0.06520862877368927,
0.09685436636209488,
0.008432384580373764,
0.0308636836707592,
0.038341961801052094,
0.09653942286968231,
-0.014352447353303432,
-0.005704808048903942,
0.04483248293399811,
-0.043355103582143784,
0.022135885432362556,
-0.042126551270484924,
0.029848573729395866,
0.017438750714063644,
-0.008391671814024448,
0.0330810546875,
0.00744277099147439,
-0.012597710825502872,
0.009476258419454098,
-0.014550858177244663,
-0.02690170332789421,
0.042976267635822296,
0.006842896342277527,
0.009145568124949932,
0.011829533614218235,
0.002340205479413271,
0.019900737330317497,
-0.06634331494569778,
-0.06929593533277512,
0.013149513863027096,
-0.03145470470190048,
-0.006221830379217863,
-0.07193075865507126,
-0.01610809564590454,
-0.06833924353122711,
-0.02400474064052105,
0.04053009673953056,
0.0027008920442312956,
-0.0053862398490309715,
-0.027599794790148735,
0.014091955497860909,
-0.029449960216879845,
-0.02223261632025242,
-0.031050685793161392,
-0.03105652891099453,
-0.029712369665503502,
-0.08282870799303055,
0.043087247759103775,
0.012997355312108994,
0.022316623479127884,
-0.018534287810325623,
0.015406529419124126,
-0.01929057016968727,
-0.014132942073047161,
0.07396818697452545,
0.04898180440068245,
-0.025844750925898552,
-0.025328893214464188,
0.0580093115568161,
-0.03792060539126396,
0.0007672224892303348,
-0.026869790628552437,
-0.019965846091508865,
0.07336045801639557,
0.04947267100214958,
0.018720204010605812,
0.004995640832930803,
-0.028144333511590958,
-0.05588368698954582,
-0.05373243987560272,
-0.0411854088306427,
-0.04812636971473694,
-0.014383016154170036,
-0.023271534591913223,
-0.061353228986263275,
-0.029178651049733162,
-0.02775552123785019,
-0.00707780197262764,
-0.032862339168787,
0.030184442177414894,
0.035403814166784286,
0.037690743803977966,
0.04331691935658455,
0.039858851581811905,
-0.05165866017341614,
-0.03453429043292999,
0.07749061286449432,
0.009593506343662739,
0.01169136818498373,
-0.044240642338991165,
-0.011517527513206005,
0.05476173013448715,
0.014906149357557297,
0.004873229656368494,
0.01684647984802723,
0.07636362314224243,
0.002239449415355921,
0.010767550207674503,
0.011218509636819363,
-0.011072251945734024,
-0.0041040037758648396,
-0.015902454033493996,
-0.014279859140515327,
-0.04504121467471123,
-0.021809516474604607,
-0.019669005647301674,
0.011582255363464355,
0.04422993212938309,
-0.06934256106615067,
-0.029051542282104492,
0.0010916584869846702,
0.040227022022008896,
0.010289857164025307,
0.016013089567422867,
-0.008418777957558632,
0.014453426003456116,
-0.04687096178531647,
-0.020356109365820885,
0.00225127418525517,
0.011581788770854473,
0.0030943676829338074,
0.051145751029253006,
0.0310056172311306,
-0.02787025459110737,
0.047356948256492615,
0.02627178281545639,
0.06333984434604645,
0.011265995912253857,
-0.03955180197954178,
0.018203819170594215,
-0.02712382934987545,
0.027877995744347572,
-0.0026368489488959312,
-0.023618051782250404,
-0.041407521814107895,
-0.0812259316444397,
0.004057292826473713,
0.025473257526755333,
-0.03857079893350601,
0.017617737874388695,
0.024956215173006058,
-0.05725879222154617,
0.010706701315939426,
0.003972826525568962,
0.010518084280192852,
0.04806874692440033,
-0.055894020944833755,
0.06292697042226791,
-0.012696185149252415,
0.0218308474868536,
-0.06450258195400238,
0.00898095965385437,
-0.014987400732934475,
-0.03161369264125824,
0.03428417071700096,
0.05740508809685707,
0.011054870672523975,
0.04891110584139824,
0.08484648913145065,
0.04632704332470894,
-0.021402515470981598,
0.027507252991199493,
0.036092787981033325,
0.005839779507368803,
-0.06463072448968887,
-0.012292079627513885,
-0.006948207039386034,
-0.04802311956882477,
-0.0008441713289357722,
-0.019694067537784576,
0.016049154102802277,
0.016363173723220825,
-0.0031535134185105562,
-0.02169073186814785,
-0.01110152155160904,
-0.030734889209270477,
-0.03470398485660553,
-0.06416694819927216,
-0.0384368970990181,
-0.016869276762008667,
-0.003606405109167099,
0.03728468716144562,
0.04714087396860123,
0.0070611536502838135,
0.04800235107541084,
0.04701267555356026,
-0.02820666879415512,
-0.022638188675045967,
0.019968358799815178,
0.022600766271352768,
-0.01535400003194809,
-0.055352095514535904,
-0.040299445390701294,
0.04732482135295868,
0.03921368345618248,
-0.02901267260313034,
-0.07879795879125595,
0.00011041657126042992,
0.06933236867189407,
-0.02867814525961876,
0.05382924526929855,
0.0005507096066139638,
0.05228850618004799,
0.06022201105952263,
-0.014353567734360695,
0.017506703734397888,
-0.028575396165251732,
0.021697403863072395,
0.005140602122992277,
0.03553163260221481,
-0.048177320510149,
-0.0370238721370697,
-0.08200250566005707,
0.0020941337570548058,
0.025205079466104507,
0.0799245610833168,
0.04084360599517822,
-0.039900053292512894,
-0.055021896958351135,
-0.007650803308933973,
0.045370932668447495,
-0.05757908895611763,
-0.01712164841592312,
0.015596535988152027,
0.05188291519880295,
-0.050821807235479355,
-0.04714525118470192,
-0.028357570990920067,
0.008085123263299465,
0.03548314422369003,
-0.0016653110506013036,
-0.01270363200455904,
-0.053969837725162506,
0.03878534585237503,
-0.0028721580747514963,
-0.047112975269556046,
-0.11423097550868988,
0.009016619995236397,
-0.038704801350831985,
-0.003721030429005623,
0.05182947590947151,
0.023259995505213737,
0.03668305650353432,
0.06390794366598129,
0.008472876623272896,
0.028147516772150993,
-0.04230425879359245,
0.021787872537970543,
-0.035808149725198746,
0.011191780678927898,
0.015800494700670242,
-0.029019741341471672,
-0.028918564319610596,
-0.03865360468626022,
-0.03729160875082016,
-0.02934156358242035,
-0.02033369615674019,
0.01975879818201065,
-0.03296753391623497,
0.007051448337733746,
-0.009685383178293705,
0.031643521040678024,
-0.015057793818414211,
-0.02662169374525547,
-0.0019601613748818636,
-0.05677038058638573,
-0.0881953239440918,
-0.04559812694787979,
0.02179713547229767,
0.019021835178136826,
0.00705321878194809,
0.0408988855779171,
0.014678685925900936,
0.014809096232056618,
0.009997795335948467,
-0.03272666037082672,
0.05307059362530708,
0.012146255932748318,
-0.044608552008867264,
-0.03885432332754135,
0.005982761271297932,
0.03708595782518387,
0.02197939157485962,
-0.04990658536553383,
0.02810054086148739,
0.0012606853852048516,
-0.03656252473592758,
-0.008875726722180843,
-0.002721092663705349,
0.03357197344303131,
-0.0735727921128273,
-0.05132703483104706,
0.0077125923708081245,
-0.04900951683521271,
0.026561308652162552,
-0.02288610115647316,
0.003964094910770655,
0.01729505881667137,
0.026432165876030922,
0.03138621151447296,
0.0024787301663309336,
-0.04562779888510704,
0.002060658996924758,
-0.0030418678652495146,
-0.00028530985582619905,
-0.06782157719135284,
0.04426022991538048,
-0.044908881187438965,
0.030358869582414627,
-0.008425709791481495,
-0.006168244406580925,
-0.03703472018241882,
0.03337125480175018,
-0.006631458643823862,
-0.010630053468048573,
-0.01597975566983223,
-0.0014440296217799187,
-0.04598471522331238,
0.054331954568624496,
0.002455527661368251,
0.02108476683497429,
-0.02822289802134037,
0.06435369700193405,
-0.04193338006734848,
-0.008172664791345596,
-0.019947778433561325,
0.018427418544888496,
-0.03261461853981018,
-0.006078103557229042,
-0.02026679553091526,
-0.033365875482559204,
0.004424808081239462,
0.03941945731639862,
0.035530608147382736,
0.014905499294400215,
-0.023592114448547363,
0.011045307852327824,
0.015305817127227783,
-0.04458654671907425,
0.0029141604900360107,
-0.013689016923308372,
-0.02940824069082737,
-0.0008861572132445872,
0.04692208766937256,
0.03458985686302185,
-0.03684496879577637,
-0.07211865484714508,
0.01664023846387863,
0.027205761522054672,
-0.006960736587643623,
0.002948131412267685,
0.019042251631617546,
0.037522707134485245,
0.0581941232085228,
-0.02801983430981636,
-0.00016606102872174233,
-0.02348542958498001,
-0.018919359892606735,
0.030944863334298134,
-0.015303798019886017,
0.026641909033060074,
0.004662080202251673,
-0.038923103362321854,
-0.012723607942461967,
0.06238099932670593,
0.02019985020160675,
0.023197798058390617,
0.004652592819184065,
-0.013972059823572636,
0.01714746095240116,
0.021237662062048912,
-0.06304265558719635,
0.002812792547047138,
0.048774950206279755,
-0.03727937117218971,
0.07161856442689896,
-0.023659788072109222,
0.04716407135128975,
0.05692283436655998,
-0.002262227702885866,
-0.02532738819718361,
0.05341179296374321,
-0.02226141467690468,
-0.02337680198252201,
0.05417068302631378,
-0.05195591598749161,
-0.020314155146479607,
-0.018569018691778183,
0.0623607374727726,
-0.07042419165372849,
0.05424974113702774,
0.05416012182831764,
0.035622965544462204,
-0.004169668536633253,
-0.03993450850248337,
-0.04010849446058273,
0.03359087184071541,
-0.03408597409725189,
0.07227128744125366,
0.013580876402556896,
-0.04895659536123276,
0.07459018379449844,
0.006090497598052025,
-0.07645159214735031,
0.040726229548454285,
0.03857239708304405,
0.017706070095300674,
0.029223639518022537,
0.05420659855008125,
-0.046366866677999496,
0.020241936668753624,
-0.06490077078342438,
0.018881596624851227,
-0.06854604184627533,
-0.0016768998466432095,
0.014952145516872406,
-0.020729731768369675,
-0.025940973311662674,
0.03129024803638458,
-0.01903042569756508,
0.01842854917049408,
0.021427389234304428,
-0.05506541579961777,
-0.026013975962996483,
0.016663668677210808,
0.0374581553041935,
-0.016740567982196808,
0.008848912082612514,
-0.01992681249976158,
0.02132587693631649,
0.028529927134513855,
0.02722753956913948,
-0.06485635787248611,
0.0026182113215327263,
0.030070435255765915,
-0.04816321283578873,
-0.024771463125944138,
0.002618983155116439,
0.011346208862960339,
-0.04339614883065224,
0.03094501979649067,
0.014391222968697548,
0.012370054610073566,
0.03171887621283531,
-0.02130543813109398,
0.042789772152900696,
-0.050347499549388885,
-0.009507249109447002,
0.004976983182132244,
-0.005523850675672293,
0.021988479420542717,
-0.022346308454871178,
0.017345309257507324,
0.015696093440055847,
0.057224709540605545,
0.01633688062429428,
-0.053802505135536194,
-0.013735153712332249,
0.03381005674600601,
-0.0369056835770607,
0.01826004683971405,
-0.022190263494849205,
-0.0685303807258606,
-0.032839588820934296,
-0.015879498794674873,
-0.006791049148887396,
0.016990594565868378,
-0.022561736404895782,
0.007578864693641663,
0.050956521183252335,
-0.02858305536210537,
-0.030951065942645073,
-0.07094291597604752,
-0.013557260856032372,
-0.02168976329267025,
0.011931046843528748,
0.022383900359272957,
-0.030097635462880135,
0.02334616333246231,
-0.0558992400765419,
-0.0637987032532692,
0.0607876181602478,
0.013104521669447422,
-0.024144016206264496,
0.05624311417341232,
0.033738698810338974,
-0.028607498854398727,
0.017154166474938393,
0.05402001366019249,
-0.05405958741903305,
0.031148871406912804,
-0.00026706993230618536,
0.024403100833296776,
0.014370330609381199,
0.026094533503055573,
-0.016549821943044662,
-0.02795390971004963,
-0.06418181210756302,
-0.05861207842826843,
-0.04154941439628601,
-0.009871939197182655,
0.0664212554693222
] |
Doohae/p_encoder | [
"pytorch"
] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sg-fr
* source languages: sg
* target languages: fr
* OPUS readme: [sg-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sg-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/sg-fr/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-fr/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-fr/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sg.fr | 24.9 | 0.420 |
| [
-0.011915980838239193,
-0.030335774645209312,
-0.01175461895763874,
0.03746332973241806,
0.030597547069191933,
0.02381996624171734,
-0.0066636730916798115,
-0.004188832361251116,
-0.04823022708296776,
0.054302193224430084,
0.013144970871508121,
-0.00997588224709034,
-0.000036820900277234614,
0.04561111703515053,
-0.03233713656663895,
-0.02893209457397461,
-0.007995200343430042,
0.007552078925073147,
-0.03349335491657257,
-0.008484479039907455,
0.004057785961776972,
0.015417428687214851,
-0.03907860815525055,
0.03337745741009712,
-0.02025311253964901,
0.0034914116840809584,
-0.016625521704554558,
0.021300802007317543,
0.01891923137009144,
-0.07459888607263565,
-0.004786621779203415,
-0.02012930065393448,
-0.03774270415306091,
-0.016562379896640778,
-0.018554801121354103,
0.02544259838759899,
0.006255940534174442,
0.02194223552942276,
0.07128527015447617,
0.05628184974193573,
-0.004059221129864454,
-0.0023127624299377203,
-0.00856219232082367,
-0.018929116427898407,
0.03687569871544838,
0.001509435591287911,
-0.030614836141467094,
-0.03508535772562027,
0.026646388694643974,
-0.03267892822623253,
-0.05168183892965317,
-0.053926434367895126,
-0.011717372573912144,
0.03314463049173355,
0.0018788650631904602,
-0.008723214268684387,
-0.0919659435749054,
-0.009261728264391422,
0.06304599344730377,
-0.04897231236100197,
-0.026952357962727547,
0.019108111038804054,
-0.053730517625808716,
0.01164174359291792,
0.04803178831934929,
-0.0336897037923336,
-0.011602004989981651,
-0.04719403758645058,
0.046390268951654434,
-0.03524316847324371,
0.036876678466796875,
-0.028559019789099693,
0.016112037003040314,
-0.07776487618684769,
-0.04539471119642258,
-0.0024990481324493885,
0.02655518800020218,
0.0597526878118515,
-0.04214439168572426,
0.04928791522979736,
0.04260973259806633,
-0.007734626065939665,
0.021654918789863586,
-0.009679247625172138,
-0.02370408922433853,
0.040394920855760574,
-0.032306671142578125,
-0.000053114308684598655,
0.012472901493310928,
0.053157221525907516,
-0.04591642692685127,
-0.042964644730091095,
-0.008508234284818172,
-0.031280726194381714,
-0.006690220907330513,
0.02943107672035694,
0.06107869744300842,
-0.034247688949108124,
0.010851399041712284,
0.04485161975026131,
0.02399449050426483,
0.047333672642707825,
0.001458675367757678,
0.07174310833215714,
-0.018498247489333153,
-0.004430870991200209,
-0.02141536772251129,
-0.028439491987228394,
-0.06913397461175919,
0.014133605174720287,
0.03897389769554138,
-0.041611358523368835,
-0.013738812878727913,
0.046914540231227875,
0.03203201666474342,
-0.03483152389526367,
0.07143045961856842,
-0.03115180693566799,
-0.042225394397974014,
-0.058232683688402176,
0.05436201021075249,
0.015446238219738007,
0.013886119239032269,
0.017268666997551918,
-0.05188481882214546,
0.017477508634328842,
-0.03640957176685333,
-0.03210563212633133,
0.0004628566384781152,
0.016062183305621147,
-0.01712249405682087,
0.038587599992752075,
0.033633042126894,
-0.05141149088740349,
0.019627470523118973,
-0.021282639354467392,
-0.044969964772462845,
0.05316975340247154,
0.04226383566856384,
0.10011506080627441,
-0.04909627139568329,
-0.03556663542985916,
0.020917067304253578,
0.008515228517353535,
-0.040061552077531815,
0.014193201437592506,
-0.009506210684776306,
-0.02559487707912922,
-0.03102760761976242,
-0.016555964946746826,
0.05638345703482628,
-0.04669126868247986,
-0.023883089423179626,
0.052952881902456284,
-0.014274667017161846,
0.034761589020490646,
-0.024927500635385513,
-0.00011346086830599234,
0.012573336251080036,
-0.019167538732290268,
-0.03517339006066322,
0.031640149652957916,
0.004262659233063459,
0.0044331601820886135,
-0.03355908766388893,
-0.055501263588666916,
0.015545140020549297,
0.08732516318559647,
-0.022579221054911613,
-0.018983494490385056,
-0.022630680352449417,
0.008092082105576992,
0.03882554545998573,
0.02034708298742771,
-0.027891939505934715,
0.04498956725001335,
0.055701278150081635,
0.016014784574508667,
0.011227191425859928,
0.07285027951002121,
0.028626883402466774,
-0.022624703124165535,
-0.00966704823076725,
0.01024840958416462,
0.026811998337507248,
-0.025150097906589508,
0.008428498171269894,
0.03698103129863739,
0.02739701047539711,
-0.01967189833521843,
-0.0293173436075449,
0.06658075004816055,
0.005135762505233288,
0.0021187521051615477,
0.016401542350649834,
-0.029616406187415123,
-0.019469022750854492,
0.04568865895271301,
-0.01351003348827362,
-0.013479062356054783,
-0.03477293998003006,
-0.03063231334090233,
0.01811167225241661,
0.030676130205392838,
0.02712954767048359,
0.046459756791591644,
-0.0169309601187706,
0.10358480364084244,
-0.026432223618030548,
0.013366593047976494,
-0.01971539296209812,
-0.029571857303380966,
0.006117077078670263,
0.062456581741571426,
0.010710075497627258,
0.03950033336877823,
-0.003919251728802919,
-0.04857344552874565,
0.03312743082642555,
0.06111032888293266,
0.0507204569876194,
0.015342768281698227,
-0.037858352065086365,
-0.014920176938176155,
0.019351918250322342,
0.039393652230501175,
-0.03931037336587906,
-0.05772252380847931,
0.017354078590869904,
0.052677787840366364,
-0.04098140075802803,
0.02800053171813488,
-0.03592761978507042,
0.02237742953002453,
-0.032778408378362656,
-0.04096261411905289,
0.04762657359242439,
0.02775719203054905,
-0.012066285125911236,
0.026249025017023087,
0.015116308815777302,
-0.019022177904844284,
0.031526997685432434,
0.0075111063197255135,
-0.001014881068840623,
-0.03272899612784386,
0.013109628111124039,
0.024105126038193703,
0.05501873791217804,
-0.031287722289562225,
0.03817736357450485,
-0.026725182309746742,
0.0028497076127678156,
0.03183655068278313,
-0.06783242523670197,
0.015826428309082985,
0.04646685719490051,
0.013097422197461128,
-0.019819078966975212,
0.0013311061775311828,
0.0031197466887533665,
0.018968267366290092,
0.07417956739664078,
0.005148489028215408,
0.05367354303598404,
0.012300992384552956,
0.0652625635266304,
0.0973869189620018,
0.0183950774371624,
0.02913953736424446,
0.03573008254170418,
0.08876819163560867,
-0.012389005161821842,
-0.010336588136851788,
0.046176690608263016,
-0.0451999306678772,
0.02335994318127632,
-0.036373332142829895,
0.030406134203076363,
0.018457496538758278,
-0.00771685503423214,
0.026172369718551636,
0.008871437050402164,
-0.013478697277605534,
0.0063542951829731464,
-0.009343101643025875,
-0.027922378852963448,
0.04203711450099945,
0.013921371661126614,
0.0017355445306748152,
0.013643788173794746,
0.00734142679721117,
0.021625295281410217,
-0.05523946136236191,
-0.06200417876243591,
0.013519355095922947,
-0.02993837743997574,
-0.003986909054219723,
-0.07373480498790741,
-0.020644906908273697,
-0.06617043167352676,
-0.019431164488196373,
0.03762276470661163,
0.008717195130884647,
-0.0025027047377079725,
-0.02941638045012951,
0.014754639007151127,
-0.026948820799589157,
-0.02012934349477291,
-0.0361689031124115,
-0.03488709405064583,
-0.03644218668341637,
-0.08518191426992416,
0.04695913940668106,
0.010664878413081169,
0.022238021716475487,
-0.016449136659502983,
0.010090833529829979,
-0.02465471439063549,
-0.00851637963205576,
0.07690603286027908,
0.04946083948016167,
-0.023363281041383743,
-0.0313883051276207,
0.05094277858734131,
-0.042199574410915375,
-0.0010116189951077104,
-0.03221945837140083,
-0.03461276367306709,
0.0732511430978775,
0.052385732531547546,
0.02285999432206154,
0.009964159689843655,
-0.029129797592759132,
-0.05282710865139961,
-0.06031357869505882,
-0.03574368357658386,
-0.046970658004283905,
-0.011925016529858112,
-0.02556103654205799,
-0.04867538437247276,
-0.0320868082344532,
-0.034294817596673965,
-0.006182239390909672,
-0.0217120461165905,
0.024359483271837234,
0.025694066658616066,
0.037355031818151474,
0.0393596850335598,
0.040440503507852554,
-0.0534740686416626,
-0.039930954575538635,
0.08215556293725967,
0.014217293821275234,
0.005869188345968723,
-0.0373179130256176,
-0.010913759469985962,
0.0562313087284565,
0.01041120570152998,
0.0009997050510719419,
0.00817512720823288,
0.07198162376880646,
0.005313952453434467,
0.013234720565378666,
0.007235207594931126,
-0.007747560739517212,
-0.001417816965840757,
-0.007279519457370043,
-0.008762243203818798,
-0.04657536372542381,
-0.02717614732682705,
-0.01934703439474106,
0.0223603043705225,
0.0400407649576664,
-0.072732113301754,
-0.03610851988196373,
-0.0015339814126491547,
0.03559938073158264,
0.011934012174606323,
0.017846733331680298,
-0.006364006083458662,
0.018411150202155113,
-0.04578668624162674,
-0.018693506717681885,
0.00910118967294693,
0.010762610472738743,
0.004808568861335516,
0.0546230748295784,
0.028688684105873108,
-0.028205903246998787,
0.045633427798748016,
0.03034352883696556,
0.06852280348539352,
0.014604569412767887,
-0.04044684022665024,
0.020006094127893448,
-0.016514576971530914,
0.01660224422812462,
-0.0021967673674225807,
-0.013768182136118412,
-0.04475603625178337,
-0.08162950724363327,
-0.005719729233533144,
0.025790328159928322,
-0.028660589829087257,
0.011196126230061054,
0.02350458689033985,
-0.054648492485284805,
0.012069864198565483,
0.0053964597173035145,
0.013673156499862671,
0.0460282601416111,
-0.0571121908724308,
0.059155844151973724,
-0.019551269710063934,
0.02774314023554325,
-0.060171518474817276,
0.015266409143805504,
-0.012611091136932373,
-0.03097611479461193,
0.024942263960838318,
0.06072501465678215,
0.010945337824523449,
0.05358919873833656,
0.08254797011613846,
0.0450301393866539,
-0.022214654833078384,
0.02099483646452427,
0.03285373002290726,
0.003302627941593528,
-0.06255605071783066,
-0.014768664725124836,
-0.00012612805585376918,
-0.04707296937704086,
-0.0018852564971894026,
-0.017375819385051727,
0.011635052971541882,
0.01349418144673109,
-0.012264561839401722,
-0.019734174013137817,
-0.012700699269771576,
-0.03129936754703522,
-0.03715154901146889,
-0.05943462625145912,
-0.03377648815512657,
-0.017707958817481995,
-0.000830343400593847,
0.043119315057992935,
0.04591728374361992,
0.0032985988073050976,
0.049929019063711166,
0.04533112794160843,
-0.026325179263949394,
-0.024799946695566177,
0.020124472677707672,
0.020324114710092545,
-0.0132353650406003,
-0.05659943446516991,
-0.0378241240978241,
0.041493579745292664,
0.04293949529528618,
-0.03001405857503414,
-0.07758507132530212,
-0.002746039303019643,
0.07302349805831909,
-0.024536442011594772,
0.05540696904063225,
0.0020039479713886976,
0.051881369203329086,
0.05904453620314598,
-0.021351590752601624,
0.01953924261033535,
-0.030765529721975327,
0.02818921208381653,
0.003961731214076281,
0.02429812029004097,
-0.04734734445810318,
-0.03527452051639557,
-0.08639442920684814,
0.008336612023413181,
0.025380561128258705,
0.0822615772485733,
0.03630029410123825,
-0.03448259457945824,
-0.060257282108068466,
-0.008601834997534752,
0.041001055389642715,
-0.053933050483465195,
-0.012782943435013294,
0.017656024545431137,
0.061394162476062775,
-0.04842184856534004,
-0.04822830110788345,
-0.027743538841605186,
0.00962919369339943,
0.03967314958572388,
0.0023826162796467543,
-0.006723268888890743,
-0.053164392709732056,
0.03801964595913887,
-0.010103791020810604,
-0.03706146031618118,
-0.11694326996803284,
0.0017740671755746007,
-0.03309175372123718,
-0.006038596387952566,
0.05539776757359505,
0.021582454442977905,
0.03201577439904213,
0.05724070966243744,
0.012014954350888729,
0.030300911515951157,
-0.032367680221796036,
0.024324387311935425,
-0.034515902400016785,
0.00557356234639883,
0.015865899622440338,
-0.03237662464380264,
-0.026509087532758713,
-0.03522098809480667,
-0.035041309893131256,
-0.027066202834248543,
-0.02152198739349842,
0.019791800528764725,
-0.029814695939421654,
0.0056486232206225395,
-0.021469002589583397,
0.03190496191382408,
-0.013792318291962147,
-0.02039014734327793,
-0.00659166881814599,
-0.054996006190776825,
-0.0868467390537262,
-0.047870658338069916,
0.02202858403325081,
0.025096232071518898,
0.0072861481457948685,
0.04352691397070885,
0.0068276929669082165,
0.014700083993375301,
0.013968680053949356,
-0.03213586285710335,
0.0539945550262928,
0.010870249941945076,
-0.046484336256980896,
-0.039738912135362625,
0.005722887814044952,
0.03273627907037735,
0.025141490623354912,
-0.04310016334056854,
0.02884414792060852,
0.004003836307674646,
-0.03795689344406128,
-0.015899542719125748,
-0.0033178848680108786,
0.026083512231707573,
-0.06913268566131592,
-0.05702590197324753,
0.0012439225101843476,
-0.048471346497535706,
0.034102559089660645,
-0.015018021687865257,
0.00146811967715621,
0.017485352233052254,
0.027814790606498718,
0.03660563752055168,
0.004625621251761913,
-0.0481594055891037,
0.00864039920270443,
-0.0036692942958325148,
-0.002639436861500144,
-0.07117508351802826,
0.04611959680914879,
-0.047648780047893524,
0.026317225769162178,
-0.003497247351333499,
-0.010022141970694065,
-0.03173226863145828,
0.03098636493086815,
-0.01330448780208826,
-0.013910110108554363,
-0.019954770803451538,
0.003246274311095476,
-0.043619923293590546,
0.050888657569885254,
-0.00021730299340561032,
0.018470628187060356,
-0.027834072709083557,
0.06600777059793472,
-0.037834614515304565,
-0.013052217662334442,
-0.01980574056506157,
0.023717917501926422,
-0.03391532599925995,
-0.003647215897217393,
-0.018833160400390625,
-0.03851384297013283,
0.006234460044652224,
0.042365800589323044,
0.031406302005052567,
0.012195753864943981,
-0.021753894165158272,
0.01102310512214899,
0.009418190456926823,
-0.048538416624069214,
-0.0009676053887233138,
-0.013795715756714344,
-0.02408713474869728,
-0.008047860115766525,
0.04992614686489105,
0.030438199639320374,
-0.03864241763949394,
-0.07069842517375946,
0.024327171966433525,
0.02356719970703125,
-0.00540170120075345,
0.004628424998372793,
0.0271025151014328,
0.04310603067278862,
0.05776713788509369,
-0.030888095498085022,
-0.0014366806717589498,
-0.023421049118041992,
-0.017428193241357803,
0.026083171367645264,
-0.01179947704076767,
0.02954452484846115,
0.010943169705569744,
-0.03752536326646805,
-0.01616445928812027,
0.07112408429384232,
0.022530704736709595,
0.014294898137450218,
0.0008383672102354467,
-0.009027055464684963,
0.013453030958771706,
0.03232626989483833,
-0.06450901180505753,
0.00560842826962471,
0.04797203466296196,
-0.03648583963513374,
0.07007148861885071,
-0.027765415608882904,
0.051490992307662964,
0.06143837422132492,
0.0006346420850604773,
-0.019994808360934258,
0.05777014419436455,
-0.021306810900568962,
-0.019580895081162453,
0.05288762226700783,
-0.05160972476005554,
-0.014220384880900383,
-0.020683640614151955,
0.06054404750466347,
-0.06071435660123825,
0.04690900444984436,
0.048224493861198425,
0.03862660750746727,
-0.005552961025387049,
-0.04290419816970825,
-0.039298687130212784,
0.032033324241638184,
-0.03751512989401817,
0.08376426249742508,
0.017333881929516792,
-0.05025032162666321,
0.07590215653181076,
0.0082143135368824,
-0.0831114798784256,
0.04343445226550102,
0.04282398894429207,
0.019134793430566788,
0.02159038372337818,
0.0561605766415596,
-0.05054415389895439,
0.023487363010644913,
-0.05930705741047859,
0.017835862934589386,
-0.06489243358373642,
0.004718827083706856,
0.01229427382349968,
-0.02078036218881607,
-0.016916731372475624,
0.02999787963926792,
-0.021469781175255775,
0.02261708304286003,
0.02108060196042061,
-0.043183740228414536,
-0.022623607888817787,
0.01581806130707264,
0.03772631287574768,
-0.014627369120717049,
0.007506124675273895,
-0.024121703580021858,
0.01606951281428337,
0.027479328215122223,
0.022754626348614693,
-0.058424774557352066,
-0.0005288582760840654,
0.021538518369197845,
-0.04582956060767174,
-0.03461645916104317,
0.002898639999330044,
0.014099002815783024,
-0.03191877529025078,
0.022964490577578545,
0.013989368453621864,
0.008385196328163147,
0.03420904651284218,
-0.025328537449240685,
0.04253961890935898,
-0.056015755981206894,
-0.005081058479845524,
0.009342117235064507,
0.00166993064340204,
0.01679573953151703,
-0.019200768321752548,
0.019015733152627945,
0.023540237918496132,
0.05995654687285423,
0.017159253358840942,
-0.04630507901310921,
-0.016503069549798965,
0.028206991031765938,
-0.032352302223443985,
0.016818104311823845,
-0.013636105693876743,
-0.06828747689723969,
-0.0333738848567009,
-0.01843789778649807,
-0.014766223728656769,
0.015477695502340794,
-0.02332031913101673,
0.005497299134731293,
0.05376679450273514,
-0.031756337732076645,
-0.03403838723897934,
-0.08152592182159424,
-0.012094263918697834,
-0.026727627962827682,
0.015425190329551697,
0.025243977084755898,
-0.034905143082141876,
0.019012294709682465,
-0.04870568588376045,
-0.060251910239458084,
0.06439805775880814,
0.011010739952325821,
-0.032062556594610214,
0.057451196014881134,
0.038643594831228256,
-0.02989887073636055,
0.020571961998939514,
0.057585135102272034,
-0.05156940966844559,
0.024331681430339813,
0.0032781511545181274,
0.028294598683714867,
0.021296687424182892,
0.025409650057554245,
-0.013900261372327805,
-0.04036550596356392,
-0.06627435237169266,
-0.05463963747024536,
-0.03990810737013817,
-0.0006846458418294787,
0.07149629294872284
] |
Doohae/q_encoder | [
"pytorch"
] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sg-sv
* source languages: sg
* target languages: sv
* OPUS readme: [sg-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sg-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/sg-sv/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-sv/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-sv/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sg.sv | 25.3 | 0.428 |
| [
-0.011190415360033512,
-0.02893824316561222,
-0.0034819338470697403,
0.03926616534590721,
0.033071424812078476,
0.02339177578687668,
-0.00019190202874597162,
0.0035280254669487476,
-0.050006963312625885,
0.05817670375108719,
0.015418151393532753,
-0.010342372581362724,
0.014272774569690228,
0.04862679913640022,
-0.03174551948904991,
-0.03310336545109749,
-0.009355252608656883,
0.01156647503376007,
-0.04184594750404358,
-0.00502619007602334,
-0.0031625633127987385,
0.009185906499624252,
-0.040346670895814896,
0.03242643550038338,
-0.01889081858098507,
0.009808115661144257,
-0.01886005699634552,
0.0132848946377635,
0.019726451486349106,
-0.06989757716655731,
-0.006586309056729078,
-0.02095453254878521,
-0.033860910683870316,
-0.015823015943169594,
-0.027389587834477425,
0.025026509538292885,
0.014209160581231117,
0.020045021548867226,
0.0700899288058281,
0.059494078159332275,
-0.008571742102503777,
0.003358665155246854,
0.0005384669057093561,
-0.024190383031964302,
0.0372522808611393,
0.004473022185266018,
-0.026978103443980217,
-0.03080201894044876,
0.024480100721120834,
-0.030079733580350876,
-0.04711085930466652,
-0.054553769528865814,
-0.02044844441115856,
0.032313231378793716,
-0.0055275484919548035,
-0.005231786053627729,
-0.09818877279758453,
-0.011192201636731625,
0.06853026896715164,
-0.05480446666479111,
-0.03505033999681473,
0.012872142717242241,
-0.050372425466775894,
0.005471981596201658,
0.044110942631959915,
-0.030359316617250443,
-0.01085139624774456,
-0.051312126219272614,
0.045925796031951904,
-0.03385404124855995,
0.037722956389188766,
-0.03130921721458435,
0.022094834595918655,
-0.0754077360033989,
-0.050716888159513474,
-0.004798580892384052,
0.0220343004912138,
0.05762477591633797,
-0.04299557954072952,
0.05191074684262276,
0.042666319757699966,
-0.011728051118552685,
0.02352556772530079,
-0.005146934650838375,
-0.01876116171479225,
0.043969541788101196,
-0.03263754025101662,
-0.0014689324889332056,
0.0038442066870629787,
0.05825332924723625,
-0.04275928810238838,
-0.03646368905901909,
-0.015947427600622177,
-0.029713308438658714,
-0.01948818936944008,
0.026493042707443237,
0.059782255440950394,
-0.03176526352763176,
0.0030757379718124866,
0.04543748125433922,
0.02461642399430275,
0.043059758841991425,
-0.00003114710852969438,
0.0658547431230545,
-0.023302236571907997,
-0.0020883139222860336,
-0.021886227652430534,
-0.032428059726953506,
-0.06952737271785736,
0.005580046679824591,
0.03227448835968971,
-0.04523411765694618,
-0.006008187308907509,
0.039730727672576904,
0.033488884568214417,
-0.030114591121673584,
0.07571709901094437,
-0.029583841562271118,
-0.04046831279993057,
-0.05304389074444771,
0.06263264268636703,
0.018789920955896378,
0.015447594225406647,
0.026468079537153244,
-0.04731343686580658,
0.019519377499818802,
-0.03194398805499077,
-0.03725121542811394,
0.007898298092186451,
0.02022303268313408,
-0.023518990725278854,
0.035648543387651443,
0.030697232112288475,
-0.05659862980246544,
0.022601043805480003,
-0.012053885497152805,
-0.0457279272377491,
0.05299396812915802,
0.04208943247795105,
0.09525017440319061,
-0.04818599671125412,
-0.03144204244017601,
0.01441067922860384,
0.0073021589778363705,
-0.03285706043243408,
0.01263841800391674,
-0.004000989254564047,
-0.02176537550985813,
-0.026155779138207436,
-0.02088450826704502,
0.05348013713955879,
-0.04381973668932915,
-0.019247571006417274,
0.060558922588825226,
-0.01346390601247549,
0.026164444163441658,
-0.01783278025686741,
0.002958053257316351,
0.010489544831216335,
-0.022973952814936638,
-0.02661488577723503,
0.03538947179913521,
0.004052170552313328,
0.002035659272223711,
-0.033115386962890625,
-0.05263432860374451,
0.022823842242360115,
0.08594059199094772,
-0.023243779316544533,
-0.020473260432481766,
-0.018702154979109764,
0.004542591515928507,
0.043503399938344955,
0.020550837740302086,
-0.023896558210253716,
0.03358587995171547,
0.05523616448044777,
0.014751564711332321,
0.00944700837135315,
0.07179652154445648,
0.01619528979063034,
-0.017597904428839684,
-0.0037781463470309973,
0.0153304198756814,
0.029866745695471764,
-0.016973000019788742,
0.0036734945606440306,
0.044295962899923325,
0.020855609327554703,
-0.018029335886240005,
-0.020557748153805733,
0.06591074168682098,
-0.00034733620123006403,
0.001362966955639422,
0.013910063542425632,
-0.024808311834931374,
-0.01479762326925993,
0.04825539141893387,
-0.012854509986937046,
-0.01790635660290718,
-0.03863338753581047,
-0.025215813890099525,
0.01642131246626377,
0.03603415563702583,
0.022233523428440094,
0.050762541592121124,
-0.017295781522989273,
0.10137811303138733,
-0.025901582092046738,
0.012766875326633453,
-0.020148761570453644,
-0.03409504145383835,
0.006905108690261841,
0.05859909951686859,
0.017862481996417046,
0.03532446175813675,
-0.003384988522157073,
-0.04849344864487648,
0.027624132111668587,
0.06690570712089539,
0.04555642977356911,
0.013987799175083637,
-0.03828193619847298,
-0.012912423349916935,
0.01600632071495056,
0.03841293975710869,
-0.03928817808628082,
-0.06955111026763916,
0.02328222431242466,
0.06441805511713028,
-0.037369031459093094,
0.03220910206437111,
-0.03497228026390076,
0.023526690900325775,
-0.03409209102392197,
-0.037192899733781815,
0.044056400656700134,
0.017575211822986603,
-0.015144201926887035,
0.020578984171152115,
0.01003454253077507,
-0.013343879021704197,
0.030518775805830956,
0.005523480009287596,
0.003257797798141837,
-0.0306736808270216,
0.012597795575857162,
0.02467818185687065,
0.06079499050974846,
-0.025102190673351288,
0.03834729641675949,
-0.021892985329031944,
0.0038536270149052143,
0.02865523472428322,
-0.07242560386657715,
0.01592598296701908,
0.04447207599878311,
0.012717416509985924,
-0.020448097959160805,
0.009959632530808449,
0.0073867314495146275,
0.024663949385285378,
0.07288268208503723,
0.003558547468855977,
0.053578320890665054,
0.014546766877174377,
0.06540731340646744,
0.09583795070648193,
0.013245685026049614,
0.03133019432425499,
0.03988827392458916,
0.0945514440536499,
-0.016303857788443565,
-0.008112777024507523,
0.044165272265672684,
-0.046252891421318054,
0.020940683782100677,
-0.04024903103709221,
0.028290797024965286,
0.017547594383358955,
-0.005430597811937332,
0.030332328751683235,
0.00774642126634717,
-0.013783230446279049,
0.010981699451804161,
-0.014387889765202999,
-0.024443496018648148,
0.043897081166505814,
0.01036637183278799,
0.008068455383181572,
0.008171544410288334,
0.00027028482872992754,
0.020131809636950493,
-0.06883783638477325,
-0.07033379375934601,
0.011050503700971603,
-0.03195337578654289,
-0.0029037734493613243,
-0.06759534031152725,
-0.01793796196579933,
-0.06648364663124084,
-0.02549596317112446,
0.04231318458914757,
0.002622051164507866,
-0.004836579784750938,
-0.028915725648403168,
0.011695264838635921,
-0.02932932786643505,
-0.02673148363828659,
-0.03158300742506981,
-0.03438882902264595,
-0.03226471692323685,
-0.08087067306041718,
0.04164700582623482,
0.013287629932165146,
0.023973876610398293,
-0.021532993763685226,
0.01365660224109888,
-0.015882762148976326,
-0.0146219152957201,
0.08025572448968887,
0.04834282398223877,
-0.02485582046210766,
-0.026010505855083466,
0.05771954357624054,
-0.037678126245737076,
-0.00008944581350078806,
-0.02648572064936161,
-0.019190609455108643,
0.07145976275205612,
0.05126897990703583,
0.01859184354543686,
0.00588446669280529,
-0.023578109219670296,
-0.05467253923416138,
-0.05496489256620407,
-0.042378976941108704,
-0.048140376806259155,
-0.011120215058326721,
-0.022799920290708542,
-0.057582318782806396,
-0.03088533505797386,
-0.028751764446496964,
-0.007795854937285185,
-0.03056144155561924,
0.025717027485370636,
0.03355150297284126,
0.037854064255952835,
0.043509770184755325,
0.0345335453748703,
-0.054251618683338165,
-0.031017839908599854,
0.07788785547018051,
0.00778235774487257,
0.007601344957947731,
-0.045758046209812164,
-0.011284321546554565,
0.05355575680732727,
0.014665530994534492,
0.004485972225666046,
0.016583837568759918,
0.07677735388278961,
0.000592655735090375,
0.007470095530152321,
0.013388496823608875,
-0.013210197910666466,
-0.008569365367293358,
-0.011359062977135181,
-0.011307593435049057,
-0.040669430047273636,
-0.01899271085858345,
-0.024154556915163994,
0.009451216086745262,
0.04325518012046814,
-0.0659051463007927,
-0.02814330719411373,
-0.00015970953973010182,
0.03720501437783241,
0.011867302469909191,
0.014295999892055988,
-0.009049598127603531,
0.015487457625567913,
-0.04300330579280853,
-0.020841538906097412,
0.0030753002502024174,
0.014688868075609207,
0.00391364935785532,
0.055698808282613754,
0.02935495786368847,
-0.030275043100118637,
0.047861091792583466,
0.027984870597720146,
0.06701092422008514,
0.014397358521819115,
-0.03730098158121109,
0.02135755866765976,
-0.02945946715772152,
0.0253280121833086,
-0.0002464605204295367,
-0.022828754037618637,
-0.044426217675209045,
-0.08122765272855759,
0.005594936665147543,
0.02843353897333145,
-0.03480970486998558,
0.02007320336997509,
0.025069186463952065,
-0.05459275469183922,
0.011817187070846558,
0.0013906811363995075,
0.015195083804428577,
0.04659953713417053,
-0.05832070857286453,
0.062088094651699066,
-0.011199675500392914,
0.021281419321894646,
-0.061115771532058716,
0.006912353914231062,
-0.016476131975650787,
-0.033598750829696655,
0.032557014375925064,
0.05605369433760643,
0.009011950343847275,
0.049977172166109085,
0.08346069604158401,
0.046354155987501144,
-0.024002397432923317,
0.02683260291814804,
0.03424905613064766,
0.008869826793670654,
-0.06644061952829361,
-0.009311695583164692,
-0.00669386750087142,
-0.05020424351096153,
-0.0028649214655160904,
-0.017618082463741302,
0.012139745056629181,
0.017633147537708282,
-0.006999023258686066,
-0.022211814299225807,
-0.012549183331429958,
-0.03199594467878342,
-0.03344567492604256,
-0.06739596277475357,
-0.03632933646440506,
-0.01691545732319355,
-0.004238797817379236,
0.0420866385102272,
0.05192288011312485,
0.00399839086458087,
0.049829237163066864,
0.04448529705405235,
-0.022168831899762154,
-0.02135840244591236,
0.0184369757771492,
0.022838760167360306,
-0.01811276189982891,
-0.051771171391010284,
-0.04623083025217056,
0.04483020305633545,
0.03961046785116196,
-0.027893230319023132,
-0.07660605758428574,
0.0027286738622933626,
0.0685027465224266,
-0.028899628669023514,
0.05246290564537048,
-0.004104470834136009,
0.05692525580525398,
0.059014130383729935,
-0.01747853122651577,
0.017897866666316986,
-0.030947396531701088,
0.021500200033187866,
0.0025166489649564028,
0.032698988914489746,
-0.0475248284637928,
-0.03535614162683487,
-0.08355221152305603,
0.0076564596965909,
0.024547923356294632,
0.0797409787774086,
0.041689082980155945,
-0.036762963980436325,
-0.055048294365406036,
-0.007894733920693398,
0.04445001482963562,
-0.057506609708070755,
-0.015639377757906914,
0.020431093871593475,
0.04990821331739426,
-0.050627533346414566,
-0.043865613639354706,
-0.030200963839888573,
0.006792264059185982,
0.034196920692920685,
-0.0018073521787300706,
-0.01302995253354311,
-0.05321254953742027,
0.039264850318431854,
-0.004534458741545677,
-0.046913839876651764,
-0.11779455095529556,
0.006438364740461111,
-0.03705908730626106,
-0.003496098332107067,
0.049519382417201996,
0.022642232477664948,
0.0335189513862133,
0.06147579103708267,
0.011276756413280964,
0.025669485330581665,
-0.04262709617614746,
0.019518224522471428,
-0.03466194495558739,
0.009399892762303352,
0.014252954162657261,
-0.026673510670661926,
-0.029265567660331726,
-0.037836845964193344,
-0.04032834991812706,
-0.026825785636901855,
-0.020030446350574493,
0.022227579727768898,
-0.03280893713235855,
0.004017309285700321,
-0.012157885357737541,
0.028195302933454514,
-0.015663346275687218,
-0.02564547024667263,
-0.008182115852832794,
-0.05465120077133179,
-0.08704749494791031,
-0.04472680017352104,
0.0211801640689373,
0.01687135547399521,
0.008729557506740093,
0.04147376865148544,
0.012188508175313473,
0.017250388860702515,
0.008224563673138618,
-0.026924755424261093,
0.05056705325841904,
0.012613446451723576,
-0.044759444892406464,
-0.037788648158311844,
0.0033998279832303524,
0.03628937900066376,
0.02457975409924984,
-0.04791751876473427,
0.025367746129631996,
0.0036566329654306173,
-0.03846036642789841,
-0.00886350218206644,
-0.003232491435483098,
0.035390809178352356,
-0.07677535712718964,
-0.051894232630729675,
0.006703932769596577,
-0.048708315938711166,
0.026567887514829636,
-0.022611211985349655,
0.006163636222481728,
0.014474730007350445,
0.026516081765294075,
0.031735148280858994,
0.00536759477108717,
-0.045424412935972214,
0.0044714598916471004,
-0.004105469677597284,
-0.0016740720020607114,
-0.07160390913486481,
0.044061481952667236,
-0.04597865790128708,
0.02878379262983799,
-0.007762186694890261,
-0.001825898652896285,
-0.03533102199435234,
0.03331727162003517,
-0.008152643218636513,
-0.008280497044324875,
-0.01609276793897152,
0.00032749047386460006,
-0.043664440512657166,
0.05595550313591957,
0.004766172729432583,
0.020089086145162582,
-0.03034825623035431,
0.06645525246858597,
-0.04389817267656326,
-0.007712944410741329,
-0.026053376495838165,
0.015423566102981567,
-0.031338002532720566,
-0.007284486200660467,
-0.017963172867894173,
-0.03761330619454384,
0.003136984771117568,
0.04084029421210289,
0.03277701884508133,
0.012294734828174114,
-0.020388733595609665,
0.012001547031104565,
0.01599499024450779,
-0.0447566993534565,
0.0007674152147956192,
-0.01505630649626255,
-0.027591096237301826,
-0.004343364387750626,
0.049600206315517426,
0.033755283802747726,
-0.03756062313914299,
-0.07150837033987045,
0.01599419303238392,
0.02487129718065262,
-0.008109159767627716,
0.0032347419764846563,
0.019725121557712555,
0.036896802484989166,
0.061765141785144806,
-0.02641906961798668,
0.00621074391528964,
-0.026197737082839012,
-0.016656437888741493,
0.030846044421195984,
-0.013133581727743149,
0.02529168874025345,
0.005071608349680901,
-0.042330626398324966,
-0.017773235216736794,
0.06393272429704666,
0.022266095504164696,
0.02254106104373932,
0.004963367711752653,
-0.014829911291599274,
0.01346756424754858,
0.021387586370110512,
-0.06305307149887085,
0.00560058793053031,
0.051587365567684174,
-0.0334128811955452,
0.07067563384771347,
-0.026270966976881027,
0.04581402242183685,
0.054951898753643036,
-0.0005605144542641938,
-0.022673558443784714,
0.05112793669104576,
-0.021904394030570984,
-0.026885060593485832,
0.05525001138448715,
-0.05496829003095627,
-0.015968702733516693,
-0.01799790747463703,
0.06514962017536163,
-0.07096372544765472,
0.05379592254757881,
0.05535726994276047,
0.0370718389749527,
-0.0009042049059644341,
-0.03964986652135849,
-0.03479500114917755,
0.036581046879291534,
-0.03549240902066231,
0.07743224501609802,
0.016415784135460854,
-0.04640422761440277,
0.07678284496068954,
0.0031797869596630335,
-0.07514146715402603,
0.0397079698741436,
0.03853747621178627,
0.018783850595355034,
0.029983650892972946,
0.0572112537920475,
-0.04799893498420715,
0.02212700806558132,
-0.06086865812540054,
0.015855498611927032,
-0.07024598121643066,
-0.0037146254908293486,
0.0179311390966177,
-0.023183748126029968,
-0.021848635748028755,
0.03121904470026493,
-0.02325259894132614,
0.01997273974120617,
0.024075966328382492,
-0.05525461211800575,
-0.023950017988681793,
0.017748624086380005,
0.03970761224627495,
-0.01736709102988243,
0.012982212007045746,
-0.024323705583810806,
0.02079327218234539,
0.027190351858735085,
0.022777296602725983,
-0.06513235718011856,
0.006461190991103649,
0.03014932945370674,
-0.054229337722063065,
-0.024276642128825188,
0.0025195132475346327,
0.011019066907465458,
-0.04117234796285629,
0.03320707753300667,
0.014298295602202415,
0.007662254851311445,
0.035760827362537384,
-0.02204098552465439,
0.038120053708553314,
-0.048583123832941055,
-0.005468020681291819,
0.0033734661992639303,
-0.0008558651898056269,
0.02144746296107769,
-0.01751979999244213,
0.01505889743566513,
0.018068794161081314,
0.05806887894868851,
0.01701986789703369,
-0.05461251735687256,
-0.009860209189355373,
0.03128914535045624,
-0.03557064011693001,
0.018678748980164528,
-0.02159145474433899,
-0.06602732092142105,
-0.03225592151284218,
-0.01701955311000347,
-0.00670782383531332,
0.018365057185292244,
-0.01927705854177475,
0.0023189052008092403,
0.05050714686512947,
-0.02548981085419655,
-0.032386548817157745,
-0.07100240886211395,
-0.014201447367668152,
-0.02171758934855461,
0.01143998559564352,
0.02279392071068287,
-0.026356996968388557,
0.026489296928048134,
-0.05499263107776642,
-0.06749526411294937,
0.06267253309488297,
0.013043373823165894,
-0.02200559712946415,
0.05807815119624138,
0.030290348455309868,
-0.02934570610523224,
0.013482719659805298,
0.05649218335747719,
-0.0523059144616127,
0.022459382191300392,
0.00352604896761477,
0.02413131855428219,
0.015979906544089317,
0.02573670819401741,
-0.013366014696657658,
-0.025568578392267227,
-0.06308779120445251,
-0.059771470725536346,
-0.038664910942316055,
-0.010422798804938793,
0.06748060882091522
] |
Doohae/roberta | [
"pytorch",
"roberta",
"question-answering",
"transformers",
"autotrain_compatible"
] | question-answering | {
"architectures": [
"RobertaForQuestionAnswering"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3 | null | ---
language:
- sh
- eo
tags:
- translation
license: apache-2.0
---
### hbs-epo
* source group: Serbo-Croatian
* target group: Esperanto
* OPUS readme: [hbs-epo](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/hbs-epo/README.md)
* model: transformer-align
* source language(s): bos_Latn hrv srp_Cyrl srp_Latn
* target language(s): epo
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/hbs-epo/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/hbs-epo/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/hbs-epo/opus-2020-06-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.hbs.epo | 18.7 | 0.383 |
### System Info:
- hf_name: hbs-epo
- source_languages: hbs
- target_languages: epo
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/hbs-epo/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['sh', 'eo']
- src_constituents: {'hrv', 'srp_Cyrl', 'bos_Latn', 'srp_Latn'}
- tgt_constituents: {'epo'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm4k,spm4k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/hbs-epo/opus-2020-06-16.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/hbs-epo/opus-2020-06-16.test.txt
- src_alpha3: hbs
- tgt_alpha3: epo
- short_pair: sh-eo
- chrF2_score: 0.38299999999999995
- bleu: 18.7
- brevity_penalty: 0.9990000000000001
- ref_len: 18457.0
- src_name: Serbo-Croatian
- tgt_name: Esperanto
- train_date: 2020-06-16
- src_alpha2: sh
- tgt_alpha2: eo
- prefer_old: False
- long_pair: hbs-epo
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.003171768272295594,
-0.02939082868397236,
-0.011697310023009777,
0.03275523707270622,
0.05722969397902489,
0.02068343572318554,
-0.008889194577932358,
0.009355984628200531,
-0.07429265230894089,
0.055848926305770874,
-0.00013273513468448073,
-0.02748764306306839,
-0.010673108510673046,
0.05557756498456001,
-0.03126159682869911,
-0.010045189410448074,
-0.028526533395051956,
-0.016209665685892105,
-0.04405596852302551,
-0.0289372056722641,
0.007317996118217707,
0.015943562611937523,
-0.010303848423063755,
0.02971467934548855,
-0.011013664305210114,
0.022689495235681534,
-0.03764139115810394,
0.016898155212402344,
0.012325728312134743,
-0.06842511892318726,
-0.0010504699312150478,
-0.0033669096883386374,
-0.03782092034816742,
0.003323986427858472,
-0.027614882215857506,
0.003416836727410555,
-0.010339319705963135,
-0.004335165023803711,
0.06449344009160995,
0.05280524492263794,
-0.003964295145124197,
0.015547151677310467,
-0.028229447081685066,
-0.06456873565912247,
0.044853851199150085,
-0.0007435575244016945,
-0.047865066677331924,
0.000009224536370311398,
0.019236406311392784,
-0.019603541120886803,
-0.04456564038991928,
-0.0745951384305954,
-0.012144251726567745,
0.0004100699152331799,
-0.020762456580996513,
-0.0001683215523371473,
-0.07861684262752533,
-0.007245388813316822,
0.06403585523366928,
-0.05326669290661812,
-0.02183515392243862,
-0.003109899116680026,
-0.05727202445268631,
0.016478808596730232,
0.03046560101211071,
-0.016169007867574692,
-0.008773542940616608,
-0.024492140859365463,
0.034872185438871384,
-0.019176440313458443,
0.030690593644976616,
-0.04179389774799347,
0.017642995342612267,
-0.06631489098072052,
-0.027556974440813065,
-0.006246825680136681,
0.023108063265681267,
0.03957837447524071,
-0.027616247534751892,
0.04613364115357399,
0.009923910722136497,
-0.02104879543185234,
0.02138518914580345,
-0.01983850635588169,
-0.02846355549991131,
0.05362776294350624,
-0.031176993623375893,
-0.021544843912124634,
0.011677092872560024,
0.049339063465595245,
-0.0575459860265255,
-0.02947264164686203,
-0.021347783505916595,
-0.03252275288105011,
0.0069498224183917046,
0.05268699675798416,
0.06499268859624863,
-0.026793695986270905,
0.032621003687381744,
0.04630046337842941,
0.01225971058011055,
0.043580133467912674,
0.008015954867005348,
0.05072764679789543,
-0.005669786129146814,
0.010348091833293438,
-0.00510809663683176,
-0.029059015214443207,
-0.050892580300569534,
0.015696832910180092,
0.017484026029706,
-0.025606123730540276,
-0.02101566083729267,
0.047580476850271225,
0.014815005473792553,
-0.02395298331975937,
0.04898817092180252,
-0.019305314868688583,
-0.04613231495022774,
-0.049657270312309265,
0.06023784726858139,
0.025787731632590294,
-0.014727937057614326,
0.027886953204870224,
-0.0440889373421669,
0.02726658061146736,
-0.03679998591542244,
-0.03767858073115349,
0.00008186595368897542,
0.012478352524340153,
0.005133022088557482,
0.03574680909514427,
0.042366646230220795,
-0.08368770033121109,
0.026524007320404053,
-0.011188765987753868,
-0.051430150866508484,
0.06888289749622345,
0.01297299936413765,
0.1105131134390831,
-0.030649997293949127,
-0.020160486921668053,
0.006974662188440561,
0.006329344119876623,
-0.017739014700055122,
0.008630241267383099,
0.008116812445223331,
-0.02440778724849224,
0.009727057069540024,
-0.0187351293861866,
0.057919975370168686,
-0.051702335476875305,
-0.017760008573532104,
0.05331175774335861,
0.000035290795494802296,
0.016684789210557938,
-0.04173833131790161,
-0.03484869375824928,
0.0036613561678677797,
-0.024775538593530655,
-0.034089528024196625,
0.013911273330450058,
-0.004501814488321543,
-0.008759859018027782,
-0.035424910485744476,
-0.03828195482492447,
0.020484479144215584,
0.07227391749620438,
-0.005829765927046537,
-0.03036666475236416,
-0.015457836911082268,
-0.012173766270279884,
0.045583631843328476,
0.027560317888855934,
-0.020580923184752464,
0.02673201449215412,
0.04674617201089859,
0.015087909996509552,
0.006550745107233524,
0.0634920597076416,
0.01752179116010666,
-0.042212940752506256,
-0.03552670776844025,
0.006017517298460007,
0.026986243203282356,
-0.03356333076953888,
0.021659446880221367,
0.020054323598742485,
-0.004049170762300491,
-0.029827971011400223,
-0.03261437639594078,
0.061154354363679886,
0.005651155021041632,
0.017544683068990707,
0.008390168659389019,
-0.03231310099363327,
-0.03557656332850456,
0.0685371458530426,
0.0022970049176365137,
-0.021047132089734077,
-0.033520184457302094,
-0.005915424320846796,
0.023666495457291603,
0.027150962501764297,
0.03382742032408714,
0.044830210506916046,
-0.004142860881984234,
0.09053604304790497,
-0.02576497197151184,
0.0075841196812689304,
-0.045919474214315414,
-0.04669010266661644,
0.008517376147210598,
0.06090639531612396,
0.016154039651155472,
0.05103757604956627,
0.004492174834012985,
-0.0629516988992691,
0.029343176633119583,
0.07034096866846085,
0.06433907151222229,
0.009510304778814316,
-0.030316755175590515,
0.00587307708337903,
0.012999363243579865,
0.05860704556107521,
-0.04214852675795555,
-0.04664821922779083,
0.0230825524777174,
0.05575668066740036,
-0.028587499633431435,
0.020473068580031395,
-0.011372603476047516,
0.022015471011400223,
-0.03369620069861412,
-0.06170292943716049,
0.04643436521291733,
0.026248930022120476,
0.0028453024569898844,
0.014391492120921612,
0.003554058028385043,
-0.002421676879748702,
0.010673467069864273,
0.013389288447797298,
-0.0013486782554537058,
-0.0419173464179039,
-0.0013942067744210362,
-0.003527100896462798,
0.04661381617188454,
-0.034068699926137924,
0.023998521268367767,
-0.002580066677182913,
0.006244013551622629,
0.0346803218126297,
-0.04418780654668808,
0.012659570202231407,
0.011953515000641346,
0.028546534478664398,
-0.028291385620832443,
0.004213881213217974,
-0.0020827343687415123,
0.03881239891052246,
0.06753843277692795,
-0.0028459930326789618,
0.06831183284521103,
-0.004523818381130695,
0.04673641175031662,
0.09191307425498962,
0.025105515494942665,
0.04100200533866882,
0.03228386864066124,
0.08356828987598419,
0.0010614115744829178,
-0.005450715310871601,
0.04489635303616524,
-0.04020559787750244,
0.00771254301071167,
-0.04078606516122818,
0.027869272977113724,
-0.002987524261698127,
0.0026585019659250975,
0.034360621124506,
-0.024359220638871193,
-0.031791359186172485,
-0.016683304682374,
-0.032760415226221085,
-0.02886356972157955,
0.058749984949827194,
0.0009532326366752386,
0.013109894469380379,
-0.004420881625264883,
-0.009396719746291637,
0.02720828168094158,
-0.06897888332605362,
-0.06483282893896103,
0.014130756258964539,
-0.030266445130109787,
0.0026554190553724766,
-0.07318742573261261,
-0.022369781509041786,
-0.044516678899526596,
-0.020766153931617737,
0.0413249135017395,
0.043592099100351334,
0.005036329850554466,
-0.013391779735684395,
0.019141392782330513,
-0.05080195143818855,
-0.029333582147955894,
-0.05515279993414879,
-0.03039342164993286,
-0.04015582054853439,
-0.05161505192518234,
0.024603981524705887,
0.029813313856720924,
0.028592219576239586,
-0.01612330973148346,
0.007756134029477835,
-0.0237958375364542,
-0.030953558161854744,
0.08306021243333817,
0.033086903393268585,
-0.01467894110828638,
-0.04447382688522339,
0.05531202629208565,
0.0009819262195378542,
0.006227865815162659,
-0.007535420358181,
-0.04651927202939987,
0.07126207649707794,
0.06353482604026794,
0.015955977141857147,
0.02373449318110943,
-0.007220499217510223,
-0.07468132674694061,
-0.04036979377269745,
-0.03001149371266365,
-0.060123104602098465,
-0.0020750106777995825,
-0.024487068876624107,
-0.04364441707730293,
-0.0073256706818938255,
-0.0466032549738884,
-0.002112965565174818,
-0.018810342997312546,
0.010308180935680866,
0.0532967671751976,
0.04690165817737579,
0.039966002106666565,
0.054626189172267914,
-0.029098989441990852,
-0.013677739538252354,
0.05582528933882713,
-0.009990323334932327,
0.00979789812117815,
-0.07680667191743851,
-0.003978624939918518,
0.01967381127178669,
0.0003115564468316734,
0.004761282820254564,
0.0005173650570213795,
0.08032332360744476,
0.0012215442257001996,
-0.006872404366731644,
0.009329662658274174,
-0.014791429042816162,
-0.031012799590826035,
0.0037864993792027235,
-0.0047294991090893745,
-0.011370924301445484,
-0.04067596048116684,
-0.011016279458999634,
0.00493393000215292,
0.03400655835866928,
-0.0725405141711235,
-0.06666891276836395,
-0.012231378816068172,
0.03703690320253372,
-0.0071133458986878395,
-0.010275470092892647,
-0.042230721563100815,
0.018267903476953506,
-0.02802084945142269,
-0.030975142493844032,
0.02729794755578041,
0.019364701583981514,
-0.012919517233967781,
0.03934797644615173,
0.04777407646179199,
-0.03138749673962593,
0.04408465698361397,
0.04769304394721985,
0.06088406592607498,
0.02944139391183853,
-0.019413834437727928,
0.004507381934672594,
-0.02728911116719246,
0.02319188416004181,
0.00647141644731164,
-0.04044396057724953,
-0.04391966760158539,
-0.08454512804746628,
-0.014314503408968449,
0.03621368482708931,
-0.022938797250390053,
-0.02166604809463024,
0.036507077515125275,
-0.017524436116218567,
-0.01633383333683014,
-0.017633382230997086,
0.01642383262515068,
0.04694177955389023,
-0.06048667058348656,
0.0574248768389225,
-0.004128357861191034,
0.04560168832540512,
-0.050282031297683716,
-0.001187891815789044,
-0.022189414128661156,
-0.017173906788229942,
-0.006094847805798054,
0.045611295849084854,
0.04324968904256821,
0.044656902551651,
0.07755784690380096,
0.035244252532720566,
-0.029218370094895363,
0.048642247915267944,
0.00971616618335247,
-0.0002923209103755653,
-0.04411957412958145,
-0.015120882540941238,
-0.020022669807076454,
-0.05135488510131836,
-0.0075721172615885735,
-0.02979937009513378,
0.019387520849704742,
0.016719600185751915,
0.024800585582852364,
-0.00482027605175972,
-0.006291280500590801,
-0.029068727046251297,
-0.05314008891582489,
-0.055065885186195374,
-0.04893438145518303,
0.00425949739292264,
-0.021075613796710968,
0.025766007602214813,
0.07017310708761215,
-0.004159749951213598,
0.04940406605601311,
0.04643180966377258,
-0.018858229741454124,
-0.05207166075706482,
0.02066943421959877,
0.020397093147039413,
-0.03265771269798279,
-0.0666850283741951,
-0.04990287125110626,
0.04941209778189659,
0.03506855294108391,
-0.011793307960033417,
-0.08443856984376907,
0.014105429872870445,
0.047746218740940094,
-0.03148655965924263,
0.052006885409355164,
-0.026933636516332626,
0.054005883634090424,
0.05379173532128334,
-0.02045731246471405,
-0.0014428902650251985,
-0.05657214671373367,
0.004764292389154434,
-0.013702488504350185,
0.04394497349858284,
-0.006164473481476307,
-0.019497061148285866,
-0.08890200406312943,
0.019900623708963394,
0.04254116117954254,
0.08496555685997009,
0.03944575786590576,
-0.03202217444777489,
-0.0555708222091198,
-0.00870698131620884,
0.021081894636154175,
-0.09119363874197006,
0.014554650522768497,
0.0239446759223938,
0.05094241350889206,
-0.051521170884370804,
-0.05655359476804733,
-0.024486416950821877,
-0.006881206762045622,
0.04732384905219078,
0.002200100105255842,
-0.023880334571003914,
-0.055273767560720444,
0.01291743665933609,
-0.011529812589287758,
-0.0287767443805933,
-0.08332163095474243,
0.04196206480264664,
-0.030944479629397392,
-0.014569368213415146,
0.031851571053266525,
0.03669757395982742,
0.02387067675590515,
0.05622132122516632,
-0.009214119985699654,
0.02628353238105774,
-0.03608277812600136,
0.033419106155633926,
-0.01825651153922081,
-0.008896522223949432,
-0.011075745336711407,
-0.05137990042567253,
-0.01861759088933468,
-0.02012617141008377,
-0.05073586478829384,
-0.046564944088459015,
-0.046661652624607086,
0.02253018505871296,
-0.0244594719260931,
-0.012662271969020367,
-0.011486291885375977,
0.04927004873752594,
-0.021492965519428253,
-0.02221762202680111,
-0.0326496958732605,
-0.048778366297483444,
-0.06418932974338531,
-0.052291661500930786,
0.009774242527782917,
0.02606879360973835,
0.0426790714263916,
0.02426157332956791,
-0.004373379051685333,
0.0265879537910223,
0.00357640627771616,
-0.009844507090747356,
0.03458501026034355,
0.002914354670792818,
-0.04037085920572281,
-0.042602188885211945,
-0.003849484259262681,
0.01159307174384594,
0.04381128400564194,
-0.04470539093017578,
0.0413937084376812,
0.029704315587878227,
-0.03522573038935661,
-0.011187693104147911,
0.005340211559087038,
0.03618277609348297,
-0.06838634610176086,
-0.07451234757900238,
0.0028941798955202103,
-0.0475265234708786,
0.028773808851838112,
-0.001298581133596599,
-0.02701183408498764,
-0.0051316325552761555,
0.027633264660835266,
0.03891073539853096,
0.03218439593911171,
-0.036050133407115936,
0.01602666825056076,
-0.006737567950040102,
-0.018731266260147095,
-0.0491115003824234,
0.03853654861450195,
-0.029979214072227478,
0.024930348619818687,
-0.00914353784173727,
-0.015204780735075474,
-0.02915356680750847,
0.020187120884656906,
-0.004260065499693155,
0.005351202096790075,
-0.011736814863979816,
0.030400197952985764,
-0.05051962658762932,
0.04638785868883133,
0.018498212099075317,
-0.006073350086808205,
-0.024961689487099648,
0.047694914042949677,
-0.048226289451122284,
-0.01631118915975094,
-0.038930196315050125,
0.00578730832785368,
-0.032466597855091095,
-0.001027314574457705,
-0.00014336426102090627,
-0.0467454195022583,
0.017080584540963173,
0.03770396485924721,
0.022349566221237183,
0.03190368413925171,
-0.02200801856815815,
-0.014547810889780521,
-0.002815187443047762,
-0.04199312627315521,
-0.005076543428003788,
-0.04396629333496094,
-0.006895378697663546,
-0.03363152965903282,
0.06798296421766281,
0.032686229795217514,
-0.034520164132118225,
-0.03759610280394554,
0.037565678358078,
0.02552928775548935,
-0.012143800966441631,
-0.003579108975827694,
0.03222791478037834,
0.041811373084783554,
0.05246325582265854,
-0.019551308825612068,
-0.0066827707923948765,
-0.011242548935115337,
-0.04371396452188492,
0.02236761525273323,
-0.011665990576148033,
0.02041502296924591,
-0.01909329555928707,
-0.038797032088041306,
-0.024175943806767464,
0.07025298476219177,
0.012296578846871853,
-0.00014954764628782868,
0.005125099793076515,
-0.02874269150197506,
0.0016293738735839725,
0.019554361701011658,
-0.04605361819267273,
0.01936430111527443,
0.043893806636333466,
-0.05016544088721275,
0.07672709971666336,
-0.03619920834898949,
0.023348309099674225,
0.046664465218782425,
-0.0013205456780269742,
-0.0038772011175751686,
0.02532093971967697,
-0.018323538824915886,
0.005282072350382805,
0.04459349066019058,
-0.058661263436079025,
0.002302936278283596,
-0.007663656026124954,
0.06611135601997375,
-0.06962220370769501,
0.044814977794885635,
0.05412035435438156,
0.016862284392118454,
0.01664271205663681,
-0.0333067923784256,
-0.0289072897285223,
0.039355840533971786,
-0.04448472335934639,
0.07271666824817657,
0.0276237390935421,
-0.07865936309099197,
0.055536992847919464,
0.01621234230697155,
-0.0864521712064743,
0.05350298061966896,
0.05029913783073425,
0.021539388224482536,
0.041332319378852844,
0.07173164933919907,
-0.05963435769081116,
0.011272533796727657,
-0.02996416948735714,
0.016557680442929268,
-0.07956943660974503,
0.016008032485842705,
0.00018539778830017895,
-0.02759568952023983,
-0.03784307837486267,
0.031688906252384186,
-0.022171860560774803,
0.01682347245514393,
0.013804624788463116,
-0.06041506677865982,
-0.03831488639116287,
0.026089830324053764,
0.04312702268362045,
-0.024640999734401703,
0.01992459036409855,
-0.033495642244815826,
0.024792278185486794,
0.023751497268676758,
-0.0100940503180027,
-0.04970463737845421,
0.010985364206135273,
0.023756427690386772,
-0.05502256006002426,
-0.012719245627522469,
-0.0004131602472625673,
-0.0039423443377017975,
-0.01771133951842785,
0.047965481877326965,
-0.01143190823495388,
0.03403492271900177,
0.03396443650126457,
-0.012915109284222126,
0.02500363625586033,
-0.046167030930519104,
-0.0070069399662315845,
-0.0034937355667352676,
0.020030412822961807,
0.026896828785538673,
-0.017153538763523102,
0.03204377740621567,
0.02873924933373928,
0.058111321181058884,
-0.007042045705020428,
-0.030397798866033554,
-0.026668241247534752,
0.005143944174051285,
-0.055870264768600464,
-0.00010903454676736146,
0.0020195776596665382,
-0.05526835843920708,
-0.0347876101732254,
-0.027979718521237373,
0.00425315834581852,
0.0318228080868721,
-0.03612808510661125,
-0.0013276210520416498,
0.04809293895959854,
-0.03432222455739975,
-0.018562594428658485,
-0.07585456967353821,
-0.018316544592380524,
-0.035731445997953415,
0.02084975689649582,
0.008671272546052933,
-0.02190626598894596,
0.029567483812570572,
-0.04323266074061394,
-0.08661063760519028,
0.040601857006549835,
0.03143060579895973,
-0.02590336464345455,
0.0668477937579155,
0.02390996553003788,
-0.06273878365755081,
-0.006435441318899393,
0.05218061804771423,
-0.057130083441734314,
0.01581289805471897,
0.01331951655447483,
0.029859978705644608,
0.01855633780360222,
0.02356010489165783,
-0.004189979285001755,
-0.035975683480501175,
-0.009754703380167484,
-0.04311476647853851,
-0.01927081122994423,
-0.0037513370625674725,
0.06388991326093674
] |
DoyyingFace/bert-asian-hate-tweets-asian-unclean-warmup-75 | [
"pytorch",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 37 | null | ---
language:
- be
- hr
- mk
- cs
- ru
- pl
- bg
- uk
- sl
- sla
- en
tags:
- translation
license: apache-2.0
---
### sla-eng
* source group: Slavic languages
* target group: English
* OPUS readme: [sla-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sla-eng/README.md)
* model: transformer
* source language(s): bel bel_Latn bos_Latn bul bul_Latn ces csb_Latn dsb hrv hsb mkd orv_Cyrl pol rue rus slv srp_Cyrl srp_Latn ukr
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus2m-2020-08-01.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-ceseng.ces.eng | 26.7 | 0.542 |
| newstest2009-ceseng.ces.eng | 25.2 | 0.534 |
| newstest2010-ceseng.ces.eng | 25.9 | 0.545 |
| newstest2011-ceseng.ces.eng | 26.8 | 0.544 |
| newstest2012-ceseng.ces.eng | 25.6 | 0.536 |
| newstest2012-ruseng.rus.eng | 32.5 | 0.588 |
| newstest2013-ceseng.ces.eng | 28.8 | 0.556 |
| newstest2013-ruseng.rus.eng | 26.4 | 0.532 |
| newstest2014-csen-ceseng.ces.eng | 31.4 | 0.591 |
| newstest2014-ruen-ruseng.rus.eng | 29.6 | 0.576 |
| newstest2015-encs-ceseng.ces.eng | 28.2 | 0.545 |
| newstest2015-enru-ruseng.rus.eng | 28.1 | 0.551 |
| newstest2016-encs-ceseng.ces.eng | 30.0 | 0.567 |
| newstest2016-enru-ruseng.rus.eng | 27.4 | 0.548 |
| newstest2017-encs-ceseng.ces.eng | 26.5 | 0.537 |
| newstest2017-enru-ruseng.rus.eng | 31.0 | 0.574 |
| newstest2018-encs-ceseng.ces.eng | 27.9 | 0.548 |
| newstest2018-enru-ruseng.rus.eng | 26.8 | 0.545 |
| newstest2019-ruen-ruseng.rus.eng | 29.1 | 0.562 |
| Tatoeba-test.bel-eng.bel.eng | 42.5 | 0.609 |
| Tatoeba-test.bul-eng.bul.eng | 55.4 | 0.697 |
| Tatoeba-test.ces-eng.ces.eng | 53.1 | 0.688 |
| Tatoeba-test.csb-eng.csb.eng | 23.1 | 0.446 |
| Tatoeba-test.dsb-eng.dsb.eng | 31.1 | 0.467 |
| Tatoeba-test.hbs-eng.hbs.eng | 56.1 | 0.702 |
| Tatoeba-test.hsb-eng.hsb.eng | 46.2 | 0.597 |
| Tatoeba-test.mkd-eng.mkd.eng | 54.5 | 0.680 |
| Tatoeba-test.multi.eng | 53.2 | 0.683 |
| Tatoeba-test.orv-eng.orv.eng | 12.1 | 0.292 |
| Tatoeba-test.pol-eng.pol.eng | 51.1 | 0.671 |
| Tatoeba-test.rue-eng.rue.eng | 19.6 | 0.389 |
| Tatoeba-test.rus-eng.rus.eng | 54.1 | 0.686 |
| Tatoeba-test.slv-eng.slv.eng | 43.4 | 0.610 |
| Tatoeba-test.ukr-eng.ukr.eng | 53.8 | 0.685 |
### System Info:
- hf_name: sla-eng
- source_languages: sla
- target_languages: eng
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sla-eng/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['be', 'hr', 'mk', 'cs', 'ru', 'pl', 'bg', 'uk', 'sl', 'sla', 'en']
- src_constituents: {'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'}
- tgt_constituents: {'eng'}
- src_multilingual: True
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus2m-2020-08-01.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus2m-2020-08-01.test.txt
- src_alpha3: sla
- tgt_alpha3: eng
- short_pair: sla-en
- chrF2_score: 0.6829999999999999
- bleu: 53.2
- brevity_penalty: 0.9740000000000001
- ref_len: 70897.0
- src_name: Slavic languages
- tgt_name: English
- train_date: 2020-08-01
- src_alpha2: sla
- tgt_alpha2: en
- prefer_old: False
- long_pair: sla-eng
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.005142298527061939,
-0.027162425220012665,
-0.00841364823281765,
0.04326607286930084,
0.05799520015716553,
0.02400721050798893,
-0.005734595004469156,
0.0028300730045884848,
-0.08110072463750839,
0.05163151025772095,
0.011832048185169697,
-0.02765386924147606,
-0.011044648475944996,
0.05698150768876076,
-0.02933436818420887,
-0.019832666963338852,
-0.017358914017677307,
-0.013189490884542465,
-0.050288230180740356,
-0.030534977093338966,
-0.00604717992246151,
0.008548973128199577,
-0.012238197959959507,
0.029546605423092842,
-0.000892444106284529,
0.02832587994635105,
-0.028509968891739845,
0.026292212307453156,
0.0065957289189100266,
-0.07437367737293243,
-0.0037209156434983015,
-0.022560730576515198,
-0.0401981845498085,
-0.0060050757601857185,
-0.015213210135698318,
-0.0037908984813839197,
-0.02277008630335331,
-0.0037024891935288906,
0.05880720540881157,
0.05423818528652191,
-0.0005777209880761802,
0.008336476981639862,
-0.022228915244340897,
-0.05394963175058365,
0.03217380866408348,
0.008814291097223759,
-0.04016447439789772,
-0.002596659353002906,
0.022108834236860275,
-0.02133897691965103,
-0.03588435426354408,
-0.07415079325437546,
-0.01874426193535328,
0.0004504934186115861,
-0.025264976546168327,
-0.0025591901503503323,
-0.07477856427431107,
-0.012335856445133686,
0.05042048171162605,
-0.04937254637479782,
-0.037829264998435974,
0.00990106537938118,
-0.054587822407484055,
0.013325304724276066,
0.036860667169094086,
-0.017445487901568413,
-0.002982487203553319,
-0.0388002023100853,
0.04570740461349487,
-0.017366476356983185,
0.046107109636068344,
-0.03662073239684105,
0.02018282748758793,
-0.08259523659944534,
-0.015809480100870132,
-0.01232023537158966,
0.03209450840950012,
0.04669903963804245,
-0.03218412026762962,
0.049623314291238785,
0.018900848925113678,
-0.018203431740403175,
0.01735912635922432,
-0.01801057532429695,
-0.02542882226407528,
0.04865054041147232,
-0.029990408569574356,
-0.026730284094810486,
0.022658107802271843,
0.057863131165504456,
-0.05272280424833298,
-0.02557613141834736,
-0.022152891382575035,
-0.03566233813762665,
-0.003555756062269211,
0.03726035729050636,
0.06304080784320831,
-0.04738916456699371,
0.023450510576367378,
0.03825998678803444,
0.01886490173637867,
0.039600685238838196,
-0.005348031409084797,
0.05578840523958206,
-0.00007833930430933833,
-0.009106308221817017,
-0.004384005907922983,
-0.03149029240012169,
-0.04520056024193764,
0.013301628641784191,
0.028330808505415916,
-0.03506426885724068,
-0.020358705893158913,
0.037378210574388504,
0.005906977225095034,
-0.022146807983517647,
0.0584871880710125,
-0.018492233008146286,
-0.051779720932245255,
-0.05211573466658592,
0.058771584182977676,
0.013695021159946918,
-0.0007801044848747551,
0.02006589062511921,
-0.0454866997897625,
0.02723025716841221,
-0.05096989870071411,
-0.04715226590633392,
0.011893657967448235,
0.02395162172615528,
-0.011033250950276852,
0.028234604746103287,
0.05635794997215271,
-0.08593914657831192,
0.021822616457939148,
-0.0060161417350173,
-0.04619958996772766,
0.05713548883795738,
-0.001685579540207982,
0.10730811208486557,
-0.0389745831489563,
-0.0365166999399662,
0.009520895779132843,
0.003978442866355181,
-0.012455758638679981,
0.0098334439098835,
0.0030352226458489895,
-0.014575675129890442,
-0.002954344730824232,
-0.027110064402222633,
0.056483250111341476,
-0.059712596237659454,
-0.01994670368731022,
0.057787537574768066,
-0.002461638068780303,
0.011585759930312634,
-0.03975072130560875,
-0.02012421377003193,
0.008885867893695831,
-0.027435343712568283,
-0.036307331174612045,
0.03384840860962868,
0.01452147401869297,
-0.017686067149043083,
-0.04149105027318001,
-0.040538009256124496,
0.020052293315529823,
0.0764138400554657,
0.0018304988043382764,
-0.022835979238152504,
-0.018566379323601723,
-0.00838393159210682,
0.05083680897951126,
0.02266339212656021,
-0.037234678864479065,
0.026855744421482086,
0.044297732412815094,
0.008657772094011307,
0.016464117914438248,
0.06092973053455353,
0.007067167200148106,
-0.037948086857795715,
-0.028582939878106117,
0.012908164411783218,
0.023668639361858368,
-0.03620707988739014,
0.009867536835372448,
0.027331385761499405,
0.003730897093191743,
-0.028121573850512505,
-0.02029661275446415,
0.06297535449266434,
-0.0003757934900932014,
0.004717465024441481,
0.01692233979701996,
-0.03842642530798912,
-0.04221115633845329,
0.060364942997694016,
-0.0000882422536960803,
-0.00988481193780899,
-0.032978858798742294,
-0.02034766599535942,
0.013389580883085728,
0.015369134955108166,
0.03743334859609604,
0.04360895976424217,
-0.03169182687997818,
0.10025687515735626,
-0.032291438430547714,
-0.006319267209619284,
-0.0449032336473465,
-0.05007403716444969,
0.008218350820243359,
0.07125446945428848,
0.024560250341892242,
0.04543048515915871,
0.0103412801399827,
-0.05862409994006157,
0.02632887288928032,
0.06719449162483215,
0.06160420924425125,
0.009140271693468094,
-0.04189867153763771,
-0.0032105830032378435,
0.012146281078457832,
0.055425696074962616,
-0.051224034279584885,
-0.04541052132844925,
0.010432269424200058,
0.058108117431402206,
-0.03495324030518532,
0.015807250514626503,
-0.012382135726511478,
0.020092330873012543,
-0.03266594186425209,
-0.057199738919734955,
0.037563614547252655,
0.02170342393219471,
0.019643012434244156,
0.008668722584843636,
-0.0054395804181694984,
0.016448751091957092,
0.021272042766213417,
0.017769785597920418,
-0.005836947821080685,
-0.02876923978328705,
-0.011939876712858677,
0.00835834164172411,
0.04495400935411453,
-0.035046257078647614,
0.026015233248472214,
-0.011335321702063084,
-0.0010341877350583673,
0.034417834132909775,
-0.045813292264938354,
0.016737431287765503,
0.023953130468726158,
0.017193492501974106,
-0.027560299262404442,
0.008633350022137165,
-0.002936800941824913,
0.02778257615864277,
0.07100259512662888,
-0.0044421241618692875,
0.048006732016801834,
0.004093458876013756,
0.05274980142712593,
0.09439732134342194,
0.034824155271053314,
0.04015529528260231,
0.04738016799092293,
0.08110789954662323,
-0.001261708210222423,
-0.015253092162311077,
0.04147496819496155,
-0.05217929184436798,
0.006525013130158186,
-0.04868600517511368,
0.028284629806876183,
-0.00004281956353224814,
-0.008524885401129723,
0.03165643662214279,
-0.011407976038753986,
-0.015869081020355225,
0.0006005269824527204,
-0.02826293185353279,
-0.0257414523512125,
0.041521452367305756,
0.011710034683346748,
0.0021197593305259943,
-0.00802235584706068,
-0.023887813091278076,
0.02785891480743885,
-0.07279586791992188,
-0.06192494183778763,
0.01606043241918087,
-0.030178071931004524,
0.009777556173503399,
-0.06974068284034729,
-0.026635710150003433,
-0.0592062883079052,
-0.03184015303850174,
0.03418787196278572,
0.037468645721673965,
0.02038540504872799,
-0.0181504525244236,
0.014633378013968468,
-0.042804066091775894,
-0.022350359708070755,
-0.06436377763748169,
-0.03270788490772247,
-0.0369890071451664,
-0.05736493319272995,
0.015162108466029167,
0.019785303622484207,
0.024475915357470512,
-0.012940268032252789,
0.016928168013691902,
-0.029053501784801483,
-0.029623063281178474,
0.07195623219013214,
0.0411565899848938,
-0.013628175482153893,
-0.03527798503637314,
0.046911172568798065,
-0.006646918132901192,
0.016031641513109207,
-0.011219475418329239,
-0.03378070890903473,
0.06252864748239517,
0.07652418315410614,
0.023677732795476913,
0.022449800744652748,
-0.002736980328336358,
-0.06899092346429825,
-0.04540974646806717,
-0.04127192869782448,
-0.06552504748106003,
-0.008935285732150078,
-0.021031750366091728,
-0.042833197861909866,
-0.012411496601998806,
-0.024104373529553413,
-0.00003711366298375651,
-0.02317623794078827,
0.012278798036277294,
0.06489387899637222,
0.061791107058525085,
0.03517176955938339,
0.041122425347566605,
-0.02696993015706539,
-0.021775519475340843,
0.060481198132038116,
-0.0014264079509302974,
0.022141022607684135,
-0.06652374565601349,
-0.0006599794724024832,
0.021178731694817543,
0.005587498191744089,
-0.005768346134573221,
-0.01442667841911316,
0.08142711967229843,
0.0032191781792789698,
-0.000978835509158671,
0.0031094281002879143,
-0.02301207184791565,
-0.01967148669064045,
0.014710171148180962,
-0.00411068694666028,
-0.024028420448303223,
-0.047413989901542664,
-0.02097519114613533,
0.00013129504804965109,
0.04062838479876518,
-0.07461173832416534,
-0.052479539066553116,
-0.0057762605138123035,
0.04410499334335327,
-0.004260547924786806,
-0.0003190642746631056,
-0.036215994507074356,
0.01300068013370037,
-0.041140999644994736,
-0.02570100501179695,
0.01612023077905178,
0.019214224070310593,
0.008457932621240616,
0.05349103361368179,
0.04412376135587692,
-0.0410957932472229,
0.04240015521645546,
0.03840303793549538,
0.054991770535707474,
0.02291174791753292,
-0.03358026593923569,
0.005723778158426285,
-0.029953617602586746,
0.022815611213445663,
0.0038166434969753027,
-0.04047552868723869,
-0.04474485293030739,
-0.07889242470264435,
-0.009507891722023487,
0.022441968321800232,
-0.03213704004883766,
-0.02451810985803604,
0.03642567992210388,
-0.006954282056540251,
-0.013803744688630104,
-0.017444904893636703,
0.012153847143054008,
0.04060588777065277,
-0.05769289657473564,
0.05816511809825897,
-0.004816731438040733,
0.04081780090928078,
-0.055992767214775085,
-0.010930398479104042,
-0.017064642161130905,
-0.012419604696333408,
-0.0005479527753777802,
0.046032220125198364,
0.04607563093304634,
0.045075900852680206,
0.07084415853023529,
0.03273041918873787,
-0.037271179258823395,
0.04838109761476517,
0.020342282950878143,
-0.005787762347608805,
-0.02961905114352703,
0.006233614403754473,
-0.026398494839668274,
-0.05912208557128906,
0.004036938305944204,
-0.040562212467193604,
0.02474444918334484,
0.034501656889915466,
0.02090425230562687,
-0.021673474460840225,
0.008463944308459759,
-0.03580935671925545,
-0.05546209588646889,
-0.050633884966373444,
-0.053005412220954895,
0.01284296065568924,
-0.017378997057676315,
0.029177147895097733,
0.06929867714643478,
-0.001307245111092925,
0.05457817390561104,
0.052128005772829056,
-0.014554471708834171,
-0.040700871497392654,
0.017185870558023453,
0.03133515641093254,
-0.02479756996035576,
-0.06290094554424286,
-0.0525376982986927,
0.05302209034562111,
0.037166714668273926,
-0.01487673819065094,
-0.08242003619670868,
0.007356338668614626,
0.051463473588228226,
-0.02261664904654026,
0.05167439579963684,
-0.021298259496688843,
0.05465639755129814,
0.054951149970293045,
-0.023296821862459183,
-0.00013373582623898983,
-0.03989560157060623,
0.025159098207950592,
-0.004821219015866518,
0.05109499767422676,
0.0034310806076973677,
-0.029930416494607925,
-0.08102153241634369,
0.01421235129237175,
0.031126005575060844,
0.07952717691659927,
0.04811769351363182,
-0.02472902648150921,
-0.05696102976799011,
-0.004227909725159407,
0.034586478024721146,
-0.09568585455417633,
0.0304245688021183,
0.028738506138324738,
0.05007531866431236,
-0.0542818158864975,
-0.05066146329045296,
-0.02145758643746376,
-0.009171241894364357,
0.0442013256251812,
0.001968989847227931,
-0.027483034878969193,
-0.06093588098883629,
0.030526679009199142,
-0.005974151194095612,
-0.03015369176864624,
-0.08321316540241241,
0.04307496175169945,
-0.025070833042263985,
-0.016874363645911217,
0.019899122416973114,
0.029607748612761497,
0.03049156442284584,
0.05161495506763458,
-0.004008715506643057,
0.029959360137581825,
-0.036900442093610764,
0.028920553624629974,
-0.02187168039381504,
-0.005977907218039036,
-0.009574612602591515,
-0.04136970639228821,
-0.008462321944534779,
-0.014917141757905483,
-0.04922660067677498,
-0.051240406930446625,
-0.04442403092980385,
0.019566774368286133,
-0.017150375992059708,
-0.0009154784493148327,
-0.01570989564061165,
0.04185112938284874,
-0.019843682646751404,
-0.024112753570079803,
-0.03356887772679329,
-0.051881104707717896,
-0.06102848798036575,
-0.04706050455570221,
0.008548146113753319,
0.009842230938374996,
0.030269328504800797,
0.02697889134287834,
-0.009947559796273708,
0.027156012132763863,
0.004058414604514837,
-0.015027014538645744,
0.0399005301296711,
0.0011120082344859838,
-0.03553754463791847,
-0.05005747824907303,
0.0033821244724094868,
0.011198689229786396,
0.04851492494344711,
-0.04567636176943779,
0.03063858114182949,
0.02809734083712101,
-0.03195914626121521,
-0.01517065055668354,
0.00943797454237938,
0.034797392785549164,
-0.06725127249956131,
-0.060514576733112335,
-0.004181145690381527,
-0.04360361024737358,
0.03624286502599716,
0.0046259621158242226,
-0.031161678954958916,
0.005405973177403212,
0.037572119385004044,
0.046719666570425034,
0.03497329354286194,
-0.03102942369878292,
0.006482404191046953,
-0.005509631242603064,
-0.0039473180659115314,
-0.049839455634355545,
0.04329758509993553,
-0.014028404839336872,
0.032659053802490234,
-0.013274393044412136,
-0.0178245697170496,
-0.027114128693938255,
0.01304769515991211,
-0.007647146936506033,
0.000806810858193785,
-0.019067879766225815,
0.02736768312752247,
-0.036301832646131516,
0.05114935338497162,
0.014509886503219604,
0.01801414228975773,
-0.027452275156974792,
0.04891585931181908,
-0.0450422503054142,
-0.006855279207229614,
-0.04629968851804733,
0.017511773854494095,
-0.03419101983308792,
-0.006822127848863602,
-0.007696755230426788,
-0.048837482929229736,
0.011670893058180809,
0.023933174088597298,
0.017378315329551697,
0.022435111925005913,
-0.02314170077443123,
-0.00805991142988205,
0.0022030859254300594,
-0.04221842437982559,
-0.008439422585070133,
-0.039868734776973724,
-0.001094121253117919,
-0.027025757357478142,
0.060240909457206726,
0.024467598646879196,
-0.048393357545137405,
-0.044393908232450485,
0.04313051700592041,
0.0272689051926136,
-0.01623472012579441,
0.0036542778834700584,
0.031275320798158646,
0.04133087024092674,
0.056529611349105835,
-0.017493246123194695,
-0.0023543990682810545,
-0.01464750710874796,
-0.03273570165038109,
0.029791058972477913,
-0.020981114357709885,
0.026254452764987946,
-0.015074318274855614,
-0.03373522311449051,
-0.030205458402633667,
0.07036499679088593,
0.013153008185327053,
0.011050296947360039,
0.011597121134400368,
-0.019198378548026085,
0.008476798422634602,
0.020833080634474754,
-0.046625085175037384,
0.014729772694408894,
0.032181426882743835,
-0.03707147017121315,
0.0701744481921196,
-0.03095896542072296,
0.024582916870713234,
0.046861156821250916,
0.004792956635355949,
-0.01322977989912033,
0.02686348184943199,
-0.015493055805563927,
-0.0029453698080033064,
0.04654599353671074,
-0.047419484704732895,
-0.0035788724198937416,
-0.017283501103520393,
0.06523346155881882,
-0.08145394176244736,
0.04779503121972084,
0.06195678561925888,
0.028100069612264633,
0.010476818308234215,
-0.026414016261696815,
-0.031230097636580467,
0.03257240727543831,
-0.04387536272406578,
0.06946796178817749,
0.008487583138048649,
-0.06643196195363998,
0.06736638396978378,
0.005677192006260157,
-0.07197453826665878,
0.06129372864961624,
0.05041420832276344,
0.026020364835858345,
0.036109261214733124,
0.05524235963821411,
-0.06226537376642227,
0.021658005192875862,
-0.032008759677410126,
0.011251606047153473,
-0.06891797482967377,
0.0179690383374691,
0.013854080811142921,
-0.03541091829538345,
-0.031223559752106667,
0.025807900354266167,
-0.027916237711906433,
0.022689664736390114,
0.01851077936589718,
-0.057783208787441254,
-0.04335016384720802,
0.02128707803785801,
0.04102501645684242,
-0.023622270673513412,
0.009854265488684177,
-0.044174302369356155,
0.02687341533601284,
0.025945140048861504,
-0.008454836905002594,
-0.05310472473502159,
-0.0011166672920808196,
0.022807477042078972,
-0.05387808382511139,
-0.03295665234327316,
-0.007326115388423204,
-0.01184134092181921,
-0.029827553778886795,
0.05298958346247673,
-0.010248502716422081,
0.012539945542812347,
0.030689014121890068,
-0.018340839073061943,
0.041504573076963425,
-0.03417891636490822,
-0.009192999452352524,
0.001057251705788076,
0.0175616554915905,
0.024499647319316864,
-0.008026852272450924,
0.03939451277256012,
0.031679701060056686,
0.05210307985544205,
-0.0020939733367413282,
-0.041583869606256485,
-0.026546845212578773,
0.010644922032952309,
-0.06512432545423508,
0.004413110204041004,
-0.00046880985610187054,
-0.0669170394539833,
-0.040063075721263885,
-0.02558600716292858,
0.0038006415124982595,
0.02637629583477974,
-0.03938671573996544,
0.0021543120965361595,
0.04982750862836838,
-0.0380982905626297,
-0.02464386261999607,
-0.06140681356191635,
-0.01482352428138256,
-0.04595412686467171,
0.03449151664972305,
0.018015876412391663,
-0.025614779442548752,
0.012361256405711174,
-0.046101950109004974,
-0.08426474779844284,
0.025240382179617882,
0.033579401671886444,
-0.03263992443680763,
0.07678015530109406,
0.023484770208597183,
-0.05359669774770737,
-0.0038360266480594873,
0.059091877192258835,
-0.06002822145819664,
0.022053813561797142,
0.01378694362938404,
0.03238533437252045,
0.02329564094543457,
0.02880854904651642,
-0.010662993416190147,
-0.039770033210515976,
-0.02244449034333229,
-0.04141029715538025,
-0.022282980382442474,
-0.01170430239289999,
0.04898598790168762
] |
DoyyingFace/bert-asian-hate-tweets-asian-unclean-with-clean-valid | [
"pytorch",
"bert",
"text-classification",
"transformers"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 33 | null | ---
language:
- be
- hr
- mk
- cs
- ru
- pl
- bg
- uk
- sl
- sla
tags:
- translation
license: apache-2.0
---
### sla-sla
* source group: Slavic languages
* target group: Slavic languages
* OPUS readme: [sla-sla](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sla-sla/README.md)
* model: transformer
* source language(s): bel bel_Latn bos_Latn bul bul_Latn ces dsb hrv hsb mkd orv_Cyrl pol rus slv srp_Cyrl srp_Latn ukr
* target language(s): bel bel_Latn bos_Latn bul bul_Latn ces dsb hrv hsb mkd orv_Cyrl pol rus slv srp_Cyrl srp_Latn ukr
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| newstest2012-cesrus.ces.rus | 15.9 | 0.437 |
| newstest2012-rusces.rus.ces | 13.6 | 0.403 |
| newstest2013-cesrus.ces.rus | 19.8 | 0.473 |
| newstest2013-rusces.rus.ces | 17.9 | 0.449 |
| Tatoeba-test.bel-bul.bel.bul | 100.0 | 1.000 |
| Tatoeba-test.bel-ces.bel.ces | 33.5 | 0.630 |
| Tatoeba-test.bel-hbs.bel.hbs | 45.4 | 0.644 |
| Tatoeba-test.bel-mkd.bel.mkd | 19.3 | 0.531 |
| Tatoeba-test.bel-pol.bel.pol | 46.9 | 0.681 |
| Tatoeba-test.bel-rus.bel.rus | 58.5 | 0.767 |
| Tatoeba-test.bel-ukr.bel.ukr | 55.1 | 0.743 |
| Tatoeba-test.bul-bel.bul.bel | 10.7 | 0.423 |
| Tatoeba-test.bul-ces.bul.ces | 36.9 | 0.585 |
| Tatoeba-test.bul-hbs.bul.hbs | 53.7 | 0.807 |
| Tatoeba-test.bul-mkd.bul.mkd | 31.9 | 0.715 |
| Tatoeba-test.bul-pol.bul.pol | 38.6 | 0.607 |
| Tatoeba-test.bul-rus.bul.rus | 44.8 | 0.655 |
| Tatoeba-test.bul-ukr.bul.ukr | 49.9 | 0.691 |
| Tatoeba-test.ces-bel.ces.bel | 30.9 | 0.585 |
| Tatoeba-test.ces-bul.ces.bul | 75.8 | 0.859 |
| Tatoeba-test.ces-hbs.ces.hbs | 50.0 | 0.661 |
| Tatoeba-test.ces-hsb.ces.hsb | 7.9 | 0.246 |
| Tatoeba-test.ces-mkd.ces.mkd | 24.6 | 0.569 |
| Tatoeba-test.ces-pol.ces.pol | 44.3 | 0.652 |
| Tatoeba-test.ces-rus.ces.rus | 50.8 | 0.690 |
| Tatoeba-test.ces-slv.ces.slv | 4.9 | 0.240 |
| Tatoeba-test.ces-ukr.ces.ukr | 52.9 | 0.687 |
| Tatoeba-test.dsb-pol.dsb.pol | 16.3 | 0.367 |
| Tatoeba-test.dsb-rus.dsb.rus | 12.7 | 0.245 |
| Tatoeba-test.hbs-bel.hbs.bel | 32.9 | 0.531 |
| Tatoeba-test.hbs-bul.hbs.bul | 100.0 | 1.000 |
| Tatoeba-test.hbs-ces.hbs.ces | 40.3 | 0.626 |
| Tatoeba-test.hbs-mkd.hbs.mkd | 19.3 | 0.535 |
| Tatoeba-test.hbs-pol.hbs.pol | 45.0 | 0.650 |
| Tatoeba-test.hbs-rus.hbs.rus | 53.5 | 0.709 |
| Tatoeba-test.hbs-ukr.hbs.ukr | 50.7 | 0.684 |
| Tatoeba-test.hsb-ces.hsb.ces | 17.9 | 0.366 |
| Tatoeba-test.mkd-bel.mkd.bel | 23.6 | 0.548 |
| Tatoeba-test.mkd-bul.mkd.bul | 54.2 | 0.833 |
| Tatoeba-test.mkd-ces.mkd.ces | 12.1 | 0.371 |
| Tatoeba-test.mkd-hbs.mkd.hbs | 19.3 | 0.577 |
| Tatoeba-test.mkd-pol.mkd.pol | 53.7 | 0.833 |
| Tatoeba-test.mkd-rus.mkd.rus | 34.2 | 0.745 |
| Tatoeba-test.mkd-ukr.mkd.ukr | 42.7 | 0.708 |
| Tatoeba-test.multi.multi | 48.5 | 0.672 |
| Tatoeba-test.orv-pol.orv.pol | 10.1 | 0.355 |
| Tatoeba-test.orv-rus.orv.rus | 10.6 | 0.275 |
| Tatoeba-test.orv-ukr.orv.ukr | 7.5 | 0.230 |
| Tatoeba-test.pol-bel.pol.bel | 29.8 | 0.533 |
| Tatoeba-test.pol-bul.pol.bul | 36.8 | 0.578 |
| Tatoeba-test.pol-ces.pol.ces | 43.6 | 0.626 |
| Tatoeba-test.pol-dsb.pol.dsb | 0.9 | 0.097 |
| Tatoeba-test.pol-hbs.pol.hbs | 42.4 | 0.644 |
| Tatoeba-test.pol-mkd.pol.mkd | 19.3 | 0.535 |
| Tatoeba-test.pol-orv.pol.orv | 0.7 | 0.109 |
| Tatoeba-test.pol-rus.pol.rus | 49.6 | 0.680 |
| Tatoeba-test.pol-slv.pol.slv | 7.3 | 0.262 |
| Tatoeba-test.pol-ukr.pol.ukr | 46.8 | 0.664 |
| Tatoeba-test.rus-bel.rus.bel | 34.4 | 0.577 |
| Tatoeba-test.rus-bul.rus.bul | 45.5 | 0.657 |
| Tatoeba-test.rus-ces.rus.ces | 48.0 | 0.659 |
| Tatoeba-test.rus-dsb.rus.dsb | 10.7 | 0.029 |
| Tatoeba-test.rus-hbs.rus.hbs | 44.6 | 0.655 |
| Tatoeba-test.rus-mkd.rus.mkd | 34.9 | 0.617 |
| Tatoeba-test.rus-orv.rus.orv | 0.1 | 0.073 |
| Tatoeba-test.rus-pol.rus.pol | 45.2 | 0.659 |
| Tatoeba-test.rus-slv.rus.slv | 30.4 | 0.476 |
| Tatoeba-test.rus-ukr.rus.ukr | 57.6 | 0.751 |
| Tatoeba-test.slv-ces.slv.ces | 42.5 | 0.604 |
| Tatoeba-test.slv-pol.slv.pol | 39.6 | 0.601 |
| Tatoeba-test.slv-rus.slv.rus | 47.2 | 0.638 |
| Tatoeba-test.slv-ukr.slv.ukr | 36.4 | 0.549 |
| Tatoeba-test.ukr-bel.ukr.bel | 36.9 | 0.597 |
| Tatoeba-test.ukr-bul.ukr.bul | 56.4 | 0.733 |
| Tatoeba-test.ukr-ces.ukr.ces | 52.1 | 0.686 |
| Tatoeba-test.ukr-hbs.ukr.hbs | 47.1 | 0.670 |
| Tatoeba-test.ukr-mkd.ukr.mkd | 20.8 | 0.548 |
| Tatoeba-test.ukr-orv.ukr.orv | 0.2 | 0.058 |
| Tatoeba-test.ukr-pol.ukr.pol | 50.1 | 0.695 |
| Tatoeba-test.ukr-rus.ukr.rus | 63.9 | 0.790 |
| Tatoeba-test.ukr-slv.ukr.slv | 14.5 | 0.288 |
### System Info:
- hf_name: sla-sla
- source_languages: sla
- target_languages: sla
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/sla-sla/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['be', 'hr', 'mk', 'cs', 'ru', 'pl', 'bg', 'uk', 'sl', 'sla']
- src_constituents: {'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'}
- tgt_constituents: {'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'}
- src_multilingual: True
- tgt_multilingual: True
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.test.txt
- src_alpha3: sla
- tgt_alpha3: sla
- short_pair: sla-sla
- chrF2_score: 0.672
- bleu: 48.5
- brevity_penalty: 1.0
- ref_len: 59320.0
- src_name: Slavic languages
- tgt_name: Slavic languages
- train_date: 2020-07-27
- src_alpha2: sla
- tgt_alpha2: sla
- prefer_old: False
- long_pair: sla-sla
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.005482249893248081,
-0.030721422284841537,
-0.0030798017978668213,
0.04654575511813164,
0.06056606397032738,
0.031110286712646484,
-0.008681686595082283,
0.006348902825266123,
-0.07810530811548233,
0.05628453567624092,
0.017983242869377136,
-0.02506597340106964,
-0.006666518282145262,
0.062175359576940536,
-0.028982851654291153,
-0.016656795516610146,
-0.02111520804464817,
-0.015713853761553764,
-0.050556909292936325,
-0.031554460525512695,
0.00042382263927720487,
-0.000614773714914918,
-0.0026716869324445724,
0.03788261488080025,
-0.0012952580582350492,
0.038536474108695984,
-0.03320159390568733,
0.027991129085421562,
0.02401692420244217,
-0.06251714378595352,
0.00028964164084754884,
-0.020654670894145966,
-0.04068872705101967,
-0.006390627473592758,
-0.014971807599067688,
-0.0075188856571912766,
-0.018759772181510925,
-0.0034009211231023073,
0.056949324905872345,
0.055746566504240036,
-0.011055761016905308,
0.0038378990720957518,
-0.015874037519097328,
-0.05217580869793892,
0.030180705711245537,
0.009767710231244564,
-0.03827044367790222,
0.00009793028584681451,
0.016660625115036964,
-0.0275463555008173,
-0.032943110913038254,
-0.06841505318880081,
-0.02761492319405079,
0.004463875666260719,
-0.026832642033696175,
-0.015855951234698296,
-0.06893492490053177,
-0.010561952367424965,
0.05309516191482544,
-0.04802517220377922,
-0.037043869495391846,
0.013457809574902058,
-0.06157003343105316,
0.015715092420578003,
0.02700226940214634,
-0.017859727144241333,
-0.0033024263102561235,
-0.04241584613919258,
0.046157825738191605,
-0.013872655108571053,
0.04711306467652321,
-0.035674799233675,
0.018446583300828934,
-0.08485366404056549,
-0.014068382792174816,
-0.01044304296374321,
0.033040452748537064,
0.033093761652708054,
-0.03695579990744591,
0.05108226463198662,
0.015161744318902493,
-0.017016595229506493,
0.023061338812112808,
-0.02552810311317444,
-0.022784633561968803,
0.05699823796749115,
-0.03128988295793533,
-0.027102898806333542,
0.027177313342690468,
0.05907602608203888,
-0.05094461888074875,
-0.023637529462575912,
-0.013483849354088306,
-0.032302018254995346,
-0.0034779023844748735,
0.040838226675987244,
0.06043342128396034,
-0.04430588707327843,
0.027486378327012062,
0.03728810325264931,
0.017828332260251045,
0.03634687140583992,
-0.013138438574969769,
0.05589671432971954,
-0.0025400102604180574,
-0.020998192951083183,
0.00560532882809639,
-0.02841992862522602,
-0.042288221418857574,
0.010665017180144787,
0.03171154856681824,
-0.03692321479320526,
-0.027024628594517708,
0.02891235426068306,
0.005322124809026718,
-0.01607738621532917,
0.056852977722883224,
-0.018893886357545853,
-0.05589369311928749,
-0.046769555658102036,
0.06018463894724846,
0.009637433104217052,
-0.003867690684273839,
0.014619870111346245,
-0.04867105558514595,
0.029704201966524124,
-0.05432995781302452,
-0.05345825105905533,
0.012759974226355553,
0.014112074859440327,
-0.01137801818549633,
0.023107051849365234,
0.051643919199705124,
-0.08870211988687515,
0.016665255650877953,
-0.0035176712553948164,
-0.05377897620201111,
0.05241544917225838,
0.0011721341870725155,
0.10911616683006287,
-0.03753260150551796,
-0.037841878831386566,
0.012514402158558369,
0.006874872371554375,
-0.013403301127254963,
0.006310530938208103,
0.003395053558051586,
-0.018088728189468384,
-0.004573842976242304,
-0.027971111238002777,
0.05590745434165001,
-0.04729648679494858,
-0.02538520283997059,
0.058396004140377045,
-0.00486478116363287,
0.008537707850337029,
-0.038398921489715576,
-0.012403266504406929,
0.006488202139735222,
-0.028386633843183517,
-0.02672785334289074,
0.026627445593476295,
0.005700697191059589,
-0.021425655111670494,
-0.043286312371492386,
-0.041858334094285965,
0.01756562851369381,
0.0748293399810791,
0.005551038775593042,
-0.020719049498438835,
-0.015261659398674965,
-0.005300197750329971,
0.049664001911878586,
0.019633794203400612,
-0.041925784200429916,
0.01866515539586544,
0.042373064905405045,
0.01369913574308157,
0.01865774765610695,
0.06372213363647461,
0.00326930801384151,
-0.04345099255442619,
-0.0205957293510437,
0.0156999584287405,
0.03090372309088707,
-0.03717204928398132,
0.013306042179465294,
0.029907377436757088,
0.002031053649261594,
-0.03241288661956787,
-0.019082890823483467,
0.0597686730325222,
0.0005710534169338644,
0.0016090658027678728,
0.022039778530597687,
-0.03814660385251045,
-0.044531721621751785,
0.051994577050209045,
-0.01045956090092659,
-0.007503667380660772,
-0.0328839085996151,
-0.025940584018826485,
0.014584075659513474,
0.01942608132958412,
0.03378843516111374,
0.03809736669063568,
-0.036485325545072556,
0.1083439514040947,
-0.028657687827944756,
-0.008490699343383312,
-0.04753198102116585,
-0.054398126900196075,
0.0014991303905844688,
0.061787109822034836,
0.023984156548976898,
0.04969385638833046,
0.007709408178925514,
-0.05295627936720848,
0.012518799863755703,
0.06432555615901947,
0.06384363770484924,
0.013879723846912384,
-0.03921552002429962,
-0.004407002590596676,
0.008645634166896343,
0.053459230810403824,
-0.05962038412690163,
-0.03616444766521454,
0.01281085703521967,
0.055829599499702454,
-0.03448695316910744,
0.019162386655807495,
-0.0013181575341150165,
0.020647000521421432,
-0.025263449177145958,
-0.051040440797805786,
0.030398543924093246,
0.02180507965385914,
0.016309691593050957,
0.012289744801819324,
-0.015159118920564651,
0.014852670021355152,
0.01927245408296585,
0.02295457012951374,
0.001097212778404355,
-0.03887110576033592,
-0.010562320239841938,
0.012015867047011852,
0.05069677531719208,
-0.03069589100778103,
0.023257799446582794,
-0.013516657054424286,
0.004304897040128708,
0.04037737846374512,
-0.051370035856962204,
0.01813344471156597,
0.0291301179677248,
0.015318277291953564,
-0.02865505963563919,
0.015823816880583763,
0.00009315735223935917,
0.02472236379981041,
0.06972268968820572,
-0.01099545881152153,
0.04801711067557335,
-0.0000749365717638284,
0.05751245841383934,
0.09536655992269516,
0.03544868156313896,
0.02918246202170849,
0.048105351626873016,
0.08403521031141281,
-0.011880037374794483,
-0.01600571908056736,
0.0509084053337574,
-0.04464931786060333,
0.016732705757021904,
-0.05123310536146164,
0.021642297506332397,
0.005768774542957544,
-0.011358138173818588,
0.029187267646193504,
-0.0064302412793040276,
-0.018358267843723297,
0.0006211716099642217,
-0.02613115683197975,
-0.021923618391156197,
0.047362230718135834,
0.013616814278066158,
0.0020250396337360144,
-0.013422034680843353,
-0.03238216042518616,
0.02545853704214096,
-0.0741003006696701,
-0.06490330398082733,
0.016826117411255836,
-0.02460496313869953,
0.0030843561980873346,
-0.06408517807722092,
-0.03073601983487606,
-0.054002489894628525,
-0.0319751612842083,
0.03355969116091728,
0.03151312470436096,
0.03289353847503662,
-0.01503376942127943,
0.023367127403616905,
-0.03921961039304733,
-0.02742147073149681,
-0.05188581347465515,
-0.038166970014572144,
-0.03230270743370056,
-0.05328494682908058,
0.01348341815173626,
0.01673300191760063,
0.03878390043973923,
-0.00798127893358469,
0.01904180273413658,
-0.02670028805732727,
-0.0345550961792469,
0.06298242509365082,
0.04613710939884186,
-0.011156141757965088,
-0.03519932180643082,
0.03882231190800667,
-0.007822533138096333,
0.007773362100124359,
-0.01470982562750578,
-0.028760140761733055,
0.058694977313280106,
0.0766976922750473,
0.023424556478857994,
0.01697172410786152,
0.0028070947155356407,
-0.06246199086308479,
-0.040844324976205826,
-0.05273345112800598,
-0.06843442469835281,
-0.0026676354464143515,
-0.012770919129252434,
-0.03888923302292824,
-0.013545648194849491,
-0.02006860263645649,
-0.006979338824748993,
-0.02195187471807003,
0.0071557448245584965,
0.06997480243444443,
0.06165985390543938,
0.038046322762966156,
0.038774274289608,
-0.028817521408200264,
-0.010884404182434082,
0.06472387909889221,
0.00461873272433877,
0.03037477843463421,
-0.06676822155714035,
-0.002862292341887951,
0.025311768054962158,
0.008289066143333912,
-0.0054397969506680965,
-0.015443134121596813,
0.08242177963256836,
0.008157653734087944,
-0.005442379042506218,
0.0034465768840163946,
-0.021654902026057243,
-0.02353842742741108,
0.014990908093750477,
-0.007374174892902374,
-0.026188328862190247,
-0.04607214406132698,
-0.01969708688557148,
-0.00747624970972538,
0.048268988728523254,
-0.07704691588878632,
-0.04110417887568474,
-0.009394737891852856,
0.04684189707040787,
-0.0015640119090676308,
0.0006667777779512107,
-0.04444344341754913,
0.01249802578240633,
-0.04748208448290825,
-0.028815366327762604,
0.011843472719192505,
0.023548003286123276,
0.016147080808877945,
0.056134674698114395,
0.042706213891506195,
-0.040818389505147934,
0.035372886806726456,
0.043140433728694916,
0.048934366554021835,
0.02251414954662323,
-0.03972604125738144,
0.01185775175690651,
-0.0260557122528553,
0.02075660228729248,
-0.010283109731972218,
-0.041937630623579025,
-0.05098285153508186,
-0.08393219113349915,
-0.004736789967864752,
0.024074990302324295,
-0.027965465560555458,
-0.02117123454809189,
0.03620874881744385,
-0.014026006683707237,
-0.008147680200636387,
-0.021204650402069092,
0.015153475105762482,
0.0434289388358593,
-0.061881233006715775,
0.06008443981409073,
-0.009009666740894318,
0.04143466427922249,
-0.0535566471517086,
-0.0030022012069821358,
-0.011041326448321342,
-0.008305477909743786,
0.0014748680405318737,
0.043894555419683456,
0.05025462433695793,
0.038700930774211884,
0.05701933801174164,
0.024331586435437202,
-0.04142451286315918,
0.05759561061859131,
0.011488158255815506,
-0.004452233202755451,
-0.03745080158114433,
0.007720327004790306,
-0.024200065061450005,
-0.06247907876968384,
-0.004504540003836155,
-0.046041641384363174,
0.013653652742505074,
0.03908545523881912,
0.025864658877253532,
-0.023652678355574608,
0.02060002274811268,
-0.035562094300985336,
-0.05762384459376335,
-0.04824822396039963,
-0.04673358052968979,
0.015318970195949078,
-0.018452733755111694,
0.027775166556239128,
0.06610893458127975,
-0.0027916536200791597,
0.05933035910129547,
0.055997248739004135,
-0.01709689199924469,
-0.038418248295784,
0.02303803339600563,
0.03437912091612816,
-0.026438089087605476,
-0.06209072098135948,
-0.05963047221302986,
0.05229755491018295,
0.04166046902537346,
-0.004698929376900196,
-0.0833103135228157,
0.006467904429882765,
0.049842119216918945,
-0.015803292393684387,
0.051587045192718506,
-0.019049011170864105,
0.058885443955659866,
0.060146916657686234,
-0.020012766122817993,
-0.003604042110964656,
-0.046045709401369095,
0.03495078533887863,
-0.012336605228483677,
0.04719582200050354,
0.008951647207140923,
-0.03438566252589226,
-0.07372378557920456,
0.02325686626136303,
0.033537767827510834,
0.07395961880683899,
0.04832358658313751,
-0.01908654347062111,
-0.055476512759923935,
-0.0050998288206756115,
0.0320059172809124,
-0.0956088975071907,
0.03108922950923443,
0.02482709102332592,
0.05303998291492462,
-0.046737831085920334,
-0.03874526545405388,
-0.021326687186956406,
-0.015423696488142014,
0.039636239409446716,
0.004486594814807177,
-0.03299849480390549,
-0.06482421606779099,
0.031173542141914368,
-0.0024190156254917383,
-0.03393173590302467,
-0.08169668167829514,
0.047955311834812164,
-0.026502935215830803,
-0.010808638297021389,
0.020919911563396454,
0.028552232310175896,
0.035169459879398346,
0.04589642584323883,
0.00564406206831336,
0.028461266309022903,
-0.04060706868767738,
0.03045087866485119,
-0.02715686708688736,
-0.011665363796055317,
-0.017429690808057785,
-0.036494407802820206,
0.0015033530071377754,
-0.013198353350162506,
-0.05420016497373581,
-0.046503983438014984,
-0.029737563803792,
0.018413707613945007,
-0.00853850319981575,
0.0006981726037338376,
-0.01580740697681904,
0.03561601787805557,
-0.0248300489038229,
-0.023751454427838326,
-0.02352951653301716,
-0.051350485533475876,
-0.0557890310883522,
-0.04696130380034447,
0.0145897027105093,
0.0046180374920368195,
0.02702621929347515,
0.02393169328570366,
-0.013387752696871758,
0.0318826362490654,
-0.0018991100369021297,
-0.01014346070587635,
0.05233277007937431,
0.005688762757927179,
-0.04130607470870018,
-0.051883284002542496,
0.0015533911064267159,
0.0048777381889522076,
0.060932356864213943,
-0.04357784613966942,
0.0298659298568964,
0.031595777720212936,
-0.030471211299300194,
-0.019615966826677322,
0.0023738578893244267,
0.024308953434228897,
-0.06787513941526413,
-0.055876120924949646,
0.003688387805595994,
-0.04514900967478752,
0.03068740852177143,
-0.004208323545753956,
-0.03554806113243103,
0.007259112782776356,
0.03621401637792587,
0.04659459367394447,
0.028141777962446213,
-0.0292343869805336,
0.00682337861508131,
-0.017175648361444473,
-0.002520268317312002,
-0.051343414932489395,
0.03146737068891525,
-0.01393645815551281,
0.02991449274122715,
-0.006125131156295538,
-0.015900900587439537,
-0.03250925615429878,
0.012798642739653587,
-0.0047872369177639484,
-0.005025576800107956,
-0.007853150367736816,
0.025447435677051544,
-0.03429176285862923,
0.055528126657009125,
0.022405210882425308,
0.021110214293003082,
-0.03279270976781845,
0.047955598682165146,
-0.05613935738801956,
-0.006525701843202114,
-0.048371803015470505,
-0.004720017313957214,
-0.031195493414998055,
-0.01254208292812109,
-0.018822772428393364,
-0.04720817133784294,
0.017028385773301125,
0.01830524019896984,
0.020667854696512222,
0.017378879711031914,
-0.023822704330086708,
-0.013099794276058674,
0.00007321113662328571,
-0.04726976156234741,
-0.013330607675015926,
-0.038508929312229156,
0.01340298168361187,
-0.016280286014080048,
0.06326887011528015,
0.02597099356353283,
-0.054460424929857254,
-0.04664237052202225,
0.04673231393098831,
0.02073308266699314,
-0.017650499939918518,
0.007750418968498707,
0.03542386740446091,
0.02583419159054756,
0.06122521311044693,
-0.01620730757713318,
-0.0042806812562048435,
-0.010351224802434444,
-0.02757149748504162,
0.02836715616285801,
-0.02459734119474888,
0.023793775588274002,
-0.007885867729783058,
-0.02305641956627369,
-0.03504479303956032,
0.07439354062080383,
0.021502070128917694,
0.01065845787525177,
-0.0009616354363970459,
-0.01999804936349392,
0.002102913334965706,
0.015565388835966587,
-0.049881454557180405,
0.015389109030365944,
0.0302616897970438,
-0.03620859235525131,
0.07048413902521133,
-0.028875624760985374,
0.027686892077326775,
0.0383819155395031,
0.012256377376616001,
-0.017468295991420746,
0.013121341355144978,
-0.01818528026342392,
0.002445752266794443,
0.04529780521988869,
-0.04737678915262222,
0.0016893444117158651,
-0.02057449333369732,
0.06737363338470459,
-0.0759025365114212,
0.05375327542424202,
0.06400062143802643,
0.03184877336025238,
0.010082625783979893,
-0.015557889826595783,
-0.02505967952311039,
0.029201490804553032,
-0.038538604974746704,
0.06476284563541412,
0.0021333859767764807,
-0.0807545930147171,
0.0667097270488739,
0.0002164341858588159,
-0.07444536685943604,
0.06295271962881088,
0.045954518020153046,
0.01560932956635952,
0.046880777925252914,
0.045542988926172256,
-0.060434307903051376,
0.025640811771154404,
-0.03271036595106125,
0.019812390208244324,
-0.061207689344882965,
0.02235938049852848,
0.016337933018803596,
-0.03373201936483383,
-0.01887059211730957,
0.021443268284201622,
-0.034159984439611435,
0.023556260392069817,
0.019988862797617912,
-0.059049759060144424,
-0.05416330322623253,
0.02029237151145935,
0.04378866031765938,
-0.02303789183497429,
0.004263097420334816,
-0.04587967321276665,
0.025002216920256615,
0.031474217772483826,
-0.004784765187650919,
-0.05894478037953377,
-0.0017049928428605199,
0.018264040350914,
-0.058061383664608,
-0.03711837902665138,
-0.0048523712903261185,
-0.008114077150821686,
-0.033442988991737366,
0.04624868929386139,
-0.009771394543349743,
0.009950070641934872,
0.026554415002465248,
-0.01783588156104088,
0.03388766199350357,
-0.029765106737613678,
-0.008176792412996292,
-0.0004208505852147937,
0.01911540888249874,
0.023890314623713493,
-0.005680879112333059,
0.03463933989405632,
0.0377107597887516,
0.05074603483080864,
0.004385629203170538,
-0.04060888662934303,
-0.027044808492064476,
0.010147876106202602,
-0.06503479182720184,
0.009549184702336788,
0.01028206292539835,
-0.06217431649565697,
-0.0381203293800354,
-0.02725561149418354,
-0.00246199918910861,
0.03626605123281479,
-0.04456101357936859,
0.0014418531209230423,
0.0440739244222641,
-0.037931594997644424,
-0.01800227351486683,
-0.04928995668888092,
-0.023454781621694565,
-0.04909716174006462,
0.040110304951667786,
0.01916719414293766,
-0.027545344084501266,
0.0012512006796896458,
-0.03744838014245033,
-0.08564414083957672,
0.019473208114504814,
0.03456149250268936,
-0.022580750286579132,
0.07141933590173721,
0.03431175276637077,
-0.06012630835175514,
-0.004538130480796099,
0.052099354565143585,
-0.05265851691365242,
0.025298036634922028,
0.01995888166129589,
0.039479974657297134,
0.01933695189654827,
0.03313285484910011,
-0.0063896700739860535,
-0.033526405692100525,
-0.01797758787870407,
-0.029849814251065254,
-0.018721316009759903,
-0.010498392395675182,
0.05992522090673447
] |
albert-base-v1 | [
"pytorch",
"tf",
"safetensors",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"exbert",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 38,156 | 2020-04-29T13:47:47Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sn-es
* source languages: sn
* target languages: es
* OPUS readme: [sn-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sn-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sn-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sn.es | 32.5 | 0.509 |
| [
-0.019437288865447044,
-0.029604772105813026,
-0.0033538707066327333,
0.038362350314855576,
0.02702578343451023,
0.027485273778438568,
-0.006354611366987228,
0.0007086475379765034,
-0.04980509355664253,
0.051026877015829086,
0.002894024830311537,
-0.006697879638522863,
0.0025570436846464872,
0.05095714330673218,
-0.036509379744529724,
-0.02650180086493492,
-0.006769431754946709,
0.004634316079318523,
-0.03942570462822914,
-0.015058455988764763,
-0.002364979824051261,
0.0111608374863863,
-0.03348838910460472,
0.028863852843642235,
-0.02750401571393013,
0.0008683899068273604,
-0.012991175055503845,
0.012682021595537663,
0.023723941296339035,
-0.06797147542238235,
-0.006251887883991003,
-0.01890580914914608,
-0.035482361912727356,
-0.015509463846683502,
-0.028109373524785042,
0.023332582786679268,
0.011172774247825146,
0.024243861436843872,
0.07799157500267029,
0.05473741143941879,
-0.005540181417018175,
0.004563870374113321,
-0.0019625809509307146,
-0.02434009499847889,
0.03083336539566517,
0.00754213472828269,
-0.028230411931872368,
-0.031965553760528564,
0.027636421844363213,
-0.026230547577142715,
-0.055848103016614914,
-0.04846636578440666,
-0.01818559318780899,
0.04005928710103035,
-0.01020938903093338,
-0.006677797995507717,
-0.08965323865413666,
-0.006025838200002909,
0.06193310394883156,
-0.051371730864048004,
-0.031631845980882645,
0.015742227435112,
-0.0485757514834404,
0.0022597259376198053,
0.043333254754543304,
-0.028827829286456108,
-0.008646017871797085,
-0.0515814870595932,
0.048354342579841614,
-0.034942518919706345,
0.03429180756211281,
-0.03386965021491051,
0.016060980036854744,
-0.073250912129879,
-0.051008064299821854,
-0.009646796621382236,
0.030839793384075165,
0.05562085285782814,
-0.046749453991651535,
0.048261746764183044,
0.051402900367975235,
-0.007521703839302063,
0.024435896426439285,
-0.011424494907259941,
-0.016368333250284195,
0.04209878668189049,
-0.030135365203022957,
-0.0009373115026392043,
0.008922186680138111,
0.05114799365401268,
-0.04103708267211914,
-0.03399619087576866,
-0.014368814416229725,
-0.030189651995897293,
-0.005852657835930586,
0.029427381232380867,
0.061955541372299194,
-0.02579638548195362,
0.010799714364111423,
0.03987795487046242,
0.020891737192869186,
0.04997832700610161,
0.006379101425409317,
0.07166901230812073,
-0.025627482682466507,
-0.00016699411207810044,
-0.013780762441456318,
-0.034935928881168365,
-0.060049232095479965,
0.004905523266643286,
0.032979946583509445,
-0.04086396470665932,
-0.004268817603588104,
0.04565398022532463,
0.03598529100418091,
-0.04054667055606842,
0.07390039414167404,
-0.027950197458267212,
-0.051183223724365234,
-0.05569165572524071,
0.05953996628522873,
0.01077455747872591,
0.014904208481311798,
0.01722586341202259,
-0.05760537087917328,
0.014464110136032104,
-0.03433113172650337,
-0.03860511630773544,
0.010508622042834759,
0.023402340710163116,
-0.027609989047050476,
0.035158395767211914,
0.031401462852954865,
-0.060491543263196945,
0.02063138782978058,
-0.013203218579292297,
-0.04217860847711563,
0.0650341659784317,
0.051078107208013535,
0.09378525614738464,
-0.04288942366838455,
-0.03893633559346199,
0.007862222380936146,
0.004137411713600159,
-0.03826368972659111,
0.009712794795632362,
-0.012420869432389736,
-0.030430173501372337,
-0.02602304145693779,
-0.018717734143137932,
0.058131761848926544,
-0.046209774911403656,
-0.019675683230161667,
0.055502165108919144,
-0.011751961894333363,
0.030225122347474098,
-0.029615303501486778,
-0.0018718402134254575,
0.009714563377201557,
-0.01428989041596651,
-0.028867175802588463,
0.03605698421597481,
0.005456927698105574,
0.0018786806613206863,
-0.03369336575269699,
-0.05964928865432739,
0.020253382623195648,
0.08395285159349442,
-0.020001955330371857,
-0.023560920730233192,
-0.017593389376997948,
0.004955823067575693,
0.04597805440425873,
0.00241440930403769,
-0.02203424833714962,
0.04406066983938217,
0.0637020692229271,
0.01906398870050907,
0.0072918967343866825,
0.06491772830486298,
0.021053986623883247,
-0.016381384804844856,
-0.006501080933958292,
0.014870298095047474,
0.030247744172811508,
-0.004777412861585617,
0.004212447442114353,
0.04037410020828247,
0.01980111002922058,
-0.015815909951925278,
-0.028606820851564407,
0.061579443514347076,
0.0035737333819270134,
0.011259808205068111,
0.006904813461005688,
-0.02509346604347229,
-0.01653757505118847,
0.051285792142152786,
-0.012672686949372292,
-0.018427416682243347,
-0.03084525838494301,
-0.022584235295653343,
0.004994138143956661,
0.03478233516216278,
0.022012703120708466,
0.054398469626903534,
-0.020454762503504753,
0.10832414776086807,
-0.02842770144343376,
0.01418626494705677,
-0.01809828355908394,
-0.031634069979190826,
0.010007843375205994,
0.06954792141914368,
0.010740328580141068,
0.03413804993033409,
-0.0018944893963634968,
-0.04624584689736366,
0.032260313630104065,
0.06040693819522858,
0.045640069991350174,
0.008659671992063522,
-0.04564489424228668,
-0.01119785662740469,
0.022262554615736008,
0.038964759558439255,
-0.03892451152205467,
-0.06490499526262283,
0.02245037630200386,
0.06601346284151077,
-0.046746525913476944,
0.029098568484187126,
-0.03589731827378273,
0.024022072553634644,
-0.03617924079298973,
-0.045202821493148804,
0.040763307362794876,
0.016710098832845688,
-0.012889416888356209,
0.017436351627111435,
0.006552408449351788,
-0.01121467538177967,
0.03130393102765083,
0.003162696026265621,
-0.0012111866381019354,
-0.026192259043455124,
0.010116306133568287,
0.01036965660750866,
0.05074487254023552,
-0.025953684002161026,
0.037912189960479736,
-0.024661265313625336,
-0.007583931554108858,
0.0382058210670948,
-0.07376941293478012,
0.012347536161541939,
0.04316822066903114,
0.018954509869217873,
-0.01950589194893837,
0.0035037605557590723,
0.0050734588876366615,
0.024169761687517166,
0.07504862546920776,
0.006917383521795273,
0.058007411658763885,
0.006097204051911831,
0.06095157191157341,
0.08822929859161377,
0.01649715192615986,
0.02865416556596756,
0.039133623242378235,
0.0972997397184372,
-0.011571706272661686,
-0.007709107361733913,
0.045916877686977386,
-0.046666279435157776,
0.014292295090854168,
-0.04306497797369957,
0.02933567203581333,
0.018893659114837646,
-0.003951018676161766,
0.03482465818524361,
0.003975181374698877,
-0.022063830867409706,
0.004714743234217167,
-0.006988213863223791,
-0.01994805783033371,
0.04237477481365204,
0.01065075770020485,
0.008712776936590672,
0.00827659573405981,
0.009126106277108192,
0.02343830093741417,
-0.05837951600551605,
-0.06232023611664772,
0.021173691377043724,
-0.03416535630822182,
-0.005565376486629248,
-0.06368475407361984,
-0.011935664340853691,
-0.06363474577665329,
-0.017943257465958595,
0.03980535268783569,
0.0055956486612558365,
-0.002599213272333145,
-0.0228252112865448,
0.005897898692637682,
-0.03269241005182266,
-0.03228042274713516,
-0.0339999794960022,
-0.03629076108336449,
-0.02973479963839054,
-0.07981199026107788,
0.04254196211695671,
0.01724274829030037,
0.023251483216881752,
-0.019301684573292732,
0.020219089463353157,
-0.009929217398166656,
-0.014893947169184685,
0.08580249547958374,
0.054532233625650406,
-0.02050788328051567,
-0.027864739298820496,
0.04975270852446556,
-0.0411996990442276,
0.005084287840873003,
-0.028774315491318703,
-0.02081873081624508,
0.06280598044395447,
0.05042915791273117,
0.027066636830568314,
0.0034096904564648867,
-0.026079805567860603,
-0.05236585810780525,
-0.06479551643133163,
-0.04284927621483803,
-0.04160807654261589,
-0.015577741898596287,
-0.02332608960568905,
-0.05556994676589966,
-0.03384757041931152,
-0.03209717199206352,
-0.00542922830209136,
-0.024131596088409424,
0.033577002584934235,
0.03811049833893776,
0.03618567809462547,
0.04607800021767616,
0.03638308867812157,
-0.05877018719911575,
-0.029215537011623383,
0.0744977816939354,
0.0077273366041481495,
0.006068555172532797,
-0.052645038813352585,
-0.006728876382112503,
0.05172404274344444,
0.01505349762737751,
0.01048074197024107,
0.019700128585100174,
0.07637618482112885,
0.005023760721087456,
0.00796978548169136,
0.015279429033398628,
-0.0015188698889687657,
-0.005772634409368038,
-0.005408524535596371,
-0.00946643203496933,
-0.040505729615688324,
-0.020217230543494225,
-0.02222040481865406,
0.02183694951236248,
0.04574892297387123,
-0.06164906919002533,
-0.03231716901063919,
0.0014671128010377288,
0.028359729796648026,
0.015295819379389286,
0.02410358190536499,
-0.00851968303322792,
0.015081586316227913,
-0.04356519132852554,
-0.02681899443268776,
0.008299233391880989,
0.014155171811580658,
0.0016002755146473646,
0.05429675057530403,
0.040566764771938324,
-0.0409051887691021,
0.043157946318387985,
0.018011784180998802,
0.06329520046710968,
0.016723087057471275,
-0.04294677823781967,
0.02177058905363083,
-0.023947054520249367,
0.012190088629722595,
-0.000960062665399164,
-0.025189630687236786,
-0.042236972600221634,
-0.07446140795946121,
0.004325540270656347,
0.02359534054994583,
-0.03276066482067108,
0.014276058413088322,
0.019329408183693886,
-0.05363106727600098,
0.011957256123423576,
-0.001571020344272256,
0.01384925190359354,
0.0464789941906929,
-0.057044096291065216,
0.06614761054515839,
-0.012202834710478783,
0.017473841086030006,
-0.059201501309871674,
0.009224159643054008,
-0.011912076734006405,
-0.03810129687190056,
0.03635166585445404,
0.06318672001361847,
0.015956010669469833,
0.049934688955545425,
0.07982892543077469,
0.0493568517267704,
-0.023518282920122147,
0.029550757259130478,
0.03594294190406799,
0.0045736972242593765,
-0.06858720630407333,
-0.009614161215722561,
-0.005857034120708704,
-0.05326833575963974,
0.005391344428062439,
-0.01551845669746399,
0.01590309664607048,
0.016278551891446114,
-0.004465289413928986,
-0.026252295821905136,
-0.013623510487377644,
-0.0307146068662405,
-0.03431926667690277,
-0.06821485608816147,
-0.02704710140824318,
-0.011030255816876888,
-0.005014582071453333,
0.045233793556690216,
0.04252219200134277,
-0.003813287476077676,
0.04680103063583374,
0.06001991033554077,
-0.02289409376680851,
-0.01578492671251297,
0.01611483469605446,
0.02875390276312828,
-0.01422458328306675,
-0.061201825737953186,
-0.03935291990637779,
0.0501934289932251,
0.041513051837682724,
-0.022455979138612747,
-0.07963760942220688,
-0.0006206054240465164,
0.07276363670825958,
-0.028442904353141785,
0.05706074461340904,
0.0018142607295885682,
0.05559959262609482,
0.055336423218250275,
-0.017757855355739594,
0.018722321838140488,
-0.02986939065158367,
0.02167917974293232,
0.00449769850820303,
0.032795198261737823,
-0.04189704358577728,
-0.03911428898572922,
-0.08465420454740524,
0.009896649047732353,
0.023060385137796402,
0.08589889109134674,
0.04629325866699219,
-0.03985454514622688,
-0.0647573173046112,
-0.02489863708615303,
0.051749616861343384,
-0.061780449002981186,
-0.01699645258486271,
0.01899980939924717,
0.05364643409848213,
-0.04511119797825813,
-0.04239597171545029,
-0.023823490366339684,
-0.0009333089692518115,
0.03689146414399147,
-0.00013785176270175725,
-0.016568684950470924,
-0.05163976550102234,
0.0356319323182106,
-0.007659307215362787,
-0.043409716337919235,
-0.11371657997369766,
0.009813589043915272,
-0.038840144872665405,
-0.003929345402866602,
0.05498608201742172,
0.0316518135368824,
0.026833416894078255,
0.06255332380533218,
0.008893066085875034,
0.022773630917072296,
-0.03586716204881668,
0.026020875200629234,
-0.03477291390299797,
0.008668477647006512,
0.014859320595860481,
-0.02919715642929077,
-0.030062969774007797,
-0.03332963585853577,
-0.03528587147593498,
-0.02963833510875702,
-0.014541683718562126,
0.02169254794716835,
-0.02529844641685486,
0.012055237777531147,
-0.024215810000896454,
0.032231878489255905,
-0.0187876857817173,
-0.02088027074933052,
-0.001675901236012578,
-0.0546359084546566,
-0.08020948618650436,
-0.04483228921890259,
0.025677382946014404,
0.022848621010780334,
0.021650388836860657,
0.033036116510629654,
0.012388556264340878,
0.015757055953145027,
0.006673529744148254,
-0.03546101227402687,
0.04577815160155296,
0.010008631274104118,
-0.040765151381492615,
-0.03426404297351837,
0.0020184731110930443,
0.03562513738870621,
0.026153260841965675,
-0.046320877969264984,
0.03183045983314514,
0.004739375319331884,
-0.03259354084730148,
-0.014005701057612896,
-0.002260369947180152,
0.03395738825201988,
-0.07740487158298492,
-0.049562402069568634,
0.000942881335504353,
-0.051846422255039215,
0.027148442342877388,
-0.018219253048300743,
0.008615628816187382,
0.014062597416341305,
0.016070134937763214,
0.02918880246579647,
0.004754986148327589,
-0.04584221914410591,
-0.004004353191703558,
0.002766941674053669,
0.0022397860884666443,
-0.0679781436920166,
0.05616059526801109,
-0.04809994250535965,
0.02726033516228199,
-0.0026582537684589624,
-0.007472680415958166,
-0.02808525040745735,
0.03497713804244995,
-0.004986937157809734,
-0.013822963461279869,
-0.014349536038935184,
0.0015209431294351816,
-0.037741538137197495,
0.057087142020463943,
0.0022559526842087507,
0.025000086054205894,
-0.027149053290486336,
0.07063661515712738,
-0.041390594094991684,
-0.004556231666356325,
-0.02300838939845562,
0.014723558910191059,
-0.03255799040198326,
-0.0024842391721904278,
-0.02357342839241028,
-0.038590822368860245,
0.005988522432744503,
0.038524825125932693,
0.03310195729136467,
0.006741081364452839,
-0.03341761976480484,
0.010915584862232208,
0.013094397261738777,
-0.053539078682661057,
0.0005841553793288767,
-0.015506068244576454,
-0.027355792000889778,
-0.006018323823809624,
0.04749568551778793,
0.03691820800304413,
-0.036045271903276443,
-0.07350005954504013,
0.020957503467798233,
0.02809855341911316,
-0.012953591533005238,
-0.0034416858106851578,
0.013278943486511707,
0.031812675297260284,
0.0581321083009243,
-0.026421835646033287,
-0.00011888700828421861,
-0.015405356884002686,
-0.01828755810856819,
0.022699102759361267,
-0.01529167965054512,
0.028101136907935143,
0.0034589075949043036,
-0.04191623628139496,
-0.012900101020932198,
0.06630487740039825,
0.028373263776302338,
0.012784486636519432,
0.0030603057239204645,
-0.012241682037711143,
0.021846946328878403,
0.01767757348716259,
-0.07231451570987701,
0.009932252578437328,
0.046258196234703064,
-0.04156935587525368,
0.06897661834955215,
-0.02194678597152233,
0.044163454324007034,
0.055288784205913544,
-0.0031959896441549063,
-0.023739123716950417,
0.05073495954275131,
-0.02324189990758896,
-0.01567259058356285,
0.04990867152810097,
-0.05671361833810806,
-0.017258260399103165,
-0.014856899157166481,
0.06169958412647247,
-0.0644751712679863,
0.051279835402965546,
0.05657422915101051,
0.036892760545015335,
-0.004767972975969315,
-0.03785092756152153,
-0.03725844621658325,
0.030761346220970154,
-0.031763676553964615,
0.06962563097476959,
0.012061205692589283,
-0.05618824064731598,
0.08044281601905823,
0.011656579561531544,
-0.07584476470947266,
0.04140852391719818,
0.042531818151474,
0.015732048079371452,
0.028639674186706543,
0.053033702075481415,
-0.04819327965378761,
0.02901860512793064,
-0.06686040759086609,
0.015495586208999157,
-0.06547249108552933,
-0.0010775328846648335,
0.012742647901177406,
-0.015931546688079834,
-0.01751020736992359,
0.024887969717383385,
-0.024073401466012,
0.02051963470876217,
0.0176693145185709,
-0.052956148982048035,
-0.019381292164325714,
0.015831710770726204,
0.04227257892489433,
-0.01861121505498886,
0.013215628452599049,
-0.009589183144271374,
0.017343902960419655,
0.02457951381802559,
0.023815983906388283,
-0.070499487221241,
-0.0015681680524721742,
0.029582038521766663,
-0.05606390908360481,
-0.023755095899105072,
0.0004119237419217825,
0.015452654100954533,
-0.03976817801594734,
0.031620100140571594,
0.013527252711355686,
0.005102670285850763,
0.03006100468337536,
-0.019495196640491486,
0.041728708893060684,
-0.05239696428179741,
-0.003582229372113943,
0.00973771046847105,
-0.0014800461940467358,
0.02525913156569004,
-0.011766094714403152,
0.01841736026108265,
0.017119381576776505,
0.06119793653488159,
0.017530616372823715,
-0.04501429945230484,
-0.012576893903315067,
0.02597523108124733,
-0.0312349796295166,
0.013694090768694878,
-0.01767572946846485,
-0.06861744076013565,
-0.03279906138777733,
-0.00808570347726345,
-0.00355285732075572,
0.013999384827911854,
-0.020097076892852783,
0.0071382480673491955,
0.04855543375015259,
-0.028918877243995667,
-0.03682003915309906,
-0.07790793478488922,
-0.018784256651997566,
-0.0178906861692667,
0.006515410263091326,
0.022072186693549156,
-0.026966944336891174,
0.02173551917076111,
-0.04679037258028984,
-0.06227768212556839,
0.06506844609975815,
0.016499608755111694,
-0.02342239022254944,
0.055027421563863754,
0.03342427685856819,
-0.031398504972457886,
0.01223642099648714,
0.0596759058535099,
-0.05060015991330147,
0.018576832488179207,
-0.0062552462331950665,
0.02465728297829628,
0.011165445670485497,
0.02822999842464924,
-0.015059270896017551,
-0.02766256034374237,
-0.0562824122607708,
-0.05857418477535248,
-0.03730173408985138,
-0.01024681981652975,
0.06775380671024323
] |
albert-base-v2 | [
"pytorch",
"tf",
"jax",
"rust",
"safetensors",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 4,785,283 | 2020-04-29T13:48:05Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sn-fr
* source languages: sn
* target languages: fr
* OPUS readme: [sn-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sn-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sn-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sn.fr | 30.8 | 0.491 |
| [
-0.016745252534747124,
-0.030812231823801994,
-0.011192369274795055,
0.037703875452280045,
0.025192247703671455,
0.024695731699466705,
-0.008829130791127682,
-0.004786650650203228,
-0.050645049661397934,
0.05189144238829613,
0.010130190290510654,
-0.006833007093518972,
-0.002661163453012705,
0.04632488265633583,
-0.034725774079561234,
-0.025684885680675507,
-0.006274913437664509,
0.00527171790599823,
-0.03348236158490181,
-0.012208989821374416,
0.004129327833652496,
0.014702510088682175,
-0.03608859330415726,
0.03207661211490631,
-0.021927673369646072,
-0.0015950576635077596,
-0.017576079815626144,
0.020770737901329994,
0.02286544255912304,
-0.0757477879524231,
-0.0038058250211179256,
-0.019309770315885544,
-0.03782431036233902,
-0.015463210642337799,
-0.01860838569700718,
0.027571363374590874,
0.004553006496280432,
0.02420959249138832,
0.07672768086194992,
0.05478702113032341,
-0.0029323548078536987,
-0.0043116165325045586,
-0.010046741925179958,
-0.01702178828418255,
0.03878667205572128,
0.0018450760981068015,
-0.03091615065932274,
-0.0329144150018692,
0.02615407481789589,
-0.03204171732068062,
-0.05492759868502617,
-0.04824116826057434,
-0.013465833850204945,
0.03601207211613655,
-0.001631500432267785,
-0.00813240185379982,
-0.08860968053340912,
-0.004942348226904869,
0.0563480406999588,
-0.04811551794409752,
-0.025068996474146843,
0.019932763651013374,
-0.048382468521595,
0.012696363963186741,
0.046359267085790634,
-0.0326792448759079,
-0.009065336547791958,
-0.048303648829460144,
0.04645761847496033,
-0.03412814438343048,
0.03752535954117775,
-0.029317520558834076,
0.012851743027567863,
-0.07910803705453873,
-0.04668881371617317,
-0.0055036116391420364,
0.029439127072691917,
0.05865408480167389,
-0.04387117922306061,
0.04826154559850693,
0.047882627695798874,
-0.006491776090115309,
0.02226938307285309,
-0.012292493134737015,
-0.021806687116622925,
0.03796800225973129,
-0.029158007353544235,
0.00008694251300767064,
0.011962332762777805,
0.04900582507252693,
-0.04491785168647766,
-0.04054664820432663,
-0.007142160087823868,
-0.03139959275722504,
-0.0007399657624773681,
0.031134728342294693,
0.060246534645557404,
-0.0323166660964489,
0.009239493869245052,
0.04094194248318672,
0.02339550480246544,
0.04957704618573189,
0.004775104578584433,
0.07125044614076614,
-0.01867610216140747,
-0.0012815194204449654,
-0.019101018086075783,
-0.028383873403072357,
-0.06245990842580795,
0.01462500263005495,
0.03574229031801224,
-0.042379025369882584,
-0.006843375973403454,
0.048798568546772,
0.03257022425532341,
-0.03782195970416069,
0.07055449485778809,
-0.031384777277708054,
-0.048000629991292953,
-0.05936697870492935,
0.051036834716796875,
0.010790623724460602,
0.01345325168222189,
0.012522182427346706,
-0.05583079159259796,
0.01634175144135952,
-0.03671658784151077,
-0.036774322390556335,
0.0070311687886714935,
0.018391568213701248,
-0.019394872710108757,
0.03486120328307152,
0.03260979428887367,
-0.05421525239944458,
0.018954148516058922,
-0.02086785063147545,
-0.04231317713856697,
0.06082579120993614,
0.04599643498659134,
0.09978555142879486,
-0.04655657708644867,
-0.039297983050346375,
0.01729094423353672,
0.007423508446663618,
-0.046283021569252014,
0.013469279743731022,
-0.013435304164886475,
-0.03326532617211342,
-0.030031200498342514,
-0.01423179917037487,
0.05757436156272888,
-0.0477011576294899,
-0.023113984614610672,
0.053008291870355606,
-0.015137949958443642,
0.03453263267874718,
-0.029656508937478065,
-0.0018768960144370794,
0.010218444280326366,
-0.014621310867369175,
-0.03391152620315552,
0.03121984750032425,
0.0076056490652263165,
0.005070275627076626,
-0.03388885781168938,
-0.05811939388513565,
0.01625725068151951,
0.08504781126976013,
-0.020642690360546112,
-0.02156900055706501,
-0.019790736958384514,
0.008589162491261959,
0.038694772869348526,
0.013511136174201965,
-0.025894848629832268,
0.04884564131498337,
0.057361140847206116,
0.017026204615831375,
0.01153512205928564,
0.06950893253087997,
0.02873249724507332,
-0.021251078695058823,
-0.009598815813660622,
0.01245246734470129,
0.028607888147234917,
-0.018368970602750778,
0.006627371534705162,
0.03769499436020851,
0.024494968354701996,
-0.0186659786850214,
-0.03285421058535576,
0.061787042766809464,
0.008443049155175686,
0.004039472434669733,
0.014790878631174564,
-0.030088046565651894,
-0.016809208318591118,
0.046744149178266525,
-0.012672136537730694,
-0.013290178030729294,
-0.03459532931447029,
-0.028660686686635017,
0.012691842392086983,
0.028313668444752693,
0.028407761827111244,
0.04945387691259384,
-0.022115331143140793,
0.10790297389030457,
-0.029477594420313835,
0.013160369358956814,
-0.01656384952366352,
-0.02733513154089451,
0.00972789153456688,
0.0695183277130127,
0.011697705835103989,
0.03799130395054817,
-0.00552865955978632,
-0.04752134159207344,
0.034487124532461166,
0.05761638656258583,
0.04970584064722061,
0.013738429173827171,
-0.04180207848548889,
-0.013408337719738483,
0.016713310033082962,
0.039405547082424164,
-0.04106004163622856,
-0.05776636675000191,
0.017473574727773666,
0.055221572518348694,
-0.045650675892829895,
0.02806137502193451,
-0.03644334524869919,
0.022108206525444984,
-0.034180205315351486,
-0.04453744739294052,
0.04629014432430267,
0.028128737583756447,
-0.012375281192362309,
0.02787471003830433,
0.013108167797327042,
-0.018703199923038483,
0.031245825812220573,
0.007625800557434559,
-0.0035693165846168995,
-0.03092009201645851,
0.01325260940939188,
0.01800508238375187,
0.05130378156900406,
-0.02932487055659294,
0.03918400779366493,
-0.028302621096372604,
-0.006129858084022999,
0.03398541361093521,
-0.07274766266345978,
0.014751089736819267,
0.04489748924970627,
0.017736559733748436,
-0.019228799268603325,
-0.0018802174599841237,
0.0035859362687915564,
0.021306898444890976,
0.07653941214084625,
0.007143665570765734,
0.054371125996112823,
0.01060535665601492,
0.06344406306743622,
0.09402433037757874,
0.02139156311750412,
0.027716699987649918,
0.037351738661527634,
0.08838175237178802,
-0.01016156654804945,
-0.011649283580482006,
0.04323754087090492,
-0.04530525952577591,
0.020791489630937576,
-0.039358753710985184,
0.03035004623234272,
0.020308731123805046,
-0.006459570489823818,
0.02707919478416443,
0.005252081900835037,
-0.01796593889594078,
0.0043302564881742,
-0.006269456353038549,
-0.022402524948120117,
0.04169470816850662,
0.014508351683616638,
0.004186737816780806,
0.013265473768115044,
0.011411539278924465,
0.021146366372704506,
-0.05355557054281235,
-0.0593547523021698,
0.01931893639266491,
-0.032362498342990875,
-0.003740259911864996,
-0.06954623758792877,
-0.01622406207025051,
-0.06584224849939346,
-0.019707754254341125,
0.03671468794345856,
0.009448458440601826,
-0.0031336117535829544,
-0.02591041289269924,
0.011758312582969666,
-0.029284600168466568,
-0.022502953186631203,
-0.037761956453323364,
-0.03726433590054512,
-0.036240626126527786,
-0.08503495901823044,
0.04931003600358963,
0.014152598567306995,
0.02350751869380474,
-0.017002196982502937,
0.014640431851148605,
-0.021175263449549675,
-0.007022603414952755,
0.08117268234491348,
0.05358750745654106,
-0.0228181891143322,
-0.028280556201934814,
0.04784732684493065,
-0.044197384268045425,
-0.0037324544973671436,
-0.03441070020198822,
-0.03347733989357948,
0.06938445568084717,
0.050978947430849075,
0.024301156401634216,
0.007111907470971346,
-0.029202288016676903,
-0.053463395684957504,
-0.0651780441403389,
-0.036694593727588654,
-0.04291569069027901,
-0.013331368565559387,
-0.027728216722607613,
-0.04678977653384209,
-0.03383425250649452,
-0.03321794793009758,
-0.007449425291270018,
-0.02062886953353882,
0.026118667796254158,
0.026139482855796814,
0.03633507713675499,
0.04007629677653313,
0.04073351249098778,
-0.0548781082034111,
-0.0404248870909214,
0.07829771935939789,
0.010998363606631756,
0.0037457658909261227,
-0.04071284830570221,
-0.007458857726305723,
0.053864821791648865,
0.012698611244559288,
0.00689919525757432,
0.00877666100859642,
0.07544168829917908,
0.004830114543437958,
0.010122102685272694,
0.006715728435665369,
-0.0013059780467301607,
0.0017956711817532778,
-0.005916990805417299,
-0.008242843672633171,
-0.04449789226055145,
-0.025190865620970726,
-0.019233066588640213,
0.02665473148226738,
0.03945094719529152,
-0.06837908178567886,
-0.03462701290845871,
-0.0002591797965578735,
0.03126411512494087,
0.012954015284776688,
0.0252740066498518,
-0.004646550863981247,
0.019330857321619987,
-0.046323906630277634,
-0.02373281866312027,
0.009257715195417404,
0.014422474429011345,
0.006388372741639614,
0.054455094039440155,
0.03432344272732735,
-0.030473357066512108,
0.04201861843466759,
0.026037221774458885,
0.06658478081226349,
0.01591748557984829,
-0.04278894513845444,
0.019416313618421555,
-0.0159359872341156,
0.01132531650364399,
-0.004094674251973629,
-0.015892108902335167,
-0.045179933309555054,
-0.07843159884214401,
-0.005209761206060648,
0.024817507714033127,
-0.026541396975517273,
0.011224404908716679,
0.02319343388080597,
-0.05470702052116394,
0.010577081702649593,
0.004315608646720648,
0.016072552651166916,
0.0476546436548233,
-0.05719771608710289,
0.0618085041642189,
-0.01858486607670784,
0.027492184191942215,
-0.05790650472044945,
0.01819726452231407,
-0.00987202301621437,
-0.03579704090952873,
0.031349170953035355,
0.06375550478696823,
0.014841309748589993,
0.0531621128320694,
0.08188895881175995,
0.04661235958337784,
-0.023502729833126068,
0.023980023339390755,
0.03477884456515312,
0.005118662491440773,
-0.06300357729196548,
-0.012822405435144901,
0.0016570700099691749,
-0.05266266316175461,
0.0005482913111336529,
-0.015670472756028175,
0.014264469034969807,
0.014907767996191978,
-0.01127086766064167,
-0.02114752121269703,
-0.012403516098856926,
-0.0287870392203331,
-0.03747096285223961,
-0.062448982149362564,
-0.02683742344379425,
-0.012344677932560444,
-0.000858586747199297,
0.045988768339157104,
0.04273437336087227,
-0.0005789116257801652,
0.04618280008435249,
0.05291944742202759,
-0.024153154343366623,
-0.021867316216230392,
0.01899772323668003,
0.025548774749040604,
-0.010006980039179325,
-0.057979509234428406,
-0.03526929020881653,
0.043082356452941895,
0.04317525774240494,
-0.031467244029045105,
-0.07691348344087601,
-0.0017084929859265685,
0.07572130113840103,
-0.023018956184387207,
0.05847535654902458,
0.0035494740586727858,
0.05033589154481888,
0.05887138471007347,
-0.021614769473671913,
0.017816966399550438,
-0.031219428405165672,
0.028326591476798058,
0.0053468081168830395,
0.024398725479841232,
-0.049537695944309235,
-0.035466644912958145,
-0.08649632334709167,
0.009809540584683418,
0.02391641214489937,
0.08543238788843155,
0.03900974988937378,
-0.034311484545469284,
-0.06464867293834686,
-0.01667623780667782,
0.046641331166028976,
-0.05704139918088913,
-0.012529625557363033,
0.016884522512555122,
0.06085486710071564,
-0.04319195821881294,
-0.04795500636100769,
-0.02339917980134487,
0.005477229133248329,
0.04276231676340103,
0.0033143353648483753,
-0.009464939124882221,
-0.05192830413579941,
0.040071289986371994,
-0.011577754281461239,
-0.0360560417175293,
-0.11611855775117874,
0.0020704525522887707,
-0.033092714846134186,
-0.006323052570223808,
0.05723550170660019,
0.021763192489743233,
0.02650853432714939,
0.057445429265499115,
0.012221809476613998,
0.02799271233379841,
-0.030079863965511322,
0.02677329070866108,
-0.033500444144010544,
0.0026185279712080956,
0.01750352419912815,
-0.03157224878668785,
-0.02774425409734249,
-0.030205851420760155,
-0.03396005928516388,
-0.027382293716073036,
-0.01989041455090046,
0.018194623291492462,
-0.027996746823191643,
0.007569967769086361,
-0.02791176736354828,
0.03442823514342308,
-0.018465334549546242,
-0.01845325343310833,
-0.005704174749553204,
-0.053443484008312225,
-0.0815773606300354,
-0.045650139451026917,
0.02427619881927967,
0.0285138338804245,
0.01425250992178917,
0.038391467183828354,
0.005092658568173647,
0.019602425396442413,
0.014140528626739979,
-0.034049227833747864,
0.053401194512844086,
0.012363900430500507,
-0.04285702481865883,
-0.034628428518772125,
0.005193152464926243,
0.03018670715391636,
0.02572535164654255,
-0.043939363211393356,
0.031485822051763535,
0.0056395516730844975,
-0.03590266406536102,
-0.02025303803384304,
-0.003085114760324359,
0.026359986513853073,
-0.07059766352176666,
-0.054479699581861496,
-0.000015594800061080605,
-0.049188632518053055,
0.033961221575737,
-0.01592094823718071,
0.006274913903325796,
0.016924798488616943,
0.024051636457443237,
0.036226555705070496,
0.005058001726865768,
-0.047891583293676376,
0.0076814512722194195,
-0.002379497280344367,
0.0025845752097666264,
-0.07147789001464844,
0.04954005032777786,
-0.04600953310728073,
0.024122891947627068,
-0.0007008427637629211,
-0.011190040037035942,
-0.027825497090816498,
0.03308160603046417,
-0.01126126293092966,
-0.014320599846541882,
-0.01724410057067871,
0.0013395023997873068,
-0.0418778620660305,
0.053326599299907684,
0.003123331116512418,
0.023638980463147163,
-0.02660396322607994,
0.06704345345497131,
-0.03532993793487549,
-0.013719203881919384,
-0.022443760186433792,
0.022236572578549385,
-0.03447095677256584,
-0.001335534849204123,
-0.020847996696829796,
-0.03843848779797554,
0.007576338015496731,
0.04046931490302086,
0.033186595886945724,
0.008310684934258461,
-0.02682436630129814,
0.013308043591678143,
0.00973596889525652,
-0.05305975303053856,
-0.002832542173564434,
-0.014847937971353531,
-0.027428200468420982,
-0.012338525615632534,
0.04913898929953575,
0.032304126769304276,
-0.03715796396136284,
-0.0706634521484375,
0.02517297863960266,
0.023724418133497238,
-0.008884727954864502,
0.0027646920643746853,
0.02158481627702713,
0.038765307515859604,
0.054154157638549805,
-0.028804173693060875,
-0.006245466414839029,
-0.01815187558531761,
-0.01804555207490921,
0.022666553035378456,
-0.015151310712099075,
0.031101960688829422,
0.0056812958791852,
-0.03577263653278351,
-0.014936380088329315,
0.07296077162027359,
0.024758780375123024,
0.009824197739362717,
0.000034106764360331,
-0.006989494431763887,
0.01856536604464054,
0.030510924756526947,
-0.06845394521951675,
0.007322189398109913,
0.0477413609623909,
-0.04008563980460167,
0.07011914998292923,
-0.02602316066622734,
0.05163060873746872,
0.05928954854607582,
0.0007655858644284308,
-0.020371319726109505,
0.05780361220240593,
-0.02358916774392128,
-0.0160793699324131,
0.0515306256711483,
-0.05078431963920593,
-0.01632329635322094,
-0.017582356929779053,
0.061454981565475464,
-0.05606353282928467,
0.04968174174427986,
0.05249511078000069,
0.03936352580785751,
-0.0027044343296438456,
-0.043615084141492844,
-0.039333637803792953,
0.031200354918837547,
-0.034330278635025024,
0.08069418370723724,
0.018136439844965935,
-0.05409807711839676,
0.07429231703281403,
0.00808778591454029,
-0.08144037425518036,
0.044431671500205994,
0.04361531510949135,
0.01670248992741108,
0.01996036432683468,
0.05152307450771332,
-0.04992919787764549,
0.02634819969534874,
-0.06365083903074265,
0.017105262726545334,
-0.06509453058242798,
0.005274435505270958,
0.012233790010213852,
-0.018107328563928604,
-0.01590135507285595,
0.0283676590770483,
-0.02281871810555458,
0.024160366505384445,
0.01948671229183674,
-0.041156262159347534,
-0.019640380516648293,
0.016365209594368935,
0.03940179944038391,
-0.014643913134932518,
0.01043704804033041,
-0.01931615360081196,
0.012777813710272312,
0.0262938030064106,
0.025772489607334137,
-0.06405257433652878,
-0.005561771336942911,
0.022747430950403214,
-0.04749118909239769,
-0.03091975674033165,
0.0018745088018476963,
0.014916857704520226,
-0.03214969113469124,
0.023958899080753326,
0.01470699068158865,
0.005798206198960543,
0.032653260976076126,
-0.021961230784654617,
0.04364640265703201,
-0.05717058852314949,
-0.004492642357945442,
0.012000602670013905,
0.0023096927907317877,
0.017750969156622887,
-0.012914598919451237,
0.02248303033411503,
0.02476230263710022,
0.06094198301434517,
0.019633417949080467,
-0.04196346551179886,
-0.018506985157728195,
0.024771543219685555,
-0.02821366675198078,
0.01346579473465681,
-0.014314615167677402,
-0.0694575384259224,
-0.03596958518028259,
-0.013856293633580208,
-0.015233681537210941,
0.014981012791395187,
-0.019335560500621796,
0.007357774302363396,
0.0522533543407917,
-0.0321313850581646,
-0.03775347024202347,
-0.08154881000518799,
-0.012990161776542664,
-0.023792598396539688,
0.01258060522377491,
0.02490866743028164,
-0.03435434401035309,
0.017241062596440315,
-0.04459281638264656,
-0.05778902396559715,
0.06714346259832382,
0.012926211580634117,
-0.03432195633649826,
0.05609291046857834,
0.03624015301465988,
-0.027711646631360054,
0.01919153705239296,
0.058109842240810394,
-0.05057167261838913,
0.02209930308163166,
0.0007357614231295884,
0.02772081084549427,
0.018829429522156715,
0.027057761326432228,
-0.015401385724544525,
-0.04202082008123398,
-0.06524674594402313,
-0.054711129516363144,
-0.036737143993377686,
-0.0018079994479194283,
0.0713963508605957
] |
albert-large-v1 | [
"pytorch",
"tf",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 687 | 2020-04-29T13:48:22Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sn-sv
* source languages: sn
* target languages: sv
* OPUS readme: [sn-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sn-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sn-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sn-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sn.sv | 35.6 | 0.536 |
| [
-0.01965818740427494,
-0.02858627215027809,
-0.002351032104343176,
0.040695589035749435,
0.027561519294977188,
0.023395096883177757,
-0.0020725983195006847,
0.00035668289638124406,
-0.05180903896689415,
0.05381147190928459,
0.01028973888605833,
-0.008175088092684746,
0.012552506290376186,
0.04939340427517891,
-0.03522443026304245,
-0.026888662949204445,
-0.01027544867247343,
0.007931996136903763,
-0.04071088507771492,
-0.012182529084384441,
-0.001720475498586893,
0.008349625393748283,
-0.033079538494348526,
0.031396523118019104,
-0.022677544504404068,
0.0017367725959047675,
-0.01677260547876358,
0.016211066395044327,
0.024232175201177597,
-0.07021886110305786,
-0.006309929303824902,
-0.0203985758125782,
-0.033733952790498734,
-0.01562691107392311,
-0.026193276047706604,
0.027756528928875923,
0.011232423596084118,
0.024199390783905983,
0.0767737329006195,
0.06022743880748749,
-0.006979960948228836,
-0.000035654196835821494,
-0.005797493737190962,
-0.02092330902814865,
0.03793541342020035,
0.004683538340032101,
-0.028334256261587143,
-0.02953183837234974,
0.022842640057206154,
-0.027886616066098213,
-0.05024289712309837,
-0.04831555485725403,
-0.01967543736100197,
0.03774120286107063,
-0.011922335252165794,
-0.005813561379909515,
-0.09390722215175629,
-0.005485068075358868,
0.06114281341433525,
-0.05429981276392937,
-0.028763629496097565,
0.01391760166734457,
-0.04370386525988579,
0.00976291298866272,
0.041642941534519196,
-0.03231709077954292,
-0.009742416441440582,
-0.051891546696424484,
0.04549134522676468,
-0.03217766806483269,
0.03528798371553421,
-0.03021729364991188,
0.016895288601517677,
-0.07574351876974106,
-0.051182620227336884,
-0.007963977754116058,
0.02724539488554001,
0.05611540377140045,
-0.04430167004466057,
0.0503353588283062,
0.049537573009729385,
-0.011355288326740265,
0.0246584489941597,
-0.008308131247758865,
-0.013892066664993763,
0.0408305898308754,
-0.029174037277698517,
-0.00004785867713508196,
0.003628561506047845,
0.04972707852721214,
-0.042864132672548294,
-0.03289677947759628,
-0.011823007836937904,
-0.03302203118801117,
-0.010162212885916233,
0.02931905724108219,
0.058101583272218704,
-0.027029970660805702,
0.000677962030749768,
0.03998025879263878,
0.023583197966217995,
0.04783010110259056,
0.0036531987134367228,
0.06811532378196716,
-0.02459757775068283,
0.000868707022164017,
-0.019017942249774933,
-0.031217725947499275,
-0.06079210713505745,
0.0051180655136704445,
0.028492262586951256,
-0.04345918819308281,
0.0006323367124423385,
0.04347822070121765,
0.03525182232260704,
-0.036384597420692444,
0.07057787477970123,
-0.03192129358649254,
-0.047695767134428024,
-0.05531919747591019,
0.056186847388744354,
0.012810337357223034,
0.013582874089479446,
0.01814832165837288,
-0.05434755980968475,
0.020410705357789993,
-0.03649146482348442,
-0.04285811260342598,
0.014850243926048279,
0.02605222910642624,
-0.02424425445497036,
0.03149576112627983,
0.030976731330156326,
-0.060996148735284805,
0.021011309698224068,
-0.010313643142580986,
-0.038451187312603,
0.06262184679508209,
0.04567819833755493,
0.0958574116230011,
-0.04443352296948433,
-0.036548566073179245,
0.00995833519846201,
0.005436087492853403,
-0.039796337485313416,
0.011267761699855328,
-0.01003788597881794,
-0.03136429190635681,
-0.021381208673119545,
-0.018116433173418045,
0.05557490140199661,
-0.04424389824271202,
-0.017967388033866882,
0.059769079089164734,
-0.015449706465005875,
0.02534778043627739,
-0.025572186335921288,
-0.0010056389728561044,
0.00846282858401537,
-0.0159380491822958,
-0.02631773054599762,
0.03459174558520317,
0.007518850266933441,
0.004793473053723574,
-0.03134651109576225,
-0.05659903585910797,
0.023051539435982704,
0.08110703527927399,
-0.023323627188801765,
-0.025046739727258682,
-0.01814083755016327,
0.0026678526774048805,
0.043123360723257065,
0.012217558920383453,
-0.020003587007522583,
0.03961449861526489,
0.057561956346035004,
0.015751508995890617,
0.008992518298327923,
0.06944024562835693,
0.017028385773301125,
-0.016578735783696175,
-0.0054908315651118755,
0.01777302660048008,
0.03153572604060173,
-0.009825420565903187,
0.0007743578753434122,
0.043866563588380814,
0.01813618279993534,
-0.0156266950070858,
-0.02529202401638031,
0.06022542342543602,
0.004708006978034973,
0.004288093186914921,
0.012806601822376251,
-0.024236712604761124,
-0.012553909793496132,
0.0483677051961422,
-0.011973314918577671,
-0.02094927430152893,
-0.0396234504878521,
-0.022694693878293037,
0.008482658304274082,
0.03162406012415886,
0.026325998827815056,
0.05441897362470627,
-0.024362780153751373,
0.10839983075857162,
-0.02961941994726658,
0.011388895101845264,
-0.015819143503904343,
-0.03299631550908089,
0.01418842189013958,
0.07007461786270142,
0.017773812636733055,
0.035014811903238297,
-0.003110701683908701,
-0.04904038831591606,
0.03179828077554703,
0.06366404891014099,
0.04828174412250519,
0.010568761266767979,
-0.04342755302786827,
-0.010434852913022041,
0.00970853678882122,
0.03898272290825844,
-0.04124321788549423,
-0.06797119230031967,
0.022560304030776024,
0.06918741017580032,
-0.04506579786539078,
0.031608037650585175,
-0.035856883972883224,
0.023676594719290733,
-0.035935208201408386,
-0.04316169023513794,
0.04315296187996864,
0.01911742426455021,
-0.01424335315823555,
0.022900842130184174,
0.009137973189353943,
-0.011151827871799469,
0.02944282814860344,
0.006813278887420893,
-0.00020337379828561097,
-0.02683444134891033,
0.01083235815167427,
0.01431549247354269,
0.05379335209727287,
-0.023684903979301453,
0.03905848041176796,
-0.02409536764025688,
-0.005713560152798891,
0.03289834037423134,
-0.07836544513702393,
0.015991944819688797,
0.04474202170968056,
0.017347201704978943,
-0.019964074715971947,
0.005614644847810268,
0.008157672360539436,
0.02669564262032509,
0.07490069419145584,
0.005826232489198446,
0.05499529838562012,
0.011152327060699463,
0.06325732171535492,
0.09129767119884491,
0.01844482310116291,
0.0287652425467968,
0.04117957875132561,
0.0927436500787735,
-0.0120482686907053,
-0.007973936386406422,
0.04265337809920311,
-0.04842326417565346,
0.017826106399297714,
-0.04330877959728241,
0.029791975393891335,
0.018951591104269028,
-0.0029912451282143593,
0.02920762449502945,
0.0031178672797977924,
-0.020115897059440613,
0.006857128813862801,
-0.012820420786738396,
-0.02048432268202305,
0.04434945806860924,
0.012176532298326492,
0.01225829403847456,
0.009373888373374939,
0.003454957390204072,
0.020857077091932297,
-0.06675668805837631,
-0.0661909431219101,
0.020778046920895576,
-0.03572407737374306,
-0.0015170143451541662,
-0.0620129257440567,
-0.012124249711632729,
-0.06524492055177689,
-0.02447975054383278,
0.038859691470861435,
0.005027079489082098,
-0.005199505481868982,
-0.023039285093545914,
0.006741396617144346,
-0.033291708678007126,
-0.028194988146424294,
-0.03543557971715927,
-0.0378924161195755,
-0.033108122646808624,
-0.07981271296739578,
0.04480835422873497,
0.01749439723789692,
0.023255974054336548,
-0.02205021120607853,
0.018672969192266464,
-0.010324785485863686,
-0.012077659368515015,
0.08442196995019913,
0.05442372336983681,
-0.024706784635782242,
-0.02272709459066391,
0.05160634592175484,
-0.03900233283638954,
-0.00430794432759285,
-0.02868475392460823,
-0.017758237197995186,
0.06550484895706177,
0.05171994864940643,
0.022134684026241302,
0.001110448152758181,
-0.023639976978302002,
-0.05752292647957802,
-0.06350315362215042,
-0.04336906224489212,
-0.04274452477693558,
-0.013410030864179134,
-0.026525814086198807,
-0.05399806424975395,
-0.033539094030857086,
-0.028254913166165352,
-0.010161970742046833,
-0.028586188331246376,
0.02587033621966839,
0.032734621316194534,
0.037184927612543106,
0.04165897145867348,
0.03298785164952278,
-0.05690200999379158,
-0.030858082696795464,
0.07384735345840454,
0.0034432357642799616,
0.006006055045872927,
-0.051040731370449066,
-0.007115543819963932,
0.05055920407176018,
0.016962669789791107,
0.010895362123847008,
0.019055336713790894,
0.0811651200056076,
0.00012776396761182696,
0.0029068454168736935,
0.010487664490938187,
-0.003830865491181612,
-0.003982109948992729,
-0.00709283072501421,
-0.010472243651747704,
-0.04163270443677902,
-0.016492117196321487,
-0.019584843888878822,
0.0196858998388052,
0.04335373640060425,
-0.060355789959430695,
-0.02744418941438198,
0.0006989174871705472,
0.02960275486111641,
0.011749719269573689,
0.025456398725509644,
-0.006690762005746365,
0.01925322227180004,
-0.04192359372973442,
-0.02602839097380638,
0.004796055611222982,
0.016161318868398666,
0.005441430024802685,
0.05606827884912491,
0.0375027060508728,
-0.03402024134993553,
0.04471097141504288,
0.02140527218580246,
0.062099963426589966,
0.01515758316963911,
-0.039777662605047226,
0.02117982506752014,
-0.02852618135511875,
0.016525007784366608,
-0.0029671951197087765,
-0.02815338596701622,
-0.045453328639268875,
-0.07651998102664948,
0.0055453116074204445,
0.025738902390003204,
-0.03216410428285599,
0.019849108532071114,
0.023992909118533134,
-0.05459224432706833,
0.00945489201694727,
-0.0011915958020836115,
0.018544845283031464,
0.04935295879840851,
-0.056003618985414505,
0.06409010291099548,
-0.010049732401967049,
0.020151589065790176,
-0.058143146336078644,
0.014012012630701065,
-0.011685356497764587,
-0.039384569972753525,
0.041279397904872894,
0.05927998945116997,
0.01490157749503851,
0.05012621730566025,
0.08228500187397003,
0.04826602339744568,
-0.02742801047861576,
0.030947202816605568,
0.03507406264543533,
0.011827558279037476,
-0.06579282134771347,
-0.005564682185649872,
-0.003460438223555684,
-0.05549254268407822,
-0.00013501400826498866,
-0.016427988186478615,
0.012554162181913853,
0.01874718815088272,
-0.007403851021081209,
-0.023357190191745758,
-0.010671515949070454,
-0.029484204947948456,
-0.03217773139476776,
-0.07285942137241364,
-0.028228571638464928,
-0.010308350436389446,
-0.0041919732466340065,
0.04864680394530296,
0.04604232683777809,
-0.003409577766433358,
0.045203663408756256,
0.054840050637722015,
-0.020853830501437187,
-0.02158454805612564,
0.01548711396753788,
0.03032347932457924,
-0.014351313933730125,
-0.05559384822845459,
-0.04302437976002693,
0.04842384159564972,
0.04164177551865578,
-0.031087297946214676,
-0.07728542387485504,
0.0056160870008170605,
0.0715818703174591,
-0.02908424846827984,
0.05581292882561684,
-0.0027333085890859365,
0.055160216987133026,
0.05586755648255348,
-0.020011207088828087,
0.014780438505113125,
-0.030423391610383987,
0.020548084750771523,
0.005516854114830494,
0.03299671411514282,
-0.04845539852976799,
-0.03530958294868469,
-0.08471991866827011,
0.010310759767889977,
0.023878313601017,
0.08462269604206085,
0.04837200790643692,
-0.036904945969581604,
-0.060385286808013916,
-0.02043760009109974,
0.0488186776638031,
-0.060447923839092255,
-0.012608034536242485,
0.020374737679958344,
0.048734650015830994,
-0.043054357171058655,
-0.043544523417949677,
-0.023489341139793396,
0.0006202582153491676,
0.03682827204465866,
0.0009996754815801978,
-0.01786082796752453,
-0.054331280291080475,
0.03985483571887016,
-0.005141858011484146,
-0.04264269396662712,
-0.11591403186321259,
0.006077841855585575,
-0.036937519907951355,
-0.0031613330356776714,
0.0490032397210598,
0.024295827373862267,
0.026750782504677773,
0.05841166153550148,
0.009349762462079525,
0.02152819000184536,
-0.04014712944626808,
0.024733686819672585,
-0.03477977588772774,
0.004300161264836788,
0.016795476898550987,
-0.026950793340802193,
-0.03119252435863018,
-0.030838122591376305,
-0.03895717114210129,
-0.026908215135335922,
-0.017877930775284767,
0.021021835505962372,
-0.028352702036499977,
0.00782692525535822,
-0.019443107768893242,
0.034065309911966324,
-0.021836357191205025,
-0.023742249235510826,
-0.008243047632277012,
-0.05492725595831871,
-0.08038360625505447,
-0.04099354147911072,
0.024999933317303658,
0.025035135447978973,
0.01645205169916153,
0.03416730463504791,
0.010919549502432346,
0.021379701793193817,
0.010036791674792767,
-0.029482915997505188,
0.050300054252147675,
0.016248498111963272,
-0.04031171277165413,
-0.031031206250190735,
0.003792568575590849,
0.034549955278635025,
0.02399834431707859,
-0.04974278807640076,
0.0303709264844656,
0.005004349164664745,
-0.03693920746445656,
-0.018929235637187958,
-0.0030779915396124125,
0.03584866225719452,
-0.0782768726348877,
-0.05026809498667717,
0.00533354701474309,
-0.05119318142533302,
0.027947740629315376,
-0.0245484858751297,
0.010529414750635624,
0.015159227885305882,
0.019672175869345665,
0.02900492399930954,
0.003037333721294999,
-0.04734507203102112,
0.0019789161160588264,
-0.0004437898751348257,
0.004222470335662365,
-0.0707019791007042,
0.04929119348526001,
-0.04383184760808945,
0.0252781230956316,
-0.005254060961306095,
-0.004078908823430538,
-0.02951282076537609,
0.03798319026827812,
-0.007411155384033918,
-0.008949166163802147,
-0.01454934012144804,
-0.0013942288933321834,
-0.0409502312541008,
0.056531280279159546,
0.004825887735933065,
0.025655584409832954,
-0.027371231466531754,
0.06856953352689743,
-0.03993438556790352,
-0.010816874913871288,
-0.027661731466650963,
0.01356063224375248,
-0.033810485154390335,
-0.0032477492932230234,
-0.02195977233350277,
-0.03682882711291313,
0.005654018837958574,
0.03827879577875137,
0.03682752698659897,
0.009462587535381317,
-0.029307518154382706,
0.013094219379127026,
0.015319762751460075,
-0.051380716264247894,
-0.00210586772300303,
-0.017945406958460808,
-0.02709883265197277,
-0.008497850969433784,
0.04851892963051796,
0.03480711951851845,
-0.0368582159280777,
-0.07244151085615158,
0.018461255356669426,
0.02639062888920307,
-0.009960802271962166,
0.002709108404815197,
0.012150135822594166,
0.03206266462802887,
0.05662741884589195,
-0.023217923939228058,
0.000255443126661703,
-0.020124800503253937,
-0.01674414426088333,
0.02445702999830246,
-0.016164997592568398,
0.029733728617429733,
-0.00010464599472470582,
-0.04026917368173599,
-0.017767515033483505,
0.06404150277376175,
0.026175370439887047,
0.01608297787606716,
0.0033063713926821947,
-0.01054625678807497,
0.01833360269665718,
0.01874789595603943,
-0.0702461451292038,
0.00802683923393488,
0.048235971480607986,
-0.03822086378931999,
0.07096599042415619,
-0.02389899641275406,
0.047333214432001114,
0.05342090129852295,
-0.001497518620453775,
-0.024073176085948944,
0.0521811880171299,
-0.02484709396958351,
-0.02049882523715496,
0.05550149455666542,
-0.05454544723033905,
-0.0179731547832489,
-0.012946643866598606,
0.06484616547822952,
-0.06685968488454819,
0.05690314993262291,
0.06024082750082016,
0.03878065198659897,
-0.00022548490960616618,
-0.041293442249298096,
-0.034829430282115936,
0.03355684503912926,
-0.029811741784214973,
0.07292871177196503,
0.0203282218426466,
-0.05140521004796028,
0.073999784886837,
0.0054729836992919445,
-0.07212148606777191,
0.041575316339731216,
0.03930642828345299,
0.01556933019310236,
0.027133267372846603,
0.05282215029001236,
-0.04758557677268982,
0.025108274072408676,
-0.06456813216209412,
0.015315261669456959,
-0.0680006742477417,
-0.0014790769200772047,
0.017401738092303276,
-0.019455425441265106,
-0.018755272030830383,
0.027023745700716972,
-0.025071052834391594,
0.023620102554559708,
0.023270249366760254,
-0.05157105624675751,
-0.020339490845799446,
0.01691978983581066,
0.041619982570409775,
-0.014867540448904037,
0.018657658249139786,
-0.01590447500348091,
0.015912840142846107,
0.02719489485025406,
0.02492975816130638,
-0.07104635238647461,
-0.0015488974750041962,
0.02818540669977665,
-0.05451797693967819,
-0.022567367181181908,
0.0009960272582247853,
0.010964588262140751,
-0.039938829839229584,
0.0354650616645813,
0.014584007672965527,
0.0019311904907226562,
0.033617205917835236,
-0.019791116937994957,
0.040251024067401886,
-0.05303185433149338,
-0.005420187953859568,
0.010039251297712326,
0.0019638461526483297,
0.02184886485338211,
-0.010195685550570488,
0.019103702157735825,
0.021061941981315613,
0.059464287012815475,
0.019184764474630356,
-0.046325258910655975,
-0.012935655191540718,
0.023181919008493423,
-0.029739156365394592,
0.01381667610257864,
-0.022018078714609146,
-0.0672316923737526,
-0.035098083317279816,
-0.012359878979623318,
-0.007929340936243534,
0.0172793660312891,
-0.016362264752388,
0.005138618405908346,
0.0498836450278759,
-0.027009986340999603,
-0.038101740181446075,
-0.07118275761604309,
-0.016211288049817085,
-0.018423888832330704,
0.009919450618326664,
0.01998108997941017,
-0.024742238223552704,
0.02568257972598076,
-0.049816373735666275,
-0.06452714651823044,
0.06721246242523193,
0.01567542925477028,
-0.026655105873942375,
0.05714799836277962,
0.029680287465453148,
-0.02569890208542347,
0.01035681925714016,
0.05913325026631355,
-0.0527365580201149,
0.019092703238129616,
-0.001122665824368596,
0.023286260664463043,
0.012478668242692947,
0.026623209938406944,
-0.017116056755185127,
-0.032890044152736664,
-0.060526445508003235,
-0.05895533040165901,
-0.03447088226675987,
-0.009581736288964748,
0.06721600890159607
] |
albert-large-v2 | [
"pytorch",
"tf",
"safetensors",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 26,792 | 2020-04-29T13:48:40Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sq-en
* source languages: sq
* target languages: en
* OPUS readme: [sq-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sq-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sq-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba.sq.en | 58.4 | 0.732 |
| [
-0.0123189901933074,
-0.032945338636636734,
0.0034963444340974092,
0.043169036507606506,
0.03391813859343529,
0.016420554369688034,
-0.0030064054299145937,
0.0017531472258269787,
-0.05040416121482849,
0.04382745921611786,
-0.004960019141435623,
-0.014375568367540836,
0.009051389992237091,
0.05765146762132645,
-0.028576917946338654,
-0.026786327362060547,
-0.009746216237545013,
0.01020495779812336,
-0.04041937366127968,
-0.0061417981050908566,
0.002975139068439603,
0.005322685465216637,
-0.03330494090914726,
0.027301907539367676,
-0.02136046625673771,
0.010190154425799847,
-0.026366878300905228,
0.01982642151415348,
0.022415943443775177,
-0.06982335448265076,
-0.0007366331410594285,
-0.023197466507554054,
-0.02736097201704979,
-0.013307473622262478,
-0.02974172681570053,
0.02856888249516487,
0.012628688476979733,
0.025568408891558647,
0.074488066136837,
0.04474393650889397,
-0.0051150210201740265,
0.001360691268928349,
-0.0023698117583990097,
-0.02616436593234539,
0.03795231506228447,
0.0028515844605863094,
-0.030222823843359947,
-0.02772188000380993,
0.023910177871584892,
-0.028827741742134094,
-0.056719645857810974,
-0.05420080944895744,
-0.012162627652287483,
0.02044915035367012,
-0.012738724239170551,
-0.00192850676830858,
-0.09761711210012436,
-0.013034330680966377,
0.06743365526199341,
-0.058481112122535706,
-0.022416451945900917,
0.014147510752081871,
-0.05380069836974144,
0.011788246221840382,
0.044540055096149445,
-0.0334521047770977,
-0.011756929568946362,
-0.045304954051971436,
0.041622258722782135,
-0.03364165499806404,
0.0324239507317543,
-0.03323797136545181,
0.01898590475320816,
-0.0670228898525238,
-0.04659523069858551,
-0.001497159362770617,
0.023133739829063416,
0.05775121971964836,
-0.043141916394233704,
0.050051864236593246,
0.05009365454316139,
-0.01089093741029501,
0.01355493813753128,
-0.007978075183928013,
-0.025703085586428642,
0.045528143644332886,
-0.03347742557525635,
-0.0001540510420454666,
0.011122303083539009,
0.043054886162281036,
-0.03788653388619423,
-0.03486723080277443,
-0.02623632363975048,
-0.02597634680569172,
-0.0026410098653286695,
0.03845886141061783,
0.05717819556593895,
-0.035468608140945435,
0.0037715109065175056,
0.047752976417541504,
0.02410997822880745,
0.03986535593867302,
0.0008732598507776856,
0.07324256747961044,
-0.03190285339951515,
0.004131806083023548,
-0.014119856059551239,
-0.02456696517765522,
-0.0625707283616066,
0.003603701712563634,
0.03389737382531166,
-0.05451378598809242,
-0.0015262129018083215,
0.038188885897397995,
0.04171942174434662,
-0.026919331401586533,
0.07960991561412811,
-0.022765539586544037,
-0.048486340790987015,
-0.046948883682489395,
0.06955880671739578,
0.01416451670229435,
0.01173469889909029,
0.015226286835968494,
-0.05317620560526848,
0.014873381704092026,
-0.03926603123545647,
-0.034324102103710175,
0.004444402176886797,
0.025965489447116852,
-0.022044237703084946,
0.033194079995155334,
0.03144298493862152,
-0.06260912120342255,
0.020895514637231827,
-0.005882007535547018,
-0.048000942915678024,
0.05457577854394913,
0.037213508039712906,
0.10313665866851807,
-0.04727189242839813,
-0.03529300168156624,
0.01323452964425087,
0.00024794944329187274,
-0.03828534856438637,
0.011476191692054272,
-0.009443378075957298,
-0.01257008034735918,
-0.02010802924633026,
-0.025519894436001778,
0.048272643238306046,
-0.04634987190365791,
-0.012534046545624733,
0.060500070452690125,
-0.01574745401740074,
0.03465420380234718,
-0.02204350009560585,
-0.002229910111054778,
0.01441940851509571,
-0.021149026229977608,
-0.025268327444791794,
0.029419653117656708,
0.0050008161924779415,
0.00860672164708376,
-0.02287035621702671,
-0.05426551401615143,
0.011390463449060917,
0.09242185205221176,
-0.019979724660515785,
-0.030148396268486977,
-0.03439473733305931,
0.006369208917021751,
0.03745287284255028,
0.017480939626693726,
-0.020940927788615227,
0.03864690661430359,
0.044430751353502274,
0.008312337100505829,
0.017163313925266266,
0.0643048882484436,
0.0135972173884511,
-0.022866390645503998,
-0.014478192664682865,
0.019999761134386063,
0.033621661365032196,
-0.027052631601691246,
0.014843761920928955,
0.0354175865650177,
0.0131838982924819,
-0.022757399827241898,
-0.03424178808927536,
0.06221906095743179,
-0.002798390109091997,
0.008703133091330528,
0.010221942327916622,
-0.022140342742204666,
-0.011684166267514229,
0.057435013353824615,
-0.010256272740662098,
-0.013683164492249489,
-0.043547067791223526,
-0.028801655396819115,
0.02001187764108181,
0.03834305703639984,
0.01672370731830597,
0.051009856164455414,
-0.01888103038072586,
0.11230123043060303,
-0.02074962854385376,
0.004320831969380379,
-0.01655108854174614,
-0.025596175342798233,
0.021170809864997864,
0.061483778059482574,
0.015584773384034634,
0.04094311222434044,
0.004352959804236889,
-0.05768749117851257,
0.03573513776063919,
0.06686802953481674,
0.059327974915504456,
0.0061720432713627815,
-0.04086398333311081,
-0.0037253897171467543,
0.016663989052176476,
0.03818381950259209,
-0.03431670367717743,
-0.04991302266716957,
0.021048905327916145,
0.05874157324433327,
-0.05110108479857445,
0.023699145764112473,
-0.03204735368490219,
0.020384900271892548,
-0.03946484997868538,
-0.05115024372935295,
0.044655367732048035,
0.031067190691828728,
-0.004134530667215586,
0.027002492919564247,
-0.0021196971647441387,
-0.00742152938619256,
0.02781619317829609,
0.009590553119778633,
-0.005334991030395031,
-0.027675718069076538,
0.013660050928592682,
0.018720796331763268,
0.05987841263413429,
-0.03705384209752083,
0.03204065188765526,
-0.02072378247976303,
0.005231394898146391,
0.033662423491477966,
-0.06642117351293564,
0.0072483886033296585,
0.03763171285390854,
0.015194413252174854,
-0.016338901594281197,
0.0062006316147744656,
0.01114646065980196,
0.01872861757874489,
0.08074537664651871,
0.004900551401078701,
0.052414167672395706,
0.01221008412539959,
0.04818074405193329,
0.09442399442195892,
0.010588991455733776,
0.037509966641664505,
0.033590227365493774,
0.09722071886062622,
-0.001211546710692346,
-0.004762543365359306,
0.032728515565395355,
-0.0493132621049881,
0.02666010521352291,
-0.039602894335985184,
0.029728900641202927,
0.019181841984391212,
0.0016715072561055422,
0.026033898815512657,
0.011290797032415867,
-0.016688112169504166,
0.00927935540676117,
-0.011290293186903,
-0.02076917141675949,
0.05295473337173462,
-0.00005936353772995062,
0.013132130727171898,
0.004069583956152201,
0.00513067189604044,
0.016467222943902016,
-0.05978284031152725,
-0.07205750793218613,
0.01586870290338993,
-0.028523750603199005,
-0.00024870724882930517,
-0.06495882570743561,
-0.011661977507174015,
-0.0714942216873169,
-0.02502053789794445,
0.03887421637773514,
0.00895219948142767,
-0.011178813874721527,
-0.025300104171037674,
0.008305517956614494,
-0.02868734300136566,
-0.020943261682987213,
-0.027971485629677773,
-0.03542673587799072,
-0.04310506582260132,
-0.07170943915843964,
0.04965181648731232,
0.01280125044286251,
0.02818865142762661,
-0.013766715303063393,
0.018419895321130753,
-0.01751832105219364,
-0.0037684591952711344,
0.08711183071136475,
0.045795369893312454,
-0.025499578565359116,
-0.0317537784576416,
0.057375386357307434,
-0.03320029750466347,
-0.0035967184230685234,
-0.0332506000995636,
-0.018193647265434265,
0.07266897708177567,
0.05643228814005852,
0.026753753423690796,
0.00003982017733505927,
-0.020537352189421654,
-0.05590737611055374,
-0.040706850588321686,
-0.039234306663274765,
-0.03830971568822861,
-0.01738198846578598,
-0.03000301495194435,
-0.05036288499832153,
-0.03257830813527107,
-0.028096698224544525,
-0.00134123838506639,
-0.02946469746530056,
0.02079847827553749,
0.04340211674571037,
0.03889267519116402,
0.04101160913705826,
0.041808754205703735,
-0.05343194305896759,
-0.017941895872354507,
0.0678723081946373,
0.01313271839171648,
0.0159312654286623,
-0.05022866278886795,
-0.01866508461534977,
0.05950795114040375,
-0.007151685189455748,
0.022437626495957375,
0.01266860868781805,
0.08619900792837143,
-0.003994778264313936,
0.0011584932217374444,
0.015306486748158932,
0.0009673070744611323,
-0.009809205308556557,
-0.01672358252108097,
-0.01506147999316454,
-0.04726508632302284,
-0.021137991920113564,
-0.01776959002017975,
0.02035820111632347,
0.04575791954994202,
-0.07147058844566345,
-0.023950200527906418,
-0.005639011040329933,
0.04270553961396217,
0.0029287205543369055,
0.006108833011239767,
-0.0029008903075009584,
0.013575169257819653,
-0.04024907574057579,
-0.026604674756526947,
0.0012287534773349762,
0.011099056340754032,
-0.004868214949965477,
0.04181872680783272,
0.04156157001852989,
-0.026648100465536118,
0.05809735879302025,
0.02244623564183712,
0.06561104953289032,
0.012484404258430004,
-0.040839485824108124,
0.0108272610232234,
-0.022987592965364456,
0.016655106097459793,
-0.00016387262439820915,
-0.026109864935278893,
-0.046303559094667435,
-0.0709904283285141,
0.0006533241830766201,
0.029870593920350075,
-0.03766842186450958,
0.010867966338992119,
0.019253911450505257,
-0.05616527423262596,
0.004075273405760527,
-0.0007657817914150655,
0.007309275213629007,
0.05512557551264763,
-0.05245059356093407,
0.059567179530858994,
-0.014588641002774239,
0.024943798780441284,
-0.06002417579293251,
0.024607785046100616,
-0.01496061123907566,
-0.026287764310836792,
0.024379244074225426,
0.05619172006845474,
0.008803533390164375,
0.04961186274886131,
0.08291973173618317,
0.045300714671611786,
-0.023440156131982803,
0.030531270429491997,
0.029303759336471558,
0.006062030792236328,
-0.05498898774385452,
-0.01931772567331791,
-0.004893887788057327,
-0.048827581107616425,
-0.012585567310452461,
-0.018154609948396683,
0.020005639642477036,
0.014062996953725815,
0.003175209742039442,
-0.02312895841896534,
-0.011504624038934708,
-0.023777514696121216,
-0.027378592640161514,
-0.051564037799835205,
-0.035388801246881485,
0.0014616999542340636,
0.0005644886405207217,
0.03848738595843315,
0.052224695682525635,
-0.00523709412664175,
0.03825156390666962,
0.050703827291727066,
-0.02619088813662529,
-0.02308071032166481,
0.0005606829654425383,
0.0285055972635746,
-0.014629912562668324,
-0.05565961077809334,
-0.04773947596549988,
0.05140337347984314,
0.034835416823625565,
-0.029144642874598503,
-0.07554497569799423,
0.0042411452159285545,
0.06500376015901566,
-0.03594254329800606,
0.05290401726961136,
-0.007328425534069538,
0.04496518149971962,
0.05592219531536102,
-0.01697135902941227,
0.00831836462020874,
-0.026354191824793816,
0.015132695436477661,
-0.005415154155343771,
0.04296678677201271,
-0.04257012531161308,
-0.029457388445734978,
-0.08118520677089691,
0.014616979286074638,
0.02868804894387722,
0.08160281181335449,
0.03858952596783638,
-0.030852679163217545,
-0.05039502680301666,
-0.005919501185417175,
0.03676513209939003,
-0.06344921886920929,
-0.0086671132594347,
0.01844910904765129,
0.047696322202682495,
-0.04944787919521332,
-0.046478141099214554,
-0.02285456657409668,
0.002836895175278187,
0.03941326215863228,
0.013825704343616962,
-0.02212030254304409,
-0.053794510662555695,
0.04382860288023949,
-0.01074063591659069,
-0.05557094141840935,
-0.1014319434762001,
0.013540367595851421,
-0.02987082302570343,
0.003703014925122261,
0.04740329459309578,
0.023691656067967415,
0.029631968587636948,
0.05434970185160637,
-0.004635435063391924,
0.025729799643158913,
-0.03584863990545273,
0.03279387205839157,
-0.033544473350048065,
-0.003927057143300772,
0.01007344014942646,
-0.027729826048016548,
-0.02814549207687378,
-0.030928347259759903,
-0.04636530950665474,
-0.0345248207449913,
-0.02658458799123764,
0.021982824429869652,
-0.03338032588362694,
0.005599294323474169,
-0.012178887613117695,
0.03945610672235489,
-0.011338729411363602,
-0.015538010746240616,
-0.015820391476154327,
-0.05655566602945328,
-0.08664973825216293,
-0.03933621197938919,
0.009178517386317253,
0.029198555275797844,
0.01687001809477806,
0.043337732553482056,
0.019723763689398766,
0.014591475017368793,
0.003060159971937537,
-0.033454544842243195,
0.04210776463150978,
0.011483300477266312,
-0.03820525109767914,
-0.04560254141688347,
0.008186010643839836,
0.04253934696316719,
0.030385246500372887,
-0.04342826083302498,
0.031132299453020096,
0.0030455207452178,
-0.029578816145658493,
-0.014597464352846146,
-0.007533188443630934,
0.03636852279305458,
-0.0844368264079094,
-0.059874821454286575,
0.014817759394645691,
-0.043112266808748245,
0.028391379863023758,
-0.024832308292388916,
0.0024555176496505737,
0.014523360878229141,
0.02081437036395073,
0.031216682866215706,
0.012298889458179474,
-0.04655996337532997,
0.009582098573446274,
-0.00037655505002476275,
-0.001349166501313448,
-0.064516581594944,
0.06258939206600189,
-0.03687471151351929,
0.020309533923864365,
-0.005196000915020704,
0.005586840212345123,
-0.025944191962480545,
0.03543081134557724,
-0.0039004390127956867,
-0.010114396922290325,
-0.01545448787510395,
0.006353629287332296,
-0.04138956591486931,
0.05439186841249466,
0.012477451004087925,
0.02555295266211033,
-0.024379251524806023,
0.0579223670065403,
-0.03992012143135071,
-0.01517800334841013,
-0.027743972837924957,
0.013911413960158825,
-0.047742314636707306,
0.0034477626904845238,
-0.01638024114072323,
-0.036972496658563614,
-0.01171185914427042,
0.028425445780158043,
0.04190132021903992,
0.01671840436756611,
-0.01612607017159462,
0.010283448733389378,
0.017540721222758293,
-0.048372358083724976,
0.0007157627260312438,
-0.02404746226966381,
-0.024730153381824493,
-0.010068573988974094,
0.05267094820737839,
0.03661106154322624,
-0.038386423140764236,
-0.07852018624544144,
0.03144975006580353,
0.021922452375292778,
-0.004127536900341511,
-0.0014106762828305364,
0.015453390777111053,
0.03230573982000351,
0.05109865218400955,
-0.03163059800863266,
0.002675544237717986,
-0.01839122176170349,
-0.018265748396515846,
0.02397860214114189,
-0.015493503771722317,
0.030601326376199722,
-0.002177418442443013,
-0.03659680858254433,
-0.022077592089772224,
0.060883957892656326,
0.027885260060429573,
0.026044804602861404,
0.007803252432495356,
-0.01780729368329048,
0.02250153198838234,
0.024418361485004425,
-0.05893094465136528,
0.009282510727643967,
0.0386110320687294,
-0.04296102374792099,
0.06381792575120926,
-0.02134910225868225,
0.03829176723957062,
0.0492393895983696,
0.0008399656508117914,
-0.021075256168842316,
0.05725638568401337,
-0.01597929745912552,
-0.01615087315440178,
0.05858604982495308,
-0.04787145182490349,
-0.016748985275626183,
-0.03177895024418831,
0.0625857412815094,
-0.07239818572998047,
0.049883730709552765,
0.05946224182844162,
0.03346097096800804,
-0.0005127429612912238,
-0.031368378549814224,
-0.03416537493467331,
0.028187651187181473,
-0.03642990440130234,
0.06756358593702316,
0.0141413863748312,
-0.059241730719804764,
0.06913250684738159,
0.023727165535092354,
-0.07050764560699463,
0.04798233509063721,
0.04098845273256302,
0.023446757346391678,
0.039281945675611496,
0.06634484231472015,
-0.044516872614622116,
0.015134953893721104,
-0.045054834336042404,
0.012643595226109028,
-0.07163853198289871,
0.005315075628459454,
0.018413830548524857,
-0.026344774290919304,
-0.026424115523695946,
0.031080210581421852,
-0.01856401562690735,
0.024899521842598915,
0.012797239236533642,
-0.0546858087182045,
-0.021591592580080032,
0.017118923366069794,
0.05038748309016228,
-0.030326081439852715,
0.006002484355121851,
-0.020500583574175835,
0.014114470221102238,
0.03664068505167961,
0.019103985279798508,
-0.06007781997323036,
0.007582372520118952,
0.024243934080004692,
-0.0656939148902893,
-0.03617161884903908,
-0.008678002282977104,
0.01551421731710434,
-0.04627220705151558,
0.026003437116742134,
0.010860038921236992,
0.014851252548396587,
0.04391055554151535,
-0.017316771671175957,
0.03644007444381714,
-0.0617247112095356,
-0.007239265367388725,
0.005258329678326845,
0.0008285614312626421,
0.022596577182412148,
-0.011971251107752323,
0.020885862410068512,
0.026977064087986946,
0.057192280888557434,
0.007713059429079294,
-0.040493011474609375,
-0.017241932451725006,
0.036654163151979446,
-0.028873857110738754,
0.016768302768468857,
-0.029106276109814644,
-0.06846544146537781,
-0.03622391074895859,
-0.014113607816398144,
-0.0059522646479308605,
0.01499392744153738,
-0.017218582332134247,
0.00488478085026145,
0.05063965916633606,
-0.038839977234601974,
-0.028450721874833107,
-0.08253700286149979,
-0.01720365881919861,
-0.03568267822265625,
0.009714191779494286,
0.02905239537358284,
-0.02988382801413536,
0.028843749314546585,
-0.06419458240270615,
-0.062281571328639984,
0.06807943433523178,
0.012713925912976265,
-0.031502142548561096,
0.06589128822088242,
0.032107967883348465,
-0.033845581114292145,
0.004088501911610365,
0.057569004595279694,
-0.04500313475728035,
0.016802823171019554,
-0.01160182524472475,
0.03247460350394249,
0.020606042817234993,
0.029234787449240685,
-0.008484387770295143,
-0.0346531867980957,
-0.036958884447813034,
-0.05738794803619385,
-0.04199308156967163,
-0.00031588764977641404,
0.08241783827543259
] |
albert-xlarge-v1 | [
"pytorch",
"tf",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 341 | 2020-04-29T13:48:58Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sq-es
* source languages: sq
* target languages: es
* OPUS readme: [sq-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sq-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sq-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| GlobalVoices.sq.es | 23.9 | 0.510 |
| [
-0.011864805594086647,
-0.029092662036418915,
0.00047838463797234,
0.04478392004966736,
0.03472163528203964,
0.015415273606777191,
-0.00310715870000422,
0.0035180733539164066,
-0.04775425046682358,
0.047703780233860016,
-0.007978670299053192,
-0.015946077182888985,
0.014843763783574104,
0.05301135033369064,
-0.03139728307723999,
-0.02751854993402958,
-0.008072705008089542,
0.007818801328539848,
-0.04263201355934143,
-0.010474526323378086,
-0.0025201675016433,
0.008576334454119205,
-0.03726806119084358,
0.029505299404263496,
-0.023198146373033524,
0.0164108257740736,
-0.017331158742308617,
0.015907978639006615,
0.021588709205389023,
-0.06058673560619354,
0.003357983659952879,
-0.03206394612789154,
-0.026810821145772934,
-0.02098754048347473,
-0.0307818241417408,
0.026686931028962135,
0.019973525777459145,
0.026761014014482498,
0.07224951684474945,
0.04103816673159599,
-0.0028975275345146656,
0.004654737189412117,
-0.004464058671146631,
-0.025992514565587044,
0.03546050935983658,
0.005419587250798941,
-0.029438689351081848,
-0.035206254571676254,
0.022029686719179153,
-0.03012739308178425,
-0.05461728572845459,
-0.053411174565553665,
-0.011531959287822247,
0.02509937807917595,
-0.0135868601500988,
-0.012597884051501751,
-0.09647126495838165,
-0.007255749311298132,
0.06950107216835022,
-0.05318588763475418,
-0.02156400866806507,
0.01819741353392601,
-0.05620459467172623,
0.007522245403379202,
0.045290905982255936,
-0.04252013564109802,
-0.01148230116814375,
-0.04567183926701546,
0.040550973266363144,
-0.029840102419257164,
0.03612158074975014,
-0.03746471181511879,
0.015381166711449623,
-0.07164482027292252,
-0.039604302495718,
-0.0031130106654018164,
0.023220248520374298,
0.05625956133008003,
-0.04074549302458763,
0.04953111708164215,
0.049441467970609665,
-0.0067683798260986805,
0.016530625522136688,
-0.007187890354543924,
-0.02174796536564827,
0.04558183252811432,
-0.038708120584487915,
-0.00352210970595479,
0.01580144092440605,
0.04450463876128197,
-0.03181285783648491,
-0.03674732521176338,
-0.017454512417316437,
-0.029729288071393967,
0.00009178963955491781,
0.04033542796969414,
0.06134222075343132,
-0.03322592005133629,
0.007508100941777229,
0.0492292158305645,
0.022992772981524467,
0.04300741106271744,
-0.0025166706182062626,
0.07613062113523483,
-0.03689587861299515,
-0.0007968683494254947,
-0.012178185395896435,
-0.02582300454378128,
-0.0611247718334198,
0.0035846554674208164,
0.036015063524246216,
-0.05108584091067314,
-0.005717130843549967,
0.03471304476261139,
0.044788483530282974,
-0.03295065462589264,
0.07748375087976456,
-0.026495998725295067,
-0.04651504382491112,
-0.050459932535886765,
0.06723988801240921,
0.015904083847999573,
0.018209973350167274,
0.022998688742518425,
-0.06181219220161438,
0.014355313964188099,
-0.03584061563014984,
-0.03465995937585831,
0.006499149836599827,
0.020555472001433372,
-0.02383619360625744,
0.03406639024615288,
0.029581548646092415,
-0.06028300151228905,
0.018730133771896362,
-0.007732119876891375,
-0.05261022597551346,
0.04617006331682205,
0.04405288025736809,
0.09531515836715698,
-0.05152135714888573,
-0.035660114139318466,
0.010634999722242355,
0.0007563453982584178,
-0.03360969200730324,
0.014855275861918926,
-0.005459143314510584,
-0.013985877856612206,
-0.028412101790308952,
-0.017094211652874947,
0.05185193568468094,
-0.05105286091566086,
-0.011130016297101974,
0.058858033269643784,
-0.017948787659406662,
0.0361216738820076,
-0.016121242195367813,
0.0007417689776048064,
0.016214286908507347,
-0.017346667125821114,
-0.02385014481842518,
0.03518802300095558,
0.0052146269008517265,
0.0027726523112505674,
-0.03094511479139328,
-0.05722783878445625,
0.010458547621965408,
0.0897168293595314,
-0.01778297685086727,
-0.024961886927485466,
-0.0364641398191452,
0.012540270574390888,
0.040461622178554535,
0.011775937862694263,
-0.021853026002645493,
0.036118753254413605,
0.04744648560881615,
0.011447787284851074,
0.016962222754955292,
0.06969281286001205,
0.016507815569639206,
-0.021837351843714714,
-0.013074787333607674,
0.017579687759280205,
0.027461452409625053,
-0.0249320175498724,
0.007270297966897488,
0.0413997545838356,
0.013050120323896408,
-0.022814402356743813,
-0.03028670884668827,
0.06148715317249298,
-0.008613076992332935,
0.007907371036708355,
0.003942903131246567,
-0.01590275950729847,
-0.015658317133784294,
0.05216745659708977,
-0.016614031046628952,
-0.007371083367615938,
-0.04008503630757332,
-0.03147079795598984,
0.014466275461018085,
0.046450790017843246,
0.010620934888720512,
0.04807674512267113,
-0.01288562174886465,
0.10874707996845245,
-0.024190513417124748,
0.005898271221667528,
-0.019877120852470398,
-0.02882460132241249,
0.013278144411742687,
0.05654607340693474,
0.016870252788066864,
0.04244663193821907,
-0.0005724912043660879,
-0.060074858367443085,
0.033691663295030594,
0.07324476540088654,
0.053704459220170975,
0.007680951617658138,
-0.033639151602983475,
-0.0040932390838861465,
0.024790259078145027,
0.03875501826405525,
-0.0346556231379509,
-0.053996115922927856,
0.01866232231259346,
0.05600209906697273,
-0.04879165440797806,
0.025542471557855606,
-0.031551115214824677,
0.0267938282340765,
-0.04009648784995079,
-0.05547450855374336,
0.05053197965025902,
0.028560034930706024,
-0.01258869469165802,
0.024272089824080467,
-0.0012106054928153753,
-0.0007543558604083955,
0.029932545498013496,
0.007779042236506939,
-0.0028163399547338486,
-0.029563656076788902,
0.01453429739922285,
0.015994491055607796,
0.0548165999352932,
-0.0389893613755703,
0.02925225719809532,
-0.018329104408621788,
0.010786120779812336,
0.04217452183365822,
-0.06488945335149765,
0.01187676377594471,
0.040130313485860825,
0.011653735302388668,
-0.018022000789642334,
0.0010092593729496002,
0.009241918101906776,
0.018810786306858063,
0.08405716717243195,
0.004746297374367714,
0.052960194647312164,
0.013497015461325645,
0.045518845319747925,
0.09157221019268036,
0.01346111111342907,
0.02801629714667797,
0.034996774047613144,
0.0986228957772255,
-0.001451397081837058,
-0.002769516548141837,
0.03868640586733818,
-0.05026961490511894,
0.02767603099346161,
-0.03571373596787453,
0.02915525808930397,
0.020011013373732567,
0.0036370789166539907,
0.029730558395385742,
0.015057936310768127,
-0.014085163362324238,
0.01361333578824997,
-0.012399058789014816,
-0.02156697027385235,
0.052441224455833435,
-0.0027980406302958727,
0.008925316855311394,
-0.0012487764470279217,
0.0060016317293047905,
0.018617086112499237,
-0.05575520545244217,
-0.0700598955154419,
0.014144807122647762,
-0.027249513193964958,
0.00426005944609642,
-0.05731777101755142,
-0.019701121374964714,
-0.07192659378051758,
-0.020784789696335793,
0.0449896976351738,
0.007368320599198341,
-0.004445039667189121,
-0.025788631290197372,
0.004822174087166786,
-0.02672424167394638,
-0.02780160866677761,
-0.026673637330532074,
-0.03429116681218147,
-0.03766651451587677,
-0.0713634341955185,
0.05158895254135132,
0.014259657822549343,
0.030237112194299698,
-0.013323907740414143,
0.015651095658540726,
-0.017344478517770767,
-0.005949472077190876,
0.08174791187047958,
0.045244935899972916,
-0.02289179340004921,
-0.03686155751347542,
0.055629316717386246,
-0.03507305681705475,
0.006938601844012737,
-0.036588020622730255,
-0.017423715442419052,
0.06930004805326462,
0.055944036692380905,
0.03330143541097641,
-0.0029787574894726276,
-0.022122226655483246,
-0.0516992062330246,
-0.049676038324832916,
-0.041375115513801575,
-0.03328540176153183,
-0.014231370761990547,
-0.02452460490167141,
-0.04981982707977295,
-0.03135179728269577,
-0.023293111473321915,
-0.0056898626498878,
-0.020533543080091476,
0.02089480310678482,
0.040004342794418335,
0.036311399191617966,
0.04208188131451607,
0.03739241510629654,
-0.061690714210271835,
-0.017159804701805115,
0.07381666451692581,
0.013275311328470707,
0.020689385011792183,
-0.04823734611272812,
-0.023628758266568184,
0.05819977819919586,
-0.005847929045557976,
0.018814513459801674,
0.007979807443916798,
0.08508899807929993,
0.0037774653173983097,
0.009115796536207199,
0.016480404883623123,
-0.003224968211725354,
-0.012605244293808937,
-0.01636902429163456,
-0.018079107627272606,
-0.05122103542089462,
-0.0296048354357481,
-0.01595480926334858,
0.02055324986577034,
0.05371161550283432,
-0.06694293767213821,
-0.024610931053757668,
-0.005669222213327885,
0.0375828854739666,
0.010244639590382576,
0.0001439698098693043,
-0.0001597996597411111,
0.018895527347922325,
-0.03865233063697815,
-0.02955891750752926,
-0.003422411158680916,
0.010618786327540874,
-0.0034563641529530287,
0.046020619571208954,
0.03996708244085312,
-0.034035518765449524,
0.05256044119596481,
0.020659301429986954,
0.06796064227819443,
0.014907535165548325,
-0.041651178151369095,
0.01806326024234295,
-0.025688353925943375,
0.013535365462303162,
0.0025524720549583435,
-0.019689610227942467,
-0.049212388694286346,
-0.07242456078529358,
0.0010727385524660349,
0.030703572556376457,
-0.04106662794947624,
0.007416598033159971,
0.018597297370433807,
-0.05739319324493408,
0.014466887339949608,
-0.0027201734483242035,
0.005429428536444902,
0.051173318177461624,
-0.056694045662879944,
0.05724293738603592,
-0.016073964536190033,
0.025020701810717583,
-0.06165517866611481,
0.02990601770579815,
-0.012694001197814941,
-0.025551652535796165,
0.020176343619823456,
0.06274614483118057,
0.007354703266173601,
0.05586579814553261,
0.08024636656045914,
0.04419821500778198,
-0.02314864471554756,
0.026896966621279716,
0.02638026513159275,
0.004495715722441673,
-0.06336871534585953,
-0.019243964925408363,
-0.007355987094342709,
-0.048531342297792435,
-0.005776465404778719,
-0.01669607125222683,
0.022746969014406204,
0.01366357784718275,
-0.0036127797793596983,
-0.02964172326028347,
-0.012230119667947292,
-0.028190921992063522,
-0.026729745790362358,
-0.05193229019641876,
-0.03512511029839516,
-0.004431118257343769,
0.006630172487348318,
0.04645068198442459,
0.04815325886011124,
-0.003097787732258439,
0.03626342862844467,
0.048601578921079636,
-0.02362775430083275,
-0.027100104838609695,
0.004833184648305178,
0.02624274231493473,
-0.02270491234958172,
-0.05455935373902321,
-0.04364581033587456,
0.05199888348579407,
0.032341208308935165,
-0.014917507767677307,
-0.0766105130314827,
0.001246198546141386,
0.06924588978290558,
-0.030369874089956284,
0.049947481602430344,
-0.008266063407063484,
0.04630977660417557,
0.05271690711379051,
-0.017572199925780296,
0.01115501020103693,
-0.023436497896909714,
0.01839221827685833,
-0.008930564858019352,
0.035461947321891785,
-0.037496138364076614,
-0.031519629061222076,
-0.08674261718988419,
0.012660517357289791,
0.027206996455788612,
0.07691618800163269,
0.040613364428281784,
-0.02785942330956459,
-0.05225873365998268,
-0.009897157549858093,
0.04344009608030319,
-0.05875725299119949,
-0.011906237341463566,
0.019002018496394157,
0.049462441354990005,
-0.048174627125263214,
-0.04139116033911705,
-0.015072051435709,
0.0037356701213866472,
0.03239552676677704,
0.007377853151410818,
-0.022799095138907433,
-0.05120326951146126,
0.04387686774134636,
-0.018877113237977028,
-0.05505696311593056,
-0.10622984915971756,
0.0053461273200809956,
-0.034303683787584305,
0.005702828522771597,
0.05178304389119148,
0.02772151306271553,
0.03196171298623085,
0.051115650683641434,
-0.0051735988818109035,
0.023968195542693138,
-0.0359686054289341,
0.032953545451164246,
-0.030416341498494148,
-0.005494073498994112,
0.010667926631867886,
-0.027707291767001152,
-0.027326207607984543,
-0.04532996192574501,
-0.044681012630462646,
-0.027942223474383354,
-0.016660422086715698,
0.0310148186981678,
-0.03543872758746147,
0.012918423861265182,
-0.019881898537278175,
0.036024585366249084,
-0.00958422664552927,
-0.016707926988601685,
-0.010640360414981842,
-0.05834648385643959,
-0.08792725950479507,
-0.043969735503196716,
0.013851489871740341,
0.021612437441945076,
0.01930471509695053,
0.040809646248817444,
0.01693139038980007,
0.01130722463130951,
-0.000024107444914989173,
-0.0351916067302227,
0.04059426859021187,
0.0066557377576828,
-0.03965763375163078,
-0.04516282305121422,
0.0007991119055077434,
0.04464557021856308,
0.0373222753405571,
-0.04250079765915871,
0.02810250036418438,
0.005165240727365017,
-0.032862577587366104,
-0.012006721459329128,
-0.007812301628291607,
0.03854458034038544,
-0.08620788156986237,
-0.06071222573518753,
0.005389807280153036,
-0.0481400191783905,
0.027406837791204453,
-0.024590883404016495,
0.0044388859532773495,
0.019621185958385468,
0.021866699680685997,
0.03238381817936897,
0.009112030267715454,
-0.051072750240564346,
0.004864928312599659,
0.0011124387383460999,
0.002899379935115576,
-0.06307072937488556,
0.06232137233018875,
-0.0413421094417572,
0.018584849312901497,
-0.004726084880530834,
0.0034318745601922274,
-0.03215242549777031,
0.03455270081758499,
-0.00602574460208416,
-0.017232265323400497,
-0.014834129251539707,
0.002758785616606474,
-0.034050676971673965,
0.048887066543102264,
-0.0009375073132105172,
0.024803955107927322,
-0.02772793360054493,
0.06477807462215424,
-0.04074804484844208,
-0.006599943619221449,
-0.024916933849453926,
0.012561186216771603,
-0.044862471520900726,
0.0015303145628422499,
-0.01602753810584545,
-0.0437648743391037,
-0.010856818407773972,
0.029344189912080765,
0.03943568840622902,
0.013652181252837181,
-0.018945718184113503,
0.010505194775760174,
0.021275820210576057,
-0.05045030266046524,
0.007817837409675121,
-0.017379693686962128,
-0.0199850182980299,
-0.002657916396856308,
0.04224475100636482,
0.03166812285780907,
-0.04554002359509468,
-0.07687853276729584,
0.028557755053043365,
0.01789466291666031,
-0.00475858012214303,
0.0024364222772419453,
0.013406973332166672,
0.03338824585080147,
0.055195361375808716,
-0.029935602098703384,
0.01034121960401535,
-0.020641028881072998,
-0.01307141687721014,
0.023011356592178345,
-0.012474087066948414,
0.02511630207300186,
0.004101053345948458,
-0.03657576069235802,
-0.01827043853700161,
0.06630388647317886,
0.024862321093678474,
0.027416422963142395,
0.00027414903161115944,
-0.02234942838549614,
0.021694006398320198,
0.02142994850873947,
-0.06385362893342972,
0.008620002306997776,
0.030746934935450554,
-0.03730165585875511,
0.06596881151199341,
-0.019474320113658905,
0.0349542498588562,
0.05199800431728363,
-0.0015241282526403666,
-0.02208125963807106,
0.05272071808576584,
-0.014378145337104797,
-0.02397843264043331,
0.054708484560251236,
-0.05238825082778931,
-0.01926616206765175,
-0.030506497249007225,
0.06255204975605011,
-0.06571630388498306,
0.04218106344342232,
0.05860951915383339,
0.033506788313388824,
-0.0012626196257770061,
-0.03346177190542221,
-0.03967951610684395,
0.027528783306479454,
-0.035295289009809494,
0.06731061637401581,
0.009343585930764675,
-0.05577823519706726,
0.07596393674612045,
0.028167089447379112,
-0.07523921877145767,
0.04098377376794815,
0.03773500397801399,
0.014783794991672039,
0.03869875892996788,
0.059090517461299896,
-0.05057525634765625,
0.01632235012948513,
-0.044973552227020264,
0.015949370339512825,
-0.06616553664207458,
-0.0006279507069848478,
0.01820734515786171,
-0.024527406319975853,
-0.018568631261587143,
0.027764074504375458,
-0.02217177301645279,
0.019622784107923508,
0.01307400967925787,
-0.05843840539455414,
-0.024152986705303192,
0.011506276205182076,
0.047971971333026886,
-0.03616051748394966,
0.0027605833020061255,
-0.02024274505674839,
0.01557572465389967,
0.036771561950445175,
0.022441189736127853,
-0.06344042718410492,
0.006974409334361553,
0.01561489887535572,
-0.07334298640489578,
-0.03759812191128731,
-0.0005571875954046845,
0.019839975982904434,
-0.04581280052661896,
0.022374164313077927,
0.008044269867241383,
0.008862077258527279,
0.04328617826104164,
-0.02060527354478836,
0.03633847460150719,
-0.06238416209816933,
-0.008890010416507721,
0.0046065254136919975,
0.0021569612435996532,
0.013200282119214535,
-0.013838487677276134,
0.01976381614804268,
0.02113592065870762,
0.05537176504731178,
0.008300178684294224,
-0.04541875049471855,
-0.012264386750757694,
0.04181905463337898,
-0.03228973597288132,
0.023886488750576973,
-0.020030314102768898,
-0.06812126189470291,
-0.03328585997223854,
-0.01189426053315401,
0.004183393903076649,
0.013686049729585648,
-0.012766670435667038,
0.0011051074834540486,
0.0446929968893528,
-0.035800762474536896,
-0.03142651543021202,
-0.08076401054859161,
-0.023593010380864143,
-0.03394967317581177,
0.009520038962364197,
0.03196296468377113,
-0.03618939220905304,
0.021627813577651978,
-0.06599865853786469,
-0.060850925743579865,
0.0647655501961708,
0.009903517551720142,
-0.03275176137685776,
0.06043500825762749,
0.0362635962665081,
-0.0405336394906044,
0.006715736351907253,
0.061122626066207886,
-0.03706314414739609,
0.021123329177498817,
-0.008606878109276295,
0.03782055154442787,
0.019982734695076942,
0.029056904837489128,
-0.005793944001197815,
-0.02961060218513012,
-0.0421471893787384,
-0.05664108321070671,
-0.04377172887325287,
-0.0029910882003605366,
0.07661408931016922
] |
albert-xlarge-v2 | [
"pytorch",
"tf",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 2,973 | 2020-04-29T13:49:13Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sq-sv
* source languages: sq
* target languages: sv
* OPUS readme: [sq-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sq-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sq-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sq-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sq.sv | 36.2 | 0.559 |
| [
-0.0136776277795434,
-0.029130108654499054,
0.004272020887583494,
0.04329564422369003,
0.03262180835008621,
0.014956978149712086,
-0.00047442628419958055,
0.0007559327059425414,
-0.049747299402952194,
0.04665979743003845,
-0.0010891035199165344,
-0.013475832529366016,
0.01512855477631092,
0.05339009687304497,
-0.027647849172353745,
-0.029929358512163162,
-0.008859447203576565,
0.00998698640614748,
-0.042659927159547806,
-0.0036858723033219576,
-0.00008536050881957635,
0.003906820900738239,
-0.035293079912662506,
0.02880687266588211,
-0.019593439996242523,
0.007278075907379389,
-0.017962032929062843,
0.019686954095959663,
0.021449238061904907,
-0.06803864985704422,
-0.0005105211166664958,
-0.02856176160275936,
-0.03178867697715759,
-0.01837049052119255,
-0.02488279901444912,
0.03172803670167923,
0.01787281595170498,
0.024235477671027184,
0.07426008582115173,
0.04945315420627594,
-0.0069924998097121716,
0.002400045283138752,
-0.005692273378372192,
-0.020700586959719658,
0.038700178265571594,
0.004751118365675211,
-0.028944993391633034,
-0.03292278200387955,
0.022365715354681015,
-0.029160495847463608,
-0.054852720350027084,
-0.05461156368255615,
-0.010854995809495449,
0.024709390476346016,
-0.015348904766142368,
-0.0077307322062551975,
-0.1006603091955185,
-0.005663637071847916,
0.06579277664422989,
-0.05688340216875076,
-0.019887782633304596,
0.0151629988104105,
-0.05317630246281624,
0.013846798799932003,
0.04123794287443161,
-0.03791344165802002,
-0.014155607670545578,
-0.04754557088017464,
0.04103197902441025,
-0.025907693430781364,
0.035622917115688324,
-0.0322328619658947,
0.018496274948120117,
-0.06983620673418045,
-0.041353389620780945,
-0.0031650762539356947,
0.019166868180036545,
0.057071324437856674,
-0.042864251881837845,
0.04947444424033165,
0.05055331066250801,
-0.008689307607710361,
0.01893320120871067,
-0.004737533628940582,
-0.018119337037205696,
0.045776139944791794,
-0.03496519848704338,
-0.0029904781840741634,
0.0068293120712041855,
0.046233680099248886,
-0.0327087938785553,
-0.03510376811027527,
-0.02120523527264595,
-0.029217928647994995,
-0.010280095972120762,
0.0350928008556366,
0.05822576954960823,
-0.032686855643987656,
-0.0007931425352580845,
0.04921611398458481,
0.025864535942673683,
0.04068984463810921,
-0.0027008564211428165,
0.06974608451128006,
-0.029230643063783646,
-0.0018982605542987585,
-0.01869606412947178,
-0.023985818028450012,
-0.05930129066109657,
0.003769122762605548,
0.03499733284115791,
-0.051963165402412415,
-0.0017235312843695283,
0.035861533135175705,
0.043527789413928986,
-0.028763694688677788,
0.07854743301868439,
-0.0254904143512249,
-0.04412435367703438,
-0.04909892752766609,
0.06329500675201416,
0.01802642084658146,
0.017668018117547035,
0.020527970045804977,
-0.05353721231222153,
0.017127245664596558,
-0.03528048098087311,
-0.035602036863565445,
0.013053962960839272,
0.02223888412117958,
-0.022642839699983597,
0.031142449006438255,
0.031723752617836,
-0.06274205446243286,
0.02274698205292225,
-0.0050589959137141705,
-0.045099955052137375,
0.05091108754277229,
0.041635069996118546,
0.09819094836711884,
-0.05185379832983017,
-0.03753199428319931,
0.01310484018176794,
0.0004191077605355531,
-0.03686505928635597,
0.012649343349039555,
-0.00549917109310627,
-0.02300090342760086,
-0.024653851985931396,
-0.023504218086600304,
0.049916770309209824,
-0.04629337787628174,
-0.01035549771040678,
0.06224758177995682,
-0.01885947771370411,
0.029220862314105034,
-0.018729927018284798,
0.0005217416328378022,
0.017524780705571175,
-0.019358526915311813,
-0.022142376750707626,
0.03175194188952446,
0.006243446841835976,
0.006544095929712057,
-0.024971898645162582,
-0.05496241897344589,
0.012772738002240658,
0.09155484288930893,
-0.022409843280911446,
-0.025549961254000664,
-0.03419740870594978,
0.008231401443481445,
0.0353718176484108,
0.015944037586450577,
-0.01956736296415329,
0.03492747247219086,
0.04606558755040169,
0.009067642502486706,
0.01520594209432602,
0.06967532634735107,
0.018717925995588303,
-0.015874480828642845,
-0.00686975521966815,
0.01891329139471054,
0.03186027333140373,
-0.02203962951898575,
0.003208124777302146,
0.04326135665178299,
0.010529843159019947,
-0.01954146847128868,
-0.024419808760285378,
0.06567534059286118,
-0.0031529534608125687,
0.006849716883152723,
0.009513748809695244,
-0.015346004627645016,
-0.01155163999646902,
0.051845695823431015,
-0.01599119044840336,
-0.015296231023967266,
-0.0446995347738266,
-0.03023499809205532,
0.019847091287374496,
0.04382829740643501,
0.01693063974380493,
0.051467444747686386,
-0.018562959507107735,
0.10887804627418518,
-0.026791974902153015,
0.007302101701498032,
-0.0162125863134861,
-0.029240809381008148,
0.016975162550807,
0.057359762489795685,
0.016868583858013153,
0.041948284953832626,
-0.0012161240447312593,
-0.05640484020113945,
0.03426165133714676,
0.07125529646873474,
0.05152087286114693,
0.009974285028874874,
-0.03453975170850754,
-0.008277430199086666,
0.0136587955057621,
0.03875862807035446,
-0.036965902894735336,
-0.060092851519584656,
0.02087361365556717,
0.060388870537281036,
-0.04636899754405022,
0.029866186901926994,
-0.03133806213736534,
0.026328088715672493,
-0.038951799273490906,
-0.052745189517736435,
0.047196075320243835,
0.026311181485652924,
-0.011131413280963898,
0.025639401748776436,
0.0023369386326521635,
-0.004108700901269913,
0.02676158770918846,
0.0075302100740373135,
-0.006390129216015339,
-0.024022698402404785,
0.014793838374316692,
0.02050507627427578,
0.05552934110164642,
-0.03632155433297157,
0.031796541064977646,
-0.019273826852440834,
0.010336728766560555,
0.03491367772221565,
-0.07095860689878464,
0.011207831092178822,
0.04552355408668518,
0.013759005814790726,
-0.0156306941062212,
0.004019882995635271,
0.010720918886363506,
0.01668749749660492,
0.07842141389846802,
0.004413267131894827,
0.052498433738946915,
0.012509336695075035,
0.054893601685762405,
0.09410370886325836,
0.012665493413805962,
0.031166398897767067,
0.037974536418914795,
0.0950557142496109,
-0.004303912166506052,
-0.002232910366728902,
0.03500960394740105,
-0.04985939711332321,
0.029344851151108742,
-0.04189493879675865,
0.028149226680397987,
0.019882991909980774,
0.0017568622715771198,
0.02177995629608631,
0.015179318375885487,
-0.015074240043759346,
0.01210856158286333,
-0.013316030614078045,
-0.021264737471938133,
0.05033518001437187,
-0.0020849332213401794,
0.012856313958764076,
0.006101666484028101,
0.0033094524405896664,
0.01335236057639122,
-0.06075426563620567,
-0.0756499394774437,
0.015753770247101784,
-0.029213514178991318,
0.0005152454832568765,
-0.05855274200439453,
-0.011543800123035908,
-0.07579200714826584,
-0.028439026325941086,
0.046224553138017654,
0.004148151259869337,
-0.011374736204743385,
-0.026402920484542847,
0.007264196872711182,
-0.02522321045398712,
-0.02577323466539383,
-0.03246162459254265,
-0.03492780402302742,
-0.042114827781915665,
-0.07607357203960419,
0.04767243564128876,
0.01261436752974987,
0.02389276772737503,
-0.01570752076804638,
0.019809281453490257,
-0.013679257594048977,
-0.005753917619585991,
0.08228269964456558,
0.04876935854554176,
-0.02528144046664238,
-0.029206642881035805,
0.06023027375340462,
-0.03497335687279701,
-0.004039627965539694,
-0.03540249541401863,
-0.01484198123216629,
0.07119031995534897,
0.05274849385023117,
0.028049971908330917,
-0.0035792281851172447,
-0.02489268034696579,
-0.05429208278656006,
-0.052550751715898514,
-0.042368900030851364,
-0.037055376917123795,
-0.014163650572299957,
-0.028460364788770676,
-0.05175711587071419,
-0.032860931009054184,
-0.0230098869651556,
-0.007002701982855797,
-0.02682490274310112,
0.020372305065393448,
0.03573884069919586,
0.03703312948346138,
0.04100417345762253,
0.037032350897789,
-0.05694277212023735,
-0.02429010719060898,
0.07400528341531754,
0.009111211635172367,
0.018386665731668472,
-0.048172131180763245,
-0.020957179367542267,
0.060441453009843826,
0.001352311810478568,
0.019802723079919815,
0.006544625386595726,
0.08799970895051956,
-0.0041700066067278385,
0.004785492084920406,
0.012759909965097904,
-0.0025475306902080774,
-0.009405714459717274,
-0.015694471076130867,
-0.015843139961361885,
-0.047436632215976715,
-0.02705247327685356,
-0.014443141408264637,
0.016428319737315178,
0.050662845373153687,
-0.06537501513957977,
-0.022915611043572426,
-0.0005517671233974397,
0.03753511607646942,
0.0057428497821092606,
0.009478620253503323,
-0.0012164036743342876,
0.0174416471272707,
-0.03994882479310036,
-0.02749595232307911,
-0.0011011621681973338,
0.01497668493539095,
0.0007458602776750922,
0.0456533208489418,
0.03753802180290222,
-0.0349966324865818,
0.05477103218436241,
0.021836338564753532,
0.06584116071462631,
0.013716849498450756,
-0.042823467403650284,
0.012790377251803875,
-0.028502048924565315,
0.016081765294075012,
0.004108232446014881,
-0.02044498175382614,
-0.05006973817944527,
-0.07480248063802719,
0.0025720340199768543,
0.030746769160032272,
-0.03597288951277733,
0.016827693209052086,
0.02486558072268963,
-0.05627890303730965,
0.009346448816359043,
-0.003759521758183837,
0.011410025879740715,
0.050792399793863297,
-0.05314885452389717,
0.05537080019712448,
-0.013092860579490662,
0.022932738065719604,
-0.06023264303803444,
0.022525604814291,
-0.01376406941562891,
-0.026399755850434303,
0.029793137684464455,
0.05942255258560181,
0.006190682295709848,
0.0538938008248806,
0.08028680831193924,
0.0446205735206604,
-0.02490714192390442,
0.030098827555775642,
0.02896345593035221,
0.005608901381492615,
-0.061041459441185,
-0.010869198478758335,
-0.0036459281109273434,
-0.04527505859732628,
-0.010176918469369411,
-0.018177460879087448,
0.016668327152729034,
0.01768854446709156,
-0.006260487716645002,
-0.023552315309643745,
-0.00987586285918951,
-0.02339896745979786,
-0.02752702124416828,
-0.05634119734168053,
-0.03440537676215172,
-0.0032036255579441786,
0.0014626263873651624,
0.04396433383226395,
0.052750710397958755,
-0.0025290166959166527,
0.03962542116641998,
0.04683668911457062,
-0.023138316348195076,
-0.025798270478844643,
0.005345279350876808,
0.032533638179302216,
-0.020989473909139633,
-0.05342118814587593,
-0.046805500984191895,
0.04858960956335068,
0.03319544717669487,
-0.024571167305111885,
-0.07498826086521149,
0.0074960594065487385,
0.06963173300027847,
-0.03340218961238861,
0.048088639974594116,
-0.005620537791401148,
0.05032174289226532,
0.05562615394592285,
-0.02306319773197174,
0.01011838112026453,
-0.024599434807896614,
0.018368544057011604,
-0.003962464164942503,
0.03876638785004616,
-0.044527988880872726,
-0.031144138425588608,
-0.0840115174651146,
0.016638057306408882,
0.026589419692754745,
0.07971685379743576,
0.0445493720471859,
-0.028188029304146767,
-0.05375276505947113,
-0.008741174824535847,
0.04079514741897583,
-0.057240866124629974,
-0.010361323133111,
0.02060399390757084,
0.048739321529865265,
-0.050051819533109665,
-0.04483512416481972,
-0.018661553040146828,
0.0034243669360876083,
0.03417707979679108,
0.006263278890401125,
-0.02165839821100235,
-0.05278662592172623,
0.045646000653505325,
-0.007934494875371456,
-0.05396284535527229,
-0.11146551370620728,
0.008927819319069386,
-0.03313794732093811,
0.004874436650425196,
0.045385681092739105,
0.02583073079586029,
0.028015639632940292,
0.05457491800189018,
-0.0026506350841373205,
0.017649205401539803,
-0.039095502346754074,
0.028302840888500214,
-0.038025882095098495,
-0.003994664642959833,
0.014454160816967487,
-0.025981510058045387,
-0.030199222266674042,
-0.037809163331985474,
-0.0475037582218647,
-0.02453887090086937,
-0.02055197022855282,
0.029157621785998344,
-0.0302302036434412,
0.010400936007499695,
-0.01632673479616642,
0.03792494535446167,
-0.010656291618943214,
-0.01942606270313263,
-0.01684741862118244,
-0.05909910425543785,
-0.08717836439609528,
-0.03865782171487808,
0.011352344416081905,
0.02584134042263031,
0.016011741012334824,
0.0418534092605114,
0.016316546127200127,
0.015894433483481407,
0.005027267150580883,
-0.03146767616271973,
0.04281999543309212,
0.015070648863911629,
-0.036380574107170105,
-0.041589491069316864,
0.0032538475934416056,
0.03845803067088127,
0.029916036874055862,
-0.044310133904218674,
0.02395569160580635,
0.0022875273134559393,
-0.03118284046649933,
-0.015420216135680676,
-0.007345632649958134,
0.03873348981142044,
-0.08535542339086533,
-0.058579154312610626,
0.010057740844786167,
-0.05220869556069374,
0.03035850077867508,
-0.029867224395275116,
0.005635775625705719,
0.0157434344291687,
0.02050759643316269,
0.028810258954763412,
0.004621374420821667,
-0.04896531626582146,
0.004359145183116198,
-0.003138929372653365,
0.005157497711479664,
-0.06663872301578522,
0.057127777487039566,
-0.04037761688232422,
0.018927723169326782,
-0.005400493275374174,
0.0017424094257876277,
-0.030171096324920654,
0.033342380076646805,
-0.0061210645362734795,
-0.013814067468047142,
-0.015503010712563992,
0.007119385525584221,
-0.039561204612255096,
0.05484780669212341,
0.008387339301407337,
0.02813715860247612,
-0.024489687755703926,
0.06261324882507324,
-0.04149691015481949,
-0.011162279173731804,
-0.0264941044151783,
0.013722799718379974,
-0.045048803091049194,
0.0006182517972774804,
-0.019131528213620186,
-0.040765535086393356,
-0.012222297489643097,
0.03439117223024368,
0.04301776736974716,
0.015842244029045105,
-0.01698889210820198,
0.013107975013554096,
0.019197775050997734,
-0.05184614658355713,
0.0011438437504693866,
-0.020909367129206657,
-0.02611568383872509,
-0.007193718571215868,
0.046467799693346024,
0.03348826989531517,
-0.04032250493764877,
-0.07378514111042023,
0.0263021569699049,
0.017281509935855865,
-0.007092668209224939,
0.0023014184553176165,
0.009431783109903336,
0.030364055186510086,
0.050306934863328934,
-0.030998921021819115,
0.01150541752576828,
-0.023790018633008003,
-0.014018451794981956,
0.0278361476957798,
-0.01423218660056591,
0.030368531122803688,
0.0005682546179741621,
-0.040616780519485474,
-0.01678043231368065,
0.06572488695383072,
0.02870834805071354,
0.02819681353867054,
0.0013212544145062566,
-0.01581224985420704,
0.017319850623607635,
0.02236611768603325,
-0.0645158439874649,
0.008998963981866837,
0.037649936974048615,
-0.03627274930477142,
0.06808485090732574,
-0.02283215895295143,
0.03986375033855438,
0.047946490347385406,
0.00005250850517768413,
-0.024790825322270393,
0.05614122748374939,
-0.016952039673924446,
-0.02562740072607994,
0.06064625456929207,
-0.05085495114326477,
-0.018925249576568604,
-0.027166102081537247,
0.062365252524614334,
-0.06981808692216873,
0.048057135194540024,
0.06119277700781822,
0.03447781130671501,
0.00357202161103487,
-0.03346630930900574,
-0.03493272513151169,
0.03549787402153015,
-0.03647845983505249,
0.0720052644610405,
0.012076745741069317,
-0.053987547755241394,
0.07161423563957214,
0.0169074609875679,
-0.06935689598321915,
0.039577871561050415,
0.03545329347252846,
0.020442327484488487,
0.03671379014849663,
0.05935608595609665,
-0.04603613168001175,
0.01690509356558323,
-0.047201577574014664,
0.014378349296748638,
-0.06888363510370255,
-0.000774185115005821,
0.02243673801422119,
-0.022700859233736992,
-0.02116377465426922,
0.03167601674795151,
-0.019556067883968353,
0.022136017680168152,
0.017507435753941536,
-0.05367545038461685,
-0.019229117780923843,
0.013720384798943996,
0.04666805639863014,
-0.030785026028752327,
0.007147073280066252,
-0.024235256016254425,
0.015259272418916225,
0.03877358138561249,
0.02258356101810932,
-0.06609424948692322,
0.004120504949241877,
0.023597626015543938,
-0.07250422984361649,
-0.03346021845936775,
-0.002092381240800023,
0.0119220782071352,
-0.043049152940511703,
0.026922758668661118,
0.010388636961579323,
0.004519703797996044,
0.043522827327251434,
-0.020760131999850273,
0.03391311317682266,
-0.060558922588825226,
-0.008201292715966702,
0.00825045071542263,
-0.0016777748242020607,
0.019803442060947418,
-0.012236017733812332,
0.02005707658827305,
0.020746227353811264,
0.053879719227552414,
0.012939783744513988,
-0.04061298072338104,
-0.01188821904361248,
0.03745923936367035,
-0.032392729073762894,
0.020571038126945496,
-0.022169629111886024,
-0.06668394058942795,
-0.03674238547682762,
-0.013910333625972271,
-0.004180994350463152,
0.014029624871909618,
-0.009768916293978691,
0.0019173212349414825,
0.04824714735150337,
-0.03238768130540848,
-0.03304047882556915,
-0.07633975893259048,
-0.017601534724235535,
-0.03415704146027565,
0.011539668776094913,
0.02961677312850952,
-0.03260249271988869,
0.027721349149942398,
-0.0669867992401123,
-0.06421950459480286,
0.06523014605045319,
0.011106729507446289,
-0.03370578959584236,
0.06072574108839035,
0.03234481438994408,
-0.02882426045835018,
0.006408513989299536,
0.05749715492129326,
-0.0438215546309948,
0.01614774763584137,
-0.005411807913333178,
0.03416107967495918,
0.021496156230568886,
0.02805870771408081,
-0.008777545765042305,
-0.0339014045894146,
-0.04673507437109947,
-0.056950781494379044,
-0.04582984745502472,
-0.002754327142611146,
0.07513055205345154
] |
albert-xxlarge-v1 | [
"pytorch",
"tf",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7,091 | 2020-04-29T13:49:26Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-srn-en
* source languages: srn
* target languages: en
* OPUS readme: [srn-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/srn-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/srn-en/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-en/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-en/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.srn.en | 40.3 | 0.555 |
| [
-0.01678062044084072,
-0.02817518636584282,
-0.00831504538655281,
0.039029307663440704,
0.02640351839363575,
0.024991780519485474,
-0.0013055222807452083,
-0.003804973093792796,
-0.046280574053525925,
0.05312807112932205,
0.01500481367111206,
-0.01460307464003563,
0.006808919366449118,
0.05035575479269028,
-0.034831106662750244,
-0.02632509358227253,
-0.008173496462404728,
0.012587771750986576,
-0.035051893442869186,
-0.007910667918622494,
-0.0022693220525979996,
0.009232021868228912,
-0.0335988812148571,
0.03569982200860977,
-0.025191614404320717,
0.002910102717578411,
-0.01380134280771017,
0.01390052679926157,
0.023948630318045616,
-0.07270960509777069,
-0.008225323632359505,
-0.022632811218500137,
-0.033397190272808075,
-0.014040857553482056,
-0.025270307436585426,
0.029675519093871117,
0.012167981825768948,
0.025600286200642586,
0.07545554637908936,
0.05845373868942261,
-0.006281012669205666,
-0.00040213135071098804,
-0.007421244867146015,
-0.024320686236023903,
0.03695610910654068,
0.002196335466578603,
-0.026058221235871315,
-0.031069524586200714,
0.028373774141073227,
-0.025339849293231964,
-0.05047732591629028,
-0.05009284242987633,
-0.017580050975084305,
0.035283733159303665,
-0.009164875373244286,
-0.0027112585958093405,
-0.0934925377368927,
-0.01252966932952404,
0.06143529340624809,
-0.05370667949318886,
-0.029184384271502495,
0.015375982038676739,
-0.05162617936730385,
0.011584834195673466,
0.04726843535900116,
-0.03571789339184761,
-0.013786233961582184,
-0.05295851454138756,
0.04739357903599739,
-0.036130256950855255,
0.034256480634212494,
-0.031090151518583298,
0.017727812752127647,
-0.07434048503637314,
-0.04976204037666321,
-0.00696437107399106,
0.03231155127286911,
0.05754975229501724,
-0.04486497864127159,
0.04786984622478485,
0.04987247288227081,
-0.00909392535686493,
0.02170277014374733,
-0.009874248877167702,
-0.014718547463417053,
0.037191569805145264,
-0.027687957510352135,
-0.0010683294385671616,
0.006456105504184961,
0.051464613527059555,
-0.04847219958901405,
-0.03179619088768959,
-0.017239270731806755,
-0.03082882985472679,
-0.0057031139731407166,
0.02789188362658024,
0.062045857310295105,
-0.031009577214717865,
0.005193634890019894,
0.0438406765460968,
0.027749693021178246,
0.04839836433529854,
-0.00038036706973798573,
0.07220983505249023,
-0.023216210305690765,
0.0007034963928163052,
-0.01571013033390045,
-0.02845853380858898,
-0.06772731244564056,
0.0025728701148182154,
0.033573634922504425,
-0.03930439427495003,
-0.0024143115151673555,
0.04452141001820564,
0.0350516140460968,
-0.03638290613889694,
0.07134371250867844,
-0.030994674190878868,
-0.044475384056568146,
-0.05648697540163994,
0.057238638401031494,
0.01228153146803379,
0.011427772231400013,
0.015932410955429077,
-0.05391927808523178,
0.02048078551888466,
-0.038664910942316055,
-0.038040440529584885,
0.010028616525232792,
0.025679465383291245,
-0.01793973706662655,
0.03707212954759598,
0.03718366101384163,
-0.055604301393032074,
0.022980019450187683,
-0.012910001911222935,
-0.038924023509025574,
0.06132525950670242,
0.042004309594631195,
0.09967535734176636,
-0.04717027395963669,
-0.03555150330066681,
0.015726983547210693,
0.005447401665151119,
-0.039193782955408096,
0.015452551655471325,
-0.008525719866156578,
-0.021216168999671936,
-0.02500213496387005,
-0.020635249093174934,
0.0495547316968441,
-0.04565857723355293,
-0.024291394278407097,
0.05515507608652115,
-0.009345224127173424,
0.035794489085674286,
-0.027356933802366257,
-0.004642769694328308,
0.013644613325595856,
-0.020128678530454636,
-0.02880644053220749,
0.03315488249063492,
0.00386632583104074,
0.008626565337181091,
-0.02621731534600258,
-0.056717224419116974,
0.02265927940607071,
0.0835610032081604,
-0.02793802320957184,
-0.023105261847376823,
-0.026095902547240257,
0.0018484672764316201,
0.040414515882730484,
0.013411982916295528,
-0.02606484666466713,
0.044814977794885635,
0.05454819276928902,
0.013156063854694366,
0.00926081370562315,
0.06637073308229446,
0.01356885489076376,
-0.01571969874203205,
-0.006541562732309103,
0.01575106754899025,
0.029605621472001076,
-0.012373601086437702,
0.005735733080655336,
0.03630125895142555,
0.022605272009968758,
-0.018825292587280273,
-0.026548251509666443,
0.06077441945672035,
0.0010754173854365945,
0.004308140836656094,
0.014329487457871437,
-0.027546677738428116,
-0.014619704335927963,
0.04520798102021217,
-0.006270046345889568,
-0.02105795219540596,
-0.035328906029462814,
-0.025203844532370567,
0.013068932108581066,
0.030887559056282043,
0.025655388832092285,
0.05405440926551819,
-0.0170756783336401,
0.1065121591091156,
-0.026531191542744637,
0.009103912860155106,
-0.017354000359773636,
-0.03485952317714691,
0.01949414610862732,
0.06872467696666718,
0.014506007544696331,
0.03644690662622452,
-0.0012093301629647613,
-0.04731408506631851,
0.032517336308956146,
0.05976434797048569,
0.055556755512952805,
0.007631951943039894,
-0.04601111635565758,
-0.011365041136741638,
0.011691574938595295,
0.040901876986026764,
-0.0352703221142292,
-0.06382744014263153,
0.018492916598916054,
0.06482872366905212,
-0.04813595488667488,
0.03302748128771782,
-0.03594920411705971,
0.024242045357823372,
-0.0384664423763752,
-0.041070982813835144,
0.047707851976156235,
0.021002739667892456,
-0.011616618372499943,
0.022506048902869225,
0.011274007149040699,
-0.012584039941430092,
0.027871128171682358,
0.006050853990018368,
0.0005723017384298146,
-0.02644234336912632,
0.008978024125099182,
0.02312741056084633,
0.05655038356781006,
-0.026503240689635277,
0.04075286537408829,
-0.02523769997060299,
-0.0015453483210876584,
0.031628720462322235,
-0.07364612072706223,
0.015519345179200172,
0.04536779224872589,
0.014802733436226845,
-0.020061461254954338,
0.007348121143877506,
0.004837829153984785,
0.02300412394106388,
0.0699944719672203,
0.003900937270373106,
0.05158529058098793,
0.014510300941765308,
0.06118030101060867,
0.09812325984239578,
0.011335352435708046,
0.033094871789216995,
0.03700106963515282,
0.09416099637746811,
-0.008787401020526886,
-0.005823229439556599,
0.04312986880540848,
-0.04706467315554619,
0.01752423495054245,
-0.0413295179605484,
0.03318862244486809,
0.017642555758357048,
-0.0066995443776249886,
0.02999337948858738,
0.005830168258398771,
-0.017976954579353333,
0.007034774869680405,
-0.011381243355572224,
-0.02552061527967453,
0.04325087368488312,
0.015453247353434563,
0.005942923482507467,
0.010107007808983326,
0.00481838546693325,
0.02049804851412773,
-0.06373603641986847,
-0.06807708740234375,
0.017016809433698654,
-0.031869519501924515,
-0.0020002182573080063,
-0.06801436841487885,
-0.01184008363634348,
-0.06667818874120712,
-0.022684914991259575,
0.036176647990942,
0.004351935349404812,
-0.010867039673030376,
-0.02602679468691349,
0.006143566686660051,
-0.030506853014230728,
-0.02565171755850315,
-0.03652980178594589,
-0.035079631954431534,
-0.03720773756504059,
-0.08143779635429382,
0.047519512474536896,
0.014376827515661716,
0.023595307022333145,
-0.02421739511191845,
0.017273906618356705,
-0.01706429198384285,
-0.016129767522215843,
0.07996031641960144,
0.05643634870648384,
-0.026446502655744553,
-0.028924666345119476,
0.05075138062238693,
-0.04034491628408432,
-0.0010245789308100939,
-0.028794631361961365,
-0.017508670687675476,
0.07088254392147064,
0.05157865583896637,
0.023945817723870277,
0.0030310219153761864,
-0.024479785934090614,
-0.057242512702941895,
-0.059276945888996124,
-0.040999636054039,
-0.04600409418344498,
-0.014982439577579498,
-0.025751808658242226,
-0.055271025747060776,
-0.03424077108502388,
-0.027866698801517487,
-0.0034842046443372965,
-0.030175458639860153,
0.025206666439771652,
0.031952016055583954,
0.03855803608894348,
0.04100322723388672,
0.03596106171607971,
-0.055993180721998215,
-0.03153722733259201,
0.07318203151226044,
0.009368117898702621,
0.0070541319437325,
-0.04556364193558693,
-0.008665336295962334,
0.05327727273106575,
0.015945449471473694,
0.008072596043348312,
0.021988626569509506,
0.07327160984277725,
0.0008920762920752168,
0.006814869120717049,
0.012514677830040455,
-0.0023495338391512632,
-0.0021220450289547443,
-0.011434556916356087,
-0.014666072092950344,
-0.044302646070718765,
-0.017930733039975166,
-0.015008961781859398,
0.022291725501418114,
0.04575685039162636,
-0.06639794260263443,
-0.032878439873456955,
-0.0017414798494428396,
0.03439358249306679,
0.009767932817339897,
0.02570124715566635,
-0.006348697934299707,
0.017242705449461937,
-0.04357408732175827,
-0.02278103306889534,
0.008721643127501011,
0.01018782239407301,
0.003493616823107004,
0.0496826097369194,
0.03337891399860382,
-0.029416056349873543,
0.048942167311906815,
0.021915564313530922,
0.06196850165724754,
0.009315529838204384,
-0.04293736815452576,
0.020859938114881516,
-0.023463251069188118,
0.017894050106406212,
-0.005227762274444103,
-0.02540166862308979,
-0.04427995905280113,
-0.07592765241861343,
0.0021248790435492992,
0.027591580525040627,
-0.03548436984419823,
0.01782573014497757,
0.020030230283737183,
-0.054793424904346466,
0.0082709277048707,
0.004644579719752073,
0.014657394029200077,
0.04943403601646423,
-0.05500108003616333,
0.06107690557837486,
-0.009365631267428398,
0.014800912700593472,
-0.06446089595556259,
0.013164961710572243,
-0.013538689352571964,
-0.03886584937572479,
0.037540506571531296,
0.06225493922829628,
0.0166960209608078,
0.050056204199790955,
0.08682366460561752,
0.04866175726056099,
-0.022558188065886497,
0.023917680606245995,
0.035053279250860214,
0.00917815137654543,
-0.06228886917233467,
-0.008973845280706882,
-0.008159414865076542,
-0.04892963171005249,
-0.004749740473926067,
-0.01782982423901558,
0.01439834013581276,
0.014199711382389069,
-0.005391769111156464,
-0.0238258708268404,
-0.01403711549937725,
-0.03417450562119484,
-0.033102791756391525,
-0.06798195838928223,
-0.03285009786486626,
-0.010984240099787712,
-0.0023227129131555557,
0.046027012169361115,
0.044826555997133255,
0.002380342222750187,
0.04097510501742363,
0.04803721606731415,
-0.02549741603434086,
-0.01873091049492359,
0.01261264830827713,
0.022601615637540817,
-0.015650184825062752,
-0.05759713426232338,
-0.040877923369407654,
0.049645766615867615,
0.0439956970512867,
-0.03449524566531181,
-0.08027606457471848,
0.0012465895852074027,
0.0684899091720581,
-0.029723988845944405,
0.054374441504478455,
0.0029852616135030985,
0.05062330141663551,
0.05705280601978302,
-0.016448628157377243,
0.01750839129090309,
-0.029678158462047577,
0.017366940155625343,
0.008763203397393227,
0.033955469727516174,
-0.04676755890250206,
-0.03882136940956116,
-0.08566365391016006,
0.010114124044775963,
0.026936978101730347,
0.08881184458732605,
0.045989882200956345,
-0.04251866415143013,
-0.05558279901742935,
-0.01781240664422512,
0.04475622624158859,
-0.05629691854119301,
-0.010702347382903099,
0.018444955348968506,
0.04833033308386803,
-0.043779052793979645,
-0.05050160363316536,
-0.02669740468263626,
-0.00017163493612315506,
0.028466088697314262,
0.0004996503703296185,
-0.01575336791574955,
-0.05497587099671364,
0.03911833092570305,
-0.005075708031654358,
-0.03987755626440048,
-0.11512402445077896,
0.006816214881837368,
-0.03591570258140564,
-0.0038924668915569782,
0.049051448702812195,
0.021123744547367096,
0.03467980772256851,
0.06233670562505722,
0.007744429167360067,
0.02619318477809429,
-0.033031806349754333,
0.024416672065854073,
-0.037320129573345184,
0.011306244879961014,
0.019245117902755737,
-0.028104785829782486,
-0.029772168025374413,
-0.03359166160225868,
-0.041466765105724335,
-0.031139539554715157,
-0.023730354383587837,
0.015452854335308075,
-0.03079828992486,
0.006107006687670946,
-0.017292959615588188,
0.03396059200167656,
-0.016168558970093727,
-0.020036082714796066,
-0.00605206610634923,
-0.05762441083788872,
-0.08306296169757843,
-0.04213102534413338,
0.02449769340455532,
0.025368666276335716,
0.01046647410839796,
0.03917723894119263,
0.012318980880081654,
0.014756877906620502,
0.011731787584722042,
-0.03461549058556557,
0.04909083992242813,
0.012482748366892338,
-0.041735753417015076,
-0.0372396856546402,
0.00907281506806612,
0.03696976974606514,
0.0187282282859087,
-0.04799676686525345,
0.02835933491587639,
0.003866590093821287,
-0.03418838232755661,
-0.015977593138813972,
-0.0033835943322628736,
0.03118208982050419,
-0.0730394646525383,
-0.04959103465080261,
0.00489979051053524,
-0.05159279331564903,
0.028685636818408966,
-0.020549094304442406,
0.004935590084642172,
0.016949577257037163,
0.022145714610815048,
0.030988378450274467,
0.003962981514632702,
-0.04957789555191994,
-0.002109830267727375,
0.0005742991925217211,
0.0039276969619095325,
-0.0677015408873558,
0.05057331919670105,
-0.04359373822808266,
0.026724224910140038,
-0.006725788582116365,
-0.005013916175812483,
-0.030722618103027344,
0.034412845969200134,
-0.009839042089879513,
-0.009877330623567104,
-0.01674044318497181,
-0.0028839774895459414,
-0.04642738774418831,
0.054976653307676315,
0.0018152599222958088,
0.023242594674229622,
-0.026572110131382942,
0.07275611907243729,
-0.03697410225868225,
-0.012686421163380146,
-0.02084191143512726,
0.018588604405522346,
-0.03822507709264755,
0.0009742421680130064,
-0.018142756074666977,
-0.0337841771543026,
0.0033308735582977533,
0.04199887439608574,
0.037276916205883026,
0.016913456842303276,
-0.027279693633317947,
0.009050165303051472,
0.012419125996530056,
-0.048523858189582825,
0.00018727903079707175,
-0.017377469688653946,
-0.02926374413073063,
-0.003661747556179762,
0.04674326628446579,
0.03512277454137802,
-0.03586122393608093,
-0.07573817670345306,
0.018517017364501953,
0.02824747934937477,
-0.007822845131158829,
0.002744380384683609,
0.015554919838905334,
0.03561432287096977,
0.05469175800681114,
-0.02483680658042431,
-0.0011648312211036682,
-0.020010504871606827,
-0.019130516797304153,
0.024046383798122406,
-0.018132159486413002,
0.031005512923002243,
0.005144143011420965,
-0.04005234315991402,
-0.013151523657143116,
0.06537304073572159,
0.021244002506136894,
0.019763939082622528,
0.005176136270165443,
-0.013999552465975285,
0.021235350519418716,
0.02216254733502865,
-0.06787818670272827,
0.006222540978342295,
0.0496201328933239,
-0.03722741827368736,
0.07004095613956451,
-0.021354295313358307,
0.04944103583693504,
0.05806969106197357,
-0.0017609718488529325,
-0.024670084938406944,
0.0516851581633091,
-0.02050761692225933,
-0.020817071199417114,
0.05307185649871826,
-0.04979372024536133,
-0.02013571374118328,
-0.01843056082725525,
0.06306059658527374,
-0.06962765008211136,
0.053371503949165344,
0.05191976577043533,
0.03724254295229912,
-0.0056971339508891106,
-0.0450209304690361,
-0.04007076844573021,
0.03207378461956978,
-0.030836230143904686,
0.06981215626001358,
0.019974777474999428,
-0.0510183684527874,
0.07066923379898071,
0.007551600690931082,
-0.07736825197935104,
0.04152727127075195,
0.038884237408638,
0.01470606867223978,
0.025587216019630432,
0.06022701784968376,
-0.04574475809931755,
0.024465342983603477,
-0.061754144728183746,
0.01272592693567276,
-0.06424496322870255,
0.004387821536511183,
0.01561197079718113,
-0.021132394671440125,
-0.018872398883104324,
0.0301476139575243,
-0.024607332423329353,
0.02525545284152031,
0.022408274933695793,
-0.0490567646920681,
-0.02326337993144989,
0.01870461367070675,
0.038967784494161606,
-0.016163060441613197,
0.0165866706520319,
-0.014557222835719585,
0.016434017568826675,
0.030667949467897415,
0.02268783561885357,
-0.06353258341550827,
-0.002444175537675619,
0.02745833620429039,
-0.05066882446408272,
-0.028581814840435982,
0.0002676185395102948,
0.010682687163352966,
-0.038462549448013306,
0.0327196903526783,
0.016328604891896248,
0.005593814421445131,
0.03137239068746567,
-0.018626848235726357,
0.04200180992484093,
-0.05256233364343643,
-0.009615945629775524,
0.00905722938477993,
-0.00018741076928563416,
0.02278316393494606,
-0.018672969192266464,
0.020932616665959358,
0.022901805117726326,
0.05595328286290169,
0.015276850201189518,
-0.047377604991197586,
-0.015050427056849003,
0.023903965950012207,
-0.0339229591190815,
0.009442409500479698,
-0.0225638747215271,
-0.06739513576030731,
-0.036192506551742554,
-0.017081469297409058,
-0.00822009239345789,
0.01304825209081173,
-0.01973802223801613,
0.006979058030992746,
0.05119011551141739,
-0.028777241706848145,
-0.03663034737110138,
-0.07289272546768188,
-0.015164603479206562,
-0.01948968507349491,
0.008852389641106129,
0.019178427755832672,
-0.024542054161429405,
0.02714911662042141,
-0.051276255398988724,
-0.061041537672281265,
0.06627951562404633,
0.015315433032810688,
-0.02970634587109089,
0.057831358164548874,
0.02923925407230854,
-0.025968169793486595,
0.011244259774684906,
0.057908378541469574,
-0.05278036743402481,
0.02112460695207119,
-0.007928160950541496,
0.022975286468863487,
0.01389838382601738,
0.024635188281536102,
-0.01892148330807686,
-0.033912867307662964,
-0.05635061860084534,
-0.05537183955311775,
-0.03922783583402634,
-0.004137217998504639,
0.07240976393222809
] |
albert-xxlarge-v2 | [
"pytorch",
"tf",
"safetensors",
"albert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1909.11942",
"transformers",
"exbert",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"AlbertForMaskedLM"
],
"model_type": "albert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 42,640 | 2020-04-29T13:49:41Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-srn-es
* source languages: srn
* target languages: es
* OPUS readme: [srn-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/srn-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/srn-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.srn.es | 30.4 | 0.481 |
| [
-0.01607321761548519,
-0.030935361981391907,
-0.005938918795436621,
0.039795223623514175,
0.027675317600369453,
0.024414317682385445,
-0.0038594743236899376,
-0.0030547224450856447,
-0.04406289383769035,
0.05169985070824623,
0.009667256847023964,
-0.013435475528240204,
0.004993862006813288,
0.05240226164460182,
-0.03775221109390259,
-0.025437042117118835,
-0.006884310860186815,
0.010268586687743664,
-0.038691096007823944,
-0.011484727263450623,
-0.0010285667376592755,
0.008666575886309147,
-0.03368033096194267,
0.03492578864097595,
-0.02670423872768879,
0.0030339795630425215,
-0.010252978652715683,
0.010879536159336567,
0.020392129197716713,
-0.06617814302444458,
-0.00794369075447321,
-0.02297731675207615,
-0.032850638031959534,
-0.014311257749795914,
-0.027239633724093437,
0.02798343263566494,
0.013949793763458729,
0.023566188290715218,
0.07501029968261719,
0.0569036565721035,
-0.005738187115639448,
0.0034030848182737827,
-0.005217947065830231,
-0.027331866323947906,
0.03365056961774826,
0.004222257062792778,
-0.029940631240606308,
-0.03663664311170578,
0.028179587796330452,
-0.02665620855987072,
-0.05461684614419937,
-0.05718337744474411,
-0.018253065645694733,
0.035376980900764465,
-0.009603003039956093,
-0.008412293158471584,
-0.09127374738454819,
-0.011367003433406353,
0.06224306672811508,
-0.05456257984042168,
-0.02971074916422367,
0.01647268235683441,
-0.05505036562681198,
0.007681854534894228,
0.04816746339201927,
-0.03556273505091667,
-0.012801554054021835,
-0.04857352375984192,
0.04766238108277321,
-0.03716157004237175,
0.03561650216579437,
-0.03532622009515762,
0.01884596236050129,
-0.07391847670078278,
-0.05095457658171654,
-0.010481433011591434,
0.032758913934230804,
0.05676469951868057,
-0.046785447746515274,
0.0482465885579586,
0.0496254600584507,
-0.005146389827132225,
0.025418929755687714,
-0.011893284507095814,
-0.01660623773932457,
0.0412960946559906,
-0.028164515271782875,
-0.003907099366188049,
0.009590783156454563,
0.04956240579485893,
-0.043970927596092224,
-0.03015010617673397,
-0.01621330715715885,
-0.032005488872528076,
-0.005238494370132685,
0.03157668933272362,
0.0647612065076828,
-0.0314502939581871,
0.011268600821495056,
0.04378584027290344,
0.025379667058587074,
0.050373733043670654,
0.0021963969338685274,
0.07187490910291672,
-0.024499906226992607,
-0.0021943552419543266,
-0.015600700862705708,
-0.029809677973389626,
-0.062857985496521,
0.004832857754081488,
0.03468749672174454,
-0.038453906774520874,
-0.007259076926857233,
0.047114428132772446,
0.03675336763262749,
-0.03945649415254593,
0.07460137456655502,
-0.03051602654159069,
-0.04606227949261665,
-0.05335528776049614,
0.060082901269197464,
0.014761924743652344,
0.011827675625681877,
0.016251733526587486,
-0.056732747703790665,
0.015570996329188347,
-0.03426012024283409,
-0.034574322402477264,
0.0095265107229352,
0.02590104192495346,
-0.02068350650370121,
0.036490779370069504,
0.03546290844678879,
-0.058115310966968536,
0.022274550050497055,
-0.01124640740454197,
-0.04050673171877861,
0.059966061264276505,
0.04698461666703224,
0.09435668587684631,
-0.047546278685331345,
-0.034710679203271866,
0.014312352985143661,
0.0060973139479756355,
-0.033307548612356186,
0.0126059390604496,
-0.008212657645344734,
-0.026135612279176712,
-0.027140989899635315,
-0.018011536449193954,
0.05444864183664322,
-0.04820982739329338,
-0.024778561666607857,
0.05298970639705658,
-0.012147847563028336,
0.0341174453496933,
-0.027686605229973793,
-0.004928819369524717,
0.012790813110768795,
-0.017880236729979515,
-0.03162560239434242,
0.034620970487594604,
0.0025792818050831556,
0.005359567701816559,
-0.031381282955408096,
-0.05661559849977493,
0.021589921787381172,
0.08552262932062149,
-0.023776894435286522,
-0.025329984724521637,
-0.026380451396107674,
0.003956450615078211,
0.04147735610604286,
0.009763910435140133,
-0.02533962018787861,
0.04295258969068527,
0.059486664831638336,
0.0169894490391016,
0.008758253417909145,
0.06447458267211914,
0.018508153036236763,
-0.016890859231352806,
-0.008644594810903072,
0.01479257456958294,
0.028547165915369987,
-0.010765030048787594,
0.0032064849510788918,
0.037072062492370605,
0.02180425077676773,
-0.018414495512843132,
-0.026837138459086418,
0.06289033591747284,
-0.0005454301717691123,
0.00832588691264391,
0.010581070557236671,
-0.024539409205317497,
-0.018028346821665764,
0.04724700376391411,
-0.01141077559441328,
-0.019184449687600136,
-0.03343328461050987,
-0.023105289787054062,
0.009656045585870743,
0.034420955926179886,
0.019916947931051254,
0.05405127629637718,
-0.014567754231393337,
0.10679612308740616,
-0.028273848816752434,
0.011652713641524315,
-0.01831146329641342,
-0.03559901565313339,
0.014049248769879341,
0.06555601209402084,
0.014302998781204224,
0.0363197885453701,
-0.0014041619142517447,
-0.05025772377848625,
0.030932847410440445,
0.06259828060865402,
0.051117733120918274,
0.008699469268321991,
-0.04649382084608078,
-0.012418768368661404,
0.016917791217565536,
0.04130760580301285,
-0.03482697159051895,
-0.06456242501735687,
0.020571259781718254,
0.06579747051000595,
-0.048063527792692184,
0.030552761629223824,
-0.03680815547704697,
0.025723258033394814,
-0.04023547098040581,
-0.045328449457883835,
0.044792868196964264,
0.018579842522740364,
-0.01537601463496685,
0.02222691848874092,
0.010291248559951782,
-0.010990411043167114,
0.028336981311440468,
0.004421652760356665,
0.0026864223182201385,
-0.026986513286828995,
0.011783955618739128,
0.015475925989449024,
0.0534522719681263,
-0.028671635314822197,
0.03936212509870529,
-0.022390970960259438,
-0.0014027614379301667,
0.03523638844490051,
-0.0698380395770073,
0.011455584317445755,
0.045569825917482376,
0.014983502216637135,
-0.017940739169716835,
0.0062851025722920895,
0.006353831384330988,
0.023351695388555527,
0.07003334909677505,
0.004154903814196587,
0.05302722752094269,
0.010672356002032757,
0.05811942741274834,
0.09478940069675446,
0.01210709847509861,
0.03210030868649483,
0.03899812325835228,
0.09583265334367752,
-0.011812783777713776,
-0.0065376292914152145,
0.047618214040994644,
-0.046617280691862106,
0.017400255426764488,
-0.03913314267992973,
0.031239096075296402,
0.017435390502214432,
-0.006686908192932606,
0.03299447521567345,
0.005665346048772335,
-0.020110806450247765,
0.00821007788181305,
-0.009300198405981064,
-0.02501642517745495,
0.04318973422050476,
0.012020261958241463,
0.00747493514791131,
0.007771370001137257,
0.0055638765916228294,
0.021432727575302124,
-0.06114945933222771,
-0.06385202705860138,
0.020280351862311363,
-0.032483890652656555,
-0.003802297404035926,
-0.06506423652172089,
-0.013468439690768719,
-0.0654604583978653,
-0.021912595257163048,
0.038890041410923004,
0.004456357564777136,
-0.00597175071015954,
-0.023473132401704788,
0.006183876655995846,
-0.03087168186903,
-0.03076213411986828,
-0.035219766199588776,
-0.033034514635801315,
-0.03466775268316269,
-0.08110536634922028,
0.04267500340938568,
0.013498466461896896,
0.028010573238134384,
-0.018855305388569832,
0.017262887209653854,
-0.010794760659337044,
-0.01872412860393524,
0.07958803325891495,
0.05687839910387993,
-0.02048148587346077,
-0.031193258240818977,
0.048390667885541916,
-0.03674228861927986,
0.0038658136036247015,
-0.026607559993863106,
-0.019262026995420456,
0.06689231842756271,
0.051490720361471176,
0.029604634270071983,
0.003960603382438421,
-0.027179820463061333,
-0.05173840373754501,
-0.06155846640467644,
-0.041652653366327286,
-0.045125480741262436,
-0.016309471800923347,
-0.025699833407998085,
-0.058230429887771606,
-0.0327247753739357,
-0.03510019928216934,
-0.003963446244597435,
-0.028196504339575768,
0.028386786580085754,
0.03613150492310524,
0.037906765937805176,
0.04251602292060852,
0.034864410758018494,
-0.05603961646556854,
-0.02538655325770378,
0.07413841784000397,
0.00862036645412445,
0.009730852209031582,
-0.04843396693468094,
-0.010486996732652187,
0.05484392121434212,
0.015664439648389816,
0.007820521481335163,
0.01950775645673275,
0.0760815292596817,
0.0031436001881957054,
0.010826466605067253,
0.01844184286892414,
-0.003153381869196892,
-0.006173376459628344,
-0.007120391353964806,
-0.012724188156425953,
-0.04394092038273811,
-0.021288510411977768,
-0.017683492973446846,
0.016437847167253494,
0.04752605780959129,
-0.0657709464430809,
-0.03254808858036995,
-0.002169524086639285,
0.03279447555541992,
0.012006457895040512,
0.021553143858909607,
-0.00799461081624031,
0.012782527133822441,
-0.04248184710741043,
-0.023906294256448746,
0.009080100804567337,
0.007454356178641319,
0.0011195798870176077,
0.053507931530475616,
0.03415610268712044,
-0.03695784509181976,
0.04946661368012428,
0.020479338243603706,
0.06446526199579239,
0.012864365242421627,
-0.04475654661655426,
0.020737186074256897,
-0.024708915501832962,
0.014282839372754097,
-0.0003142448840662837,
-0.021468447521328926,
-0.04275459796190262,
-0.07448515295982361,
0.004779540468007326,
0.021959537640213966,
-0.03360719978809357,
0.013708716258406639,
0.022283406928181648,
-0.05024609714746475,
0.010129638016223907,
0.002169073326513171,
0.013242917135357857,
0.04747024551033974,
-0.056167297065258026,
0.061567820608615875,
-0.010032469406723976,
0.014029018580913544,
-0.059582632035017014,
0.009780318476259708,
-0.01563609205186367,
-0.03969520702958107,
0.03440907597541809,
0.06308899819850922,
0.018053105100989342,
0.050526052713394165,
0.08556754142045975,
0.04678371548652649,
-0.02328074350953102,
0.02774636819958687,
0.034183476120233536,
0.00436502555385232,
-0.06450924277305603,
-0.007637083530426025,
-0.01010182872414589,
-0.05155951902270317,
-0.0011067880550399423,
-0.01753595657646656,
0.017977213487029076,
0.017927756533026695,
-0.004619182087481022,
-0.024391107261180878,
-0.016074176877737045,
-0.03570284694433212,
-0.034869033843278885,
-0.06501464545726776,
-0.031195396557450294,
-0.015108763240277767,
0.00039780259248800576,
0.04364216700196266,
0.04336271807551384,
0.0003002096782438457,
0.04515286535024643,
0.05269620567560196,
-0.024505769833922386,
-0.019212614744901657,
0.012503229081630707,
0.022752899676561356,
-0.018240569159388542,
-0.05805223435163498,
-0.04228571057319641,
0.04839368909597397,
0.042790308594703674,
-0.027758926153182983,
-0.08262388408184052,
-0.001019492163322866,
0.06776244193315506,
-0.03189140558242798,
0.05245488882064819,
0.0016847000224515796,
0.051661550998687744,
0.054452359676361084,
-0.016263345256447792,
0.018951915204524994,
-0.029569396749138832,
0.018582569435238838,
0.0035665174946188927,
0.03460260480642319,
-0.03840907663106918,
-0.03957956284284592,
-0.08724482357501984,
0.010828359983861446,
0.024010132998228073,
0.08657480031251907,
0.04630295932292938,
-0.04206366464495659,
-0.05838966742157936,
-0.019651129841804504,
0.048370297998189926,
-0.05844631418585777,
-0.011235292069613934,
0.020171092823147774,
0.05038127303123474,
-0.04543439298868179,
-0.04942132532596588,
-0.022937478497624397,
0.00007765962072880939,
0.03028934821486473,
-0.0012700442457571626,
-0.017856387421488762,
-0.05325454846024513,
0.03609946370124817,
-0.004664566833525896,
-0.040147583931684494,
-0.11301364749670029,
0.00909494236111641,
-0.03777976706624031,
-0.002559416461735964,
0.04989704117178917,
0.02642510086297989,
0.034099843353033066,
0.06570646166801453,
0.006795336492359638,
0.025806890800595284,
-0.034395474940538406,
0.025467203930020332,
-0.03934747725725174,
0.010155867785215378,
0.01763029582798481,
-0.02778792940080166,
-0.02987208031117916,
-0.038505226373672485,
-0.03559295833110809,
-0.030505746603012085,
-0.020783741027116776,
0.022294938564300537,
-0.03164639323949814,
0.012173463590443134,
-0.016547219827771187,
0.029760858044028282,
-0.013384214602410793,
-0.01818002760410309,
-0.002644907683134079,
-0.05680528283119202,
-0.08257854729890823,
-0.04535941034555435,
0.024595588445663452,
0.022351793944835663,
0.014629007317125797,
0.03783519193530083,
0.014402331784367561,
0.011189482174813747,
0.008932551369071007,
-0.03576641529798508,
0.045487165451049805,
0.010559692978858948,
-0.039009883999824524,
-0.037394601851701736,
0.0068052359856665134,
0.03645063936710358,
0.02363811433315277,
-0.0487714447081089,
0.029916489496827126,
0.004842423368245363,
-0.030250469222664833,
-0.010118839330971241,
-0.00312124309130013,
0.03186434879899025,
-0.07400542497634888,
-0.04910331964492798,
0.001601594383828342,
-0.052241675555706024,
0.0282137393951416,
-0.018293289467692375,
0.0028001400642096996,
0.015626979991793633,
0.01937021315097809,
0.0318765826523304,
0.0032478400971740484,
-0.04860968142747879,
-0.00533286714926362,
0.00011896532669197768,
0.0045615495182573795,
-0.06593649834394455,
0.05074451491236687,
-0.04679659381508827,
0.026781778782606125,
-0.007745684124529362,
-0.00713632395491004,
-0.02947833575308323,
0.03366094455122948,
-0.009436488151550293,
-0.013447859324514866,
-0.018889976665377617,
0.002923114225268364,
-0.040262509137392044,
0.0557473748922348,
-0.002379180397838354,
0.019881289452314377,
-0.02360893227159977,
0.0759434700012207,
-0.040952250361442566,
-0.00773582560941577,
-0.020457811653614044,
0.016591418534517288,
-0.03487904742360115,
-0.0011800453066825867,
-0.018193848431110382,
-0.03655239939689636,
0.0048493025824427605,
0.04574625566601753,
0.035320594906806946,
0.015567396767437458,
-0.0315057709813118,
0.0064225755631923676,
0.013937512412667274,
-0.04898896440863609,
-0.0014517115196213126,
-0.01694546639919281,
-0.02693556621670723,
-0.0019317014375701547,
0.04462861642241478,
0.03823051229119301,
-0.035684168338775635,
-0.0727328211069107,
0.021118300035595894,
0.029258335009217262,
-0.008833235129714012,
-0.00020716505241580307,
0.014175139367580414,
0.03444455936551094,
0.05819009244441986,
-0.028038188815116882,
0.0005412765895016491,
-0.017488941550254822,
-0.01861371286213398,
0.02576456032693386,
-0.017204027622938156,
0.02904042974114418,
0.00409030681475997,
-0.042567044496536255,
-0.014824134297668934,
0.07039445638656616,
0.02442646585404873,
0.017410853877663612,
0.0022101118229329586,
-0.01628684252500534,
0.01832696795463562,
0.021268676966428757,
-0.07078788429498672,
0.010100645013153553,
0.04696991667151451,
-0.036970898509025574,
0.07239911705255508,
-0.021379970014095306,
0.04482630267739296,
0.057073887437582016,
-0.0018779744859784842,
-0.02661612629890442,
0.05174816772341728,
-0.022602280601859093,
-0.021469758823513985,
0.05086315795779228,
-0.05272849649190903,
-0.020184583961963654,
-0.017061270773410797,
0.06147293746471405,
-0.07065603137016296,
0.04829396679997444,
0.05173591896891594,
0.03227702155709267,
-0.007078136317431927,
-0.04069921001791954,
-0.03575047850608826,
0.030521614477038383,
-0.032495006918907166,
0.06949731707572937,
0.013138119131326675,
-0.05438089370727539,
0.07516723871231079,
0.010744085535407066,
-0.07877321541309357,
0.03955951705574989,
0.03698977082967758,
0.01295213121920824,
0.02781480923295021,
0.05832456424832344,
-0.04667621850967407,
0.028202099725604057,
-0.060958415269851685,
0.01499868743121624,
-0.06377685815095901,
0.0022422880865633488,
0.012346010655164719,
-0.018739646300673485,
-0.01906326413154602,
0.02958074025809765,
-0.02552955225110054,
0.023390110582113266,
0.01871476322412491,
-0.05348128452897072,
-0.026762280613183975,
0.016878128051757812,
0.04153933376073837,
-0.01820319890975952,
0.012747040018439293,
-0.010901203379034996,
0.019782008603215218,
0.02835477888584137,
0.020982200279831886,
-0.06431207805871964,
0.000004599797193804989,
0.027761297300457954,
-0.057590823620557785,
-0.030397582799196243,
-0.0006709944573231041,
0.011402641423046589,
-0.035769302397966385,
0.03033115155994892,
0.01412182953208685,
0.005550114903599024,
0.03076324425637722,
-0.02005396969616413,
0.042494043707847595,
-0.054488249123096466,
-0.006384015083312988,
0.008669584058225155,
0.0017313373973593116,
0.02307894453406334,
-0.020584845915436745,
0.018783312290906906,
0.02083772048354149,
0.05738932266831398,
0.012103536166250706,
-0.043858300894498825,
-0.01435241661965847,
0.027125686407089233,
-0.0369071364402771,
0.011432679370045662,
-0.02105334959924221,
-0.06606953591108322,
-0.03505134582519531,
-0.013737118802964687,
-0.004103634972125292,
0.01185182947665453,
-0.02192244678735733,
0.007091931998729706,
0.049817826598882675,
-0.028893418610095978,
-0.035930030047893524,
-0.07621264457702637,
-0.018748169764876366,
-0.018280917778611183,
0.005196548067033291,
0.019888684153556824,
-0.027393650263547897,
0.02609986625611782,
-0.04693211242556572,
-0.060500241816043854,
0.06212754175066948,
0.016046136617660522,
-0.0321379080414772,
0.05490706115961075,
0.03393515944480896,
-0.03484301641583443,
0.010495652444660664,
0.061850156635046005,
-0.05080496147274971,
0.021686701104044914,
-0.008787470869719982,
0.024969426915049553,
0.014240536838769913,
0.026884960010647774,
-0.017383364960551262,
-0.02995559573173523,
-0.05310553312301636,
-0.0546669140458107,
-0.03874632343649864,
-0.00606868090108037,
0.0704973116517067
] |
bert-base-cased-finetuned-mrpc | [
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"transformers",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 11,644 | 2020-04-29T13:49:55Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-srn-fr
* source languages: srn
* target languages: fr
* OPUS readme: [srn-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/srn-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/srn-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.srn.fr | 28.9 | 0.462 |
| [
-0.0156712606549263,
-0.03096758760511875,
-0.012708934023976326,
0.037348825484514236,
0.02529464103281498,
0.02330772951245308,
-0.006021237466484308,
-0.00763948867097497,
-0.04595862701535225,
0.051659539341926575,
0.011916136369109154,
-0.010820581577718258,
-0.0007165659917518497,
0.04669009521603584,
-0.03437235206365585,
-0.023640209808945656,
-0.005825096741318703,
0.0075211594812572,
-0.032870642840862274,
-0.01092213299125433,
0.0033279128838330507,
0.014063908718526363,
-0.03588835522532463,
0.034774016588926315,
-0.021993136033415794,
-0.0017426414415240288,
-0.016512030735611916,
0.018258363008499146,
0.021459301933646202,
-0.07454758137464523,
-0.005160042550414801,
-0.021769292652606964,
-0.036297161132097244,
-0.015112119726836681,
-0.017453797161579132,
0.0303249079734087,
0.006104742176830769,
0.022620629519224167,
0.07408413290977478,
0.055653322488069534,
-0.0028027354273945093,
-0.004997123498469591,
-0.011110878549516201,
-0.01792082190513611,
0.03898539021611214,
0.0007161089451983571,
-0.0319739431142807,
-0.03359752520918846,
0.026577606797218323,
-0.0311428215354681,
-0.0536494106054306,
-0.05273982137441635,
-0.011339420452713966,
0.034236349165439606,
-0.0008899106760509312,
-0.007749311160296202,
-0.09025420248508453,
-0.008039198815822601,
0.056917354464530945,
-0.050242990255355835,
-0.0240394938737154,
0.020669396966695786,
-0.05266644433140755,
0.014965583570301533,
0.049106843769550323,
-0.03644338250160217,
-0.011651141569018364,
-0.046875592321157455,
0.047109656035900116,
-0.03615918010473251,
0.037126313894987106,
-0.027966730296611786,
0.01420269813388586,
-0.07900134474039078,
-0.045948684215545654,
-0.006195273250341415,
0.03084087371826172,
0.059747133404016495,
-0.043627362698316574,
0.0464654304087162,
0.04625557363033295,
-0.006345762871205807,
0.02233068086206913,
-0.012995213270187378,
-0.02059970051050186,
0.036031320691108704,
-0.029512546956539154,
-0.0012318737572059035,
0.012456483207643032,
0.04764086753129959,
-0.04716094955801964,
-0.03955758735537529,
-0.008460847660899162,
-0.0323055274784565,
0.001101196394301951,
0.03258234262466431,
0.06181766465306282,
-0.03446967527270317,
0.01026080921292305,
0.045680053532123566,
0.024609427899122238,
0.04834139347076416,
0.0013782776659354568,
0.07170454412698746,
-0.016912193968892097,
-0.0020388581324368715,
-0.01860862411558628,
-0.026015648618340492,
-0.06473594903945923,
0.013898991048336029,
0.038471657782793045,
-0.03991903364658356,
-0.010229351930320263,
0.05026004835963249,
0.032900359481573105,
-0.03850758820772171,
0.06957808881998062,
-0.03191539645195007,
-0.044179607182741165,
-0.05715208873152733,
0.05063943192362785,
0.012424560263752937,
0.012741302140057087,
0.011639948934316635,
-0.055433571338653564,
0.017484819516539574,
-0.03772066533565521,
-0.03356632590293884,
0.005671766120940447,
0.019794410094618797,
-0.016088247299194336,
0.03754429146647453,
0.03530636057257652,
-0.0514628104865551,
0.019739288836717606,
-0.0204823799431324,
-0.041144002228975296,
0.05964812636375427,
0.043651945888996124,
0.09991877526044846,
-0.048170462250709534,
-0.037166327238082886,
0.020640211179852486,
0.007767211180180311,
-0.04439907521009445,
0.01576847769320011,
-0.01056771818548441,
-0.02866194397211075,
-0.0302911214530468,
-0.014614028856158257,
0.0546267069876194,
-0.047591276466846466,
-0.026899682357907295,
0.05063717067241669,
-0.013369976542890072,
0.037060365080833435,
-0.029857803136110306,
-0.004140178207308054,
0.012889578007161617,
-0.016838083043694496,
-0.036317043006420135,
0.029315346851944923,
0.0049048056825995445,
0.007233581971377134,
-0.031974609941244125,
-0.055876072496175766,
0.015798255801200867,
0.08494219928979874,
-0.023774204775691032,
-0.023217998445034027,
-0.024287080392241478,
0.007680805865675211,
0.035224802792072296,
0.017683902755379677,
-0.030383870005607605,
0.05001009628176689,
0.05451197549700737,
0.015373816713690758,
0.010821884498000145,
0.0686877891421318,
0.02845965512096882,
-0.020793674513697624,
-0.011093786917626858,
0.011941985227167606,
0.025684935972094536,
-0.021263955160975456,
0.007579219993203878,
0.03486361354589462,
0.025725504383444786,
-0.02045593038201332,
-0.03233977034687996,
0.06419724225997925,
0.007330199237912893,
0.0029614523518830538,
0.01621631346642971,
-0.029898537322878838,
-0.019956359639763832,
0.04624117165803909,
-0.01151497196406126,
-0.015374958515167236,
-0.0350683256983757,
-0.029665004462003708,
0.015434005297720432,
0.027394935488700867,
0.02817056141793728,
0.05046214908361435,
-0.018609361723065376,
0.10649267584085464,
-0.027752842754125595,
0.01200052909553051,
-0.017589684575796127,
-0.029930362477898598,
0.012487699277698994,
0.06780964881181717,
0.011809475719928741,
0.03876444324851036,
-0.005322998855262995,
-0.049115221947431564,
0.03492926433682442,
0.05934208631515503,
0.05355776473879814,
0.011458117514848709,
-0.044055547565221786,
-0.014105682261288166,
0.015842847526073456,
0.041310083121061325,
-0.0383034385740757,
-0.05765898898243904,
0.01760556548833847,
0.054357100278139114,
-0.047102853655815125,
0.029655644670128822,
-0.03754483908414841,
0.02284146100282669,
-0.03749754652380943,
-0.04558631777763367,
0.048686202615499496,
0.028739936649799347,
-0.01208759006112814,
0.029597308486700058,
0.013722216710448265,
-0.018638603389263153,
0.029335614293813705,
0.008409976959228516,
-0.0016189079033210874,
-0.03128575161099434,
0.013012956827878952,
0.020879611372947693,
0.0516156405210495,
-0.030488433316349983,
0.0407288633286953,
-0.02672792412340641,
-0.0021300925873219967,
0.03278452530503273,
-0.06973350048065186,
0.013124939054250717,
0.046214036643505096,
0.015231830067932606,
-0.019421489909291267,
-0.001782280276529491,
0.0030407484155148268,
0.018956074491143227,
0.07338891923427582,
0.006092945113778114,
0.05192562937736511,
0.013548008166253567,
0.06284050643444061,
0.09744962304830551,
0.01900489442050457,
0.030267227441072464,
0.03628738224506378,
0.08762679249048233,
-0.008874255232512951,
-0.00997091643512249,
0.044617604464292526,
-0.04484351724386215,
0.021114610135555267,
-0.038356296718120575,
0.0305548794567585,
0.019187701866030693,
-0.008025579154491425,
0.02542298659682274,
0.00691018532961607,
-0.015351790934801102,
0.0067137801088392735,
-0.00635672640055418,
-0.026413336396217346,
0.04111693426966667,
0.015569931827485561,
0.0022622752003371716,
0.01292230375111103,
0.010791408829391003,
0.021306300535798073,
-0.05369217321276665,
-0.059345368295907974,
0.019043684005737305,
-0.03197440505027771,
-0.0023176942486315966,
-0.07149408757686615,
-0.016492104157805443,
-0.06687431782484055,
-0.018897701054811478,
0.0353957861661911,
0.008397514931857586,
-0.0070391325280070305,
-0.02682504430413246,
0.01083076000213623,
-0.027343139052391052,
-0.021042894572019577,
-0.03907189145684242,
-0.03601495549082756,
-0.038555633276700974,
-0.08748611062765121,
0.048878736793994904,
0.011205749586224556,
0.025005090981721878,
-0.01784016191959381,
0.01379510760307312,
-0.021305937319993973,
-0.009441695176064968,
0.07776294648647308,
0.05426449328660965,
-0.023026861250400543,
-0.030679386109113693,
0.048051346093416214,
-0.04387279599905014,
-0.0027840298134833574,
-0.033433910459280014,
-0.03395036607980728,
0.07129500061273575,
0.05222591385245323,
0.024283019825816154,
0.00817512534558773,
-0.030163027346134186,
-0.053504738956689835,
-0.06387403607368469,
-0.0357024185359478,
-0.045995935797691345,
-0.014698709361255169,
-0.028479933738708496,
-0.04851989448070526,
-0.033158689737319946,
-0.03481725603342056,
-0.0048682065680623055,
-0.021021386608481407,
0.022938380017876625,
0.024591179564595222,
0.037368450313806534,
0.0385148748755455,
0.0403142087161541,
-0.053878504782915115,
-0.03918519616127014,
0.07912542670965195,
0.012290849350392818,
0.006170377135276794,
-0.0395427867770195,
-0.00978145096451044,
0.055695388466119766,
0.012464030645787716,
0.004461284726858139,
0.008848476223647594,
0.07478540390729904,
0.005087281111627817,
0.012109565548598766,
0.007607020903378725,
-0.0016889894613996148,
0.0016265672165900469,
-0.006102089770138264,
-0.009124821983277798,
-0.046065445989370346,
-0.025565756484866142,
-0.017059210687875748,
0.02553563192486763,
0.04098686948418617,
-0.06971607357263565,
-0.036051053553819656,
-0.0032777683809399605,
0.033808253705501556,
0.01088190358132124,
0.024029072374105453,
-0.0038274649996310472,
0.01805901527404785,
-0.04566477611660957,
-0.022310879081487656,
0.010425071232020855,
0.010980809107422829,
0.005541082471609116,
0.05400343984365463,
0.029959410429000854,
-0.0286874882876873,
0.04544389620423317,
0.0283366572111845,
0.06646881997585297,
0.012496786192059517,
-0.04416675865650177,
0.018081072717905045,
-0.015382965095341206,
0.012625395320355892,
-0.002433396177366376,
-0.013791169971227646,
-0.044260405004024506,
-0.07906647771596909,
-0.005825439002364874,
0.024234697222709656,
-0.02599179558455944,
0.010062053799629211,
0.02408934012055397,
-0.05259474739432335,
0.008881369605660439,
0.00623163441196084,
0.016699379310011864,
0.0476205050945282,
-0.05703892186284065,
0.05961499363183975,
-0.016660025343298912,
0.025155188515782356,
-0.05915975943207741,
0.018218064680695534,
-0.010950082913041115,
-0.035897836089134216,
0.029523208737373352,
0.06378854066133499,
0.01658441498875618,
0.05436833202838898,
0.08438241481781006,
0.04568398371338844,
-0.02396445907652378,
0.02220667153596878,
0.03333525359630585,
0.004857274703681469,
-0.05977179482579231,
-0.011866929940879345,
-0.0001871363929240033,
-0.04927444085478783,
-0.0037981669884175062,
-0.016767390072345734,
0.014078169129788876,
0.013820488937199116,
-0.012301014736294746,
-0.019749896600842476,
-0.014051820151507854,
-0.032387714833021164,
-0.03803476318717003,
-0.06120802089571953,
-0.030663225799798965,
-0.01566852629184723,
0.0020139499101787806,
0.04535500705242157,
0.04368343949317932,
0.001175887300632894,
0.04545607790350914,
0.047790396958589554,
-0.025181844830513,
-0.024420006200671196,
0.016353975981473923,
0.02157360129058361,
-0.012386070564389229,
-0.058035749942064285,
-0.037293802946805954,
0.04174601286649704,
0.044652894139289856,
-0.03353438526391983,
-0.07796549052000046,
-0.0018545771017670631,
0.07198534160852432,
-0.024359138682484627,
0.055915169417858124,
0.003771553048864007,
0.048298608511686325,
0.0583665557205677,
-0.02156398817896843,
0.01759651117026806,
-0.030768154188990593,
0.025350650772452354,
0.004088126588612795,
0.024721521884202957,
-0.04658891633152962,
-0.035177771002054214,
-0.08873283118009567,
0.009971171617507935,
0.025366196408867836,
0.08641496300697327,
0.038255009800195694,
-0.03518296778202057,
-0.06028198078274727,
-0.013979509472846985,
0.04370759055018425,
-0.05500267446041107,
-0.01051877811551094,
0.01677180640399456,
0.05918564647436142,
-0.044084370136260986,
-0.05109904706478119,
-0.025174284353852272,
0.005831438582390547,
0.03748869523406029,
0.0036979939322918653,
-0.00944520439952612,
-0.051824215799570084,
0.038876231759786606,
-0.008999345824122429,
-0.03377024829387665,
-0.11571437120437622,
0.002851502737030387,
-0.03276527300477028,
-0.005398836452513933,
0.053264908492565155,
0.019409751519560814,
0.030556129291653633,
0.058751076459884644,
0.011069443076848984,
0.029736822471022606,
-0.02743132784962654,
0.026154899969697,
-0.03579534962773323,
0.004332734737545252,
0.019540151581168175,
-0.03094242326915264,
-0.02797849103808403,
-0.03338657692074776,
-0.03316996619105339,
-0.028576873242855072,
-0.02333785966038704,
0.019617335870862007,
-0.0305552426725626,
0.007050065789371729,
-0.023052532225847244,
0.0333264097571373,
-0.016581526026129723,
-0.01736355945467949,
-0.006182594690471888,
-0.05405113101005554,
-0.08323950320482254,
-0.046812597662210464,
0.021797968074679375,
0.029246941208839417,
0.009702380746603012,
0.04106523096561432,
0.006037451792508364,
0.01527404598891735,
0.015330924652516842,
-0.034765198826789856,
0.05153308063745499,
0.012111260555684566,
-0.04205701872706413,
-0.036947108805179596,
0.007071736268699169,
0.031533628702163696,
0.023190582171082497,
-0.044481128454208374,
0.029711414128541946,
0.004902984481304884,
-0.03422592207789421,
-0.017048556357622147,
-0.0029082982800900936,
0.02496212162077427,
-0.06907118856906891,
-0.05626340210437775,
0.0001711801887722686,
-0.04928014054894447,
0.035848114639520645,
-0.01534874364733696,
0.0030312701128423214,
0.01747063733637333,
0.025360174477100372,
0.038918387144804,
0.004260427318513393,
-0.049969159066677094,
0.006690915208309889,
-0.003367070574313402,
0.0023975218646228313,
-0.06982755661010742,
0.04857911914587021,
-0.04757639020681381,
0.0248748529702425,
-0.003204205771908164,
-0.011683163233101368,
-0.027644701302051544,
0.030954310670495033,
-0.01402193307876587,
-0.014052634127438068,
-0.01978428103029728,
0.0037447873037308455,
-0.044082462787628174,
0.052224051207304,
-0.00017119941185228527,
0.020155025646090508,
-0.023985322564840317,
0.07089919596910477,
-0.033838316798210144,
-0.015799328684806824,
-0.019564969465136528,
0.02367609180510044,
-0.035785872489213943,
-0.0009128273231908679,
-0.01916811242699623,
-0.03731314837932587,
0.006182957906275988,
0.043897952884435654,
0.03437471017241478,
0.014394187368452549,
-0.026246456429362297,
0.011695113964378834,
0.009091093204915524,
-0.050635091960430145,
-0.0033554676920175552,
-0.015735119581222534,
-0.027362540364265442,
-0.010445449501276016,
0.04813886806368828,
0.03264683485031128,
-0.03534220531582832,
-0.07082360982894897,
0.025753779336810112,
0.024672212079167366,
-0.006570892874151468,
0.005032507237046957,
0.021732861176133156,
0.04110048711299896,
0.05346009135246277,
-0.02966417744755745,
-0.005204036831855774,
-0.020629502832889557,
-0.01974484883248806,
0.02422628365457058,
-0.014724618755280972,
0.03157602623105049,
0.007040137425065041,
-0.03688719868659973,
-0.014770395122468472,
0.07494582235813141,
0.022315869107842445,
0.01187807135283947,
-0.00020147509349044412,
-0.009506690315902233,
0.015664272010326385,
0.031792350113391876,
-0.06719096004962921,
0.00712104607373476,
0.04790537431836128,
-0.03749130293726921,
0.0714040994644165,
-0.026765577495098114,
0.05217820405960083,
0.061300333589315414,
0.0007277172990143299,
-0.022317972034215927,
0.05957306921482086,
-0.023686621338129044,
-0.017367111518979073,
0.05120016634464264,
-0.04915836825966835,
-0.018427791073918343,
-0.01833462156355381,
0.06114838644862175,
-0.060014840215444565,
0.047561854124069214,
0.049678295850753784,
0.035163406282663345,
-0.005432044621556997,
-0.04699678346514702,
-0.03847004100680351,
0.03169411048293114,
-0.0350491963326931,
0.08000854402780533,
0.01955254189670086,
-0.0517951063811779,
0.07129108905792236,
0.00893585104495287,
-0.08342108875513077,
0.04451658949255943,
0.04140331596136093,
0.01650257594883442,
0.01917918585240841,
0.05510253831744194,
-0.04996797442436218,
0.025220664218068123,
-0.060736171901226044,
0.017548032104969025,
-0.06512171030044556,
0.008116723038256168,
0.011154305189847946,
-0.01915670558810234,
-0.016608793288469315,
0.030522553250193596,
-0.022412164136767387,
0.026472175493836403,
0.020135054364800453,
-0.040719810873270035,
-0.023069558665156364,
0.01648666337132454,
0.03863437473773956,
-0.014208690263330936,
0.009413832798600197,
-0.019883936271071434,
0.013189306482672691,
0.02712426893413067,
0.023361464962363243,
-0.05944664776325226,
-0.005005352199077606,
0.021360864862799644,
-0.04871980845928192,
-0.036333173513412476,
0.0014090073527768254,
0.012957637198269367,
-0.02842431701719761,
0.02390475384891033,
0.013218970037996769,
0.004850990604609251,
0.03293626382946968,
-0.021876314654946327,
0.04471311718225479,
-0.05812368169426918,
-0.006664515472948551,
0.01281682774424553,
0.0035714025143533945,
0.01828671060502529,
-0.016972722485661507,
0.021989526227116585,
0.026324396952986717,
0.058175135403871536,
0.018143555149435997,
-0.041043348610401154,
-0.020145336166024208,
0.024223415181040764,
-0.03001893311738968,
0.011597739532589912,
-0.01592138223350048,
-0.06827960908412933,
-0.03489648550748825,
-0.0153430150821805,
-0.015459991060197353,
0.013225304894149303,
-0.020981211215257645,
0.007236006669700146,
0.053767066448926926,
-0.03241098299622536,
-0.037210725247859955,
-0.08195074647665024,
-0.01234029233455658,
-0.024663379415869713,
0.011317111551761627,
0.02341518923640251,
-0.03464628383517265,
0.020024988800287247,
-0.04530341178178787,
-0.05805150792002678,
0.06527726352214813,
0.011588984169065952,
-0.03869152441620827,
0.056860778480768204,
0.036239586770534515,
-0.029572060331702232,
0.017672710120677948,
0.05871616676449776,
-0.050766412168741226,
0.0217224583029747,
-0.0009375223307870328,
0.028204292058944702,
0.019576191902160645,
0.026355478912591934,
-0.01695689745247364,
-0.0430983304977417,
-0.06287647783756256,
-0.05327117070555687,
-0.03951441869139671,
-0.00007417968299705535,
0.07261546701192856
] |
bert-base-cased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"exbert",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8,621,271 | 2020-04-29T13:50:10Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-srn-sv
* source languages: srn
* target languages: sv
* OPUS readme: [srn-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/srn-sv/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/srn-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-sv/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.srn.sv | 32.2 | 0.500 |
| [
-0.016952235251665115,
-0.02961435541510582,
-0.005281987600028515,
0.041033487766981125,
0.028488440439105034,
0.02094542607665062,
-0.0016228151507675648,
-0.0040933964774012566,
-0.04729820042848587,
0.055497728288173676,
0.014152743853628635,
-0.014031345956027508,
0.009527132846415043,
0.04910317063331604,
-0.034510642290115356,
-0.027683716267347336,
-0.006841148715466261,
0.013405668549239635,
-0.03912252187728882,
-0.009221218526363373,
-0.00047489249845966697,
0.008445694111287594,
-0.03439981862902641,
0.035019952803850174,
-0.02167203091084957,
0.00014950371405575424,
-0.015125676058232784,
0.013801545836031437,
0.02300376445055008,
-0.06950614601373672,
-0.009311000816524029,
-0.02354065701365471,
-0.031038057059049606,
-0.014368110336363316,
-0.024654868990182877,
0.02947385236620903,
0.01348265539854765,
0.02399524115025997,
0.07351642102003098,
0.06000768765807152,
-0.00702278595417738,
-0.0000262506800936535,
-0.008389029651880264,
-0.02331438846886158,
0.036449793726205826,
0.0010904764058068395,
-0.03011677786707878,
-0.031762365251779556,
0.02645695209503174,
-0.028844602406024933,
-0.04851130396127701,
-0.05375349894165993,
-0.017445217818021774,
0.03552735224366188,
-0.009757795371115208,
-0.005613874178379774,
-0.09415501356124878,
-0.010570951737463474,
0.06253591179847717,
-0.05479772761464119,
-0.029630906879901886,
0.014467825181782246,
-0.051530010998249054,
0.01259648334234953,
0.04619036242365837,
-0.03614083305001259,
-0.013744777999818325,
-0.05174489691853523,
0.04559998959302902,
-0.03373292088508606,
0.03620408847928047,
-0.031028209254145622,
0.01851765066385269,
-0.07541559636592865,
-0.05002477020025253,
-0.00893444661051035,
0.031150680035352707,
0.05749989300966263,
-0.044709544628858566,
0.048148009926080704,
0.05077188462018967,
-0.009545895271003246,
0.024796554818749428,
-0.0093430420383811,
-0.014598389156162739,
0.040622528642416,
-0.026946501806378365,
-0.001725290436297655,
0.004169368650764227,
0.04937320947647095,
-0.04419055953621864,
-0.030988330021500587,
-0.015594766475260258,
-0.0330531969666481,
-0.008413775824010372,
0.030333321541547775,
0.06096332147717476,
-0.03225524351000786,
0.002924786414951086,
0.04240117222070694,
0.025635749101638794,
0.04843486100435257,
0.0008236815920099616,
0.06890513747930527,
-0.023136179894208908,
-0.0005785875837318599,
-0.01873294822871685,
-0.029147813096642494,
-0.06413534283638,
0.005443825852125883,
0.033079843968153,
-0.04118860140442848,
-0.0032362877391278744,
0.04359951987862587,
0.034452516585588455,
-0.03779594600200653,
0.0696113109588623,
-0.03171220421791077,
-0.044265683740377426,
-0.05612190440297127,
0.055095892399549484,
0.013462337665259838,
0.012050841003656387,
0.01750817522406578,
-0.054738882929086685,
0.020551810041069984,
-0.03722843900322914,
-0.03893466293811798,
0.013240535743534565,
0.026064526289701462,
-0.020876390859484673,
0.03368635103106499,
0.03556179627776146,
-0.057840075343847275,
0.021465221419930458,
-0.011125190183520317,
-0.03877972066402435,
0.06054872274398804,
0.04360900819301605,
0.09764484316110611,
-0.0466124452650547,
-0.03527664765715599,
0.014926373027265072,
0.005967664532363415,
-0.03650053218007088,
0.014221307821571827,
-0.00744481710717082,
-0.02673545852303505,
-0.024544136598706245,
-0.01962576061487198,
0.0509987398982048,
-0.04531974717974663,
-0.02177128568291664,
0.05606333911418915,
-0.012393156066536903,
0.030361207202076912,
-0.024742888286709785,
-0.0038725053891539574,
0.012182587757706642,
-0.01843792200088501,
-0.02679593302309513,
0.034628622233867645,
0.005590698216110468,
0.007074210327118635,
-0.02849487029016018,
-0.057074449956417084,
0.021005012094974518,
0.08411992341279984,
-0.025825439020991325,
-0.02508227899670601,
-0.024440618231892586,
0.0022737535182386637,
0.04171350598335266,
0.015333352610468864,
-0.022318970412015915,
0.04068971425294876,
0.054142218083143234,
0.014331895858049393,
0.008389174938201904,
0.06961440294981003,
0.016045285388827324,
-0.016784824430942535,
-0.006791230291128159,
0.01684696413576603,
0.029005903750658035,
-0.012776766903698444,
0.0012405848829075694,
0.04044941067695618,
0.020637724548578262,
-0.017886461690068245,
-0.024407582357525826,
0.061204396188259125,
0.001164990826509893,
0.003453288460150361,
0.013717618770897388,
-0.024633929133415222,
-0.014804297126829624,
0.04725423455238342,
-0.00818109605461359,
-0.02149713598191738,
-0.03759939596056938,
-0.023699579760432243,
0.013911707326769829,
0.03181556239724159,
0.024634556844830513,
0.05360450968146324,
-0.01928251050412655,
0.10604820400476456,
-0.028427423909306526,
0.009812060743570328,
-0.017887413501739502,
-0.035844918340444565,
0.016547026112675667,
0.0667751356959343,
0.017162542790174484,
0.036782506853342056,
-0.002229021629318595,
-0.050049010664224625,
0.03152448311448097,
0.06281550973653793,
0.05376175791025162,
0.010845784097909927,
-0.04527225345373154,
-0.011546577326953411,
0.008830356411635876,
0.040712032467126846,
-0.03769055753946304,
-0.06625302881002426,
0.020557645708322525,
0.06598662585020065,
-0.04741445183753967,
0.03284898027777672,
-0.03597131371498108,
0.024716559797525406,
-0.03873215243220329,
-0.04561519995331764,
0.04676207900047302,
0.020464468747377396,
-0.01415588054805994,
0.02443675883114338,
0.010310768149793148,
-0.009832853451371193,
0.028217708691954613,
0.007241629529744387,
0.0013134463224560022,
-0.027432119473814964,
0.010931438766419888,
0.019024254754185677,
0.05575544387102127,
-0.026720184832811356,
0.03878338634967804,
-0.022299733012914658,
-0.0016853843117132783,
0.03131891414523125,
-0.07495547831058502,
0.013256053440272808,
0.044313229620456696,
0.017098382115364075,
-0.01935018226504326,
0.006277303211390972,
0.006947210989892483,
0.02420421876013279,
0.07045718282461166,
0.0039839353412389755,
0.05256805196404457,
0.01300184428691864,
0.05902910605072975,
0.09697406738996506,
0.01283429004251957,
0.0317683070898056,
0.039533451199531555,
0.09393245726823807,
-0.011291267350316048,
-0.006231245119124651,
0.046506330370903015,
-0.046371083706617355,
0.01852289028465748,
-0.04189771041274071,
0.031136762350797653,
0.01747916080057621,
-0.004505607299506664,
0.029742376878857613,
0.005434107501059771,
-0.01862476021051407,
0.008424495346844196,
-0.012033717706799507,
-0.02316947840154171,
0.043203938752412796,
0.013589171692728996,
0.009698724374175072,
0.008450580760836601,
0.003785989945754409,
0.021297505125403404,
-0.06458581984043121,
-0.06580684334039688,
0.019438838586211205,
-0.03357231989502907,
-0.0003765870351344347,
-0.06544657796621323,
-0.013206086121499538,
-0.06658532470464706,
-0.023432359099388123,
0.03846259042620659,
0.0049862340092659,
-0.009232223965227604,
-0.023744460195302963,
0.006403428502380848,
-0.02993764542043209,
-0.028285307809710503,
-0.03655434772372246,
-0.03573189303278923,
-0.03536646440625191,
-0.080472432076931,
0.045498739928007126,
0.014307275414466858,
0.02652982994914055,
-0.021528197452425957,
0.017305681481957436,
-0.012864128686487675,
-0.017511626705527306,
0.08039050549268723,
0.05680523440241814,
-0.02582359127700329,
-0.027030138298869133,
0.05012692138552666,
-0.038391534239053726,
-0.002800958463922143,
-0.02872409112751484,
-0.017731912434101105,
0.06975895911455154,
0.05104806646704674,
0.02418317086994648,
0.0034681190736591816,
-0.023855451494455338,
-0.05578966438770294,
-0.059075865894556046,
-0.04205453023314476,
-0.04534482583403587,
-0.01516713947057724,
-0.028626922518014908,
-0.05480654537677765,
-0.03382221609354019,
-0.02962896227836609,
-0.006178898271173239,
-0.029835950583219528,
0.02424263022840023,
0.03214366361498833,
0.0379633828997612,
0.04075063019990921,
0.035144656896591187,
-0.05552701652050018,
-0.030013538897037506,
0.0740593746304512,
0.005450671073049307,
0.00956911314278841,
-0.04810662195086479,
-0.009597787633538246,
0.05371316894888878,
0.016597319394350052,
0.0071669830940663815,
0.019982246682047844,
0.078973688185215,
-0.0008388401474803686,
0.005582250189036131,
0.012461031787097454,
-0.0037810683716088533,
-0.0043666479177773,
-0.00923720933496952,
-0.012438594363629818,
-0.0426500029861927,
-0.01890205405652523,
-0.01691230945289135,
0.01819147914648056,
0.0441281683743,
-0.06302735954523087,
-0.030146561563014984,
-0.0002721549535635859,
0.031539659947156906,
0.010295889340341091,
0.022877641022205353,
-0.007156434003263712,
0.017002379521727562,
-0.041192423552274704,
-0.026317832991480827,
0.005772845353931189,
0.01186312735080719,
0.0034220453817397356,
0.05415717139840126,
0.03266897425055504,
-0.03298165276646614,
0.04929819330573082,
0.022072430700063705,
0.06390358507633209,
0.010890419594943523,
-0.04304450750350952,
0.019787536934018135,
-0.024543479084968567,
0.018377697095274925,
-0.0015149739338085055,
-0.02532915025949478,
-0.04496030882000923,
-0.07391105592250824,
0.0036342390812933445,
0.02521352469921112,
-0.03244023025035858,
0.01805662363767624,
0.02274702861905098,
-0.05195767059922218,
0.007859380915760994,
0.0005637872964143753,
0.017324337735772133,
0.049813516438007355,
-0.056381359696388245,
0.060511477291584015,
-0.008554433472454548,
0.016472313553094864,
-0.06038111820816994,
0.013940291479229927,
-0.013737315312027931,
-0.03899731487035751,
0.03847350552678108,
0.06260900944471359,
0.016883525997400284,
0.04934384301304817,
0.08494660258293152,
0.04614156112074852,
-0.026472726836800575,
0.028808847069740295,
0.03459380939602852,
0.010061447508633137,
-0.06297731399536133,
-0.007673591375350952,
-0.00621736329048872,
-0.05174557864665985,
-0.005327313672751188,
-0.018302224576473236,
0.014303323812782764,
0.016433686017990112,
-0.006765006110072136,
-0.023248033598065376,
-0.013346439227461815,
-0.033387165516614914,
-0.03395405784249306,
-0.06899137049913406,
-0.03088861145079136,
-0.013996816240251064,
-0.001386418123729527,
0.04594608396291733,
0.04653136432170868,
0.00004564044502330944,
0.04331761598587036,
0.05055485665798187,
-0.023530563339591026,
-0.022081362083554268,
0.013363530859351158,
0.02543138526380062,
-0.017194023355841637,
-0.055823586881160736,
-0.04378192126750946,
0.04613180086016655,
0.04244665801525116,
-0.03369808569550514,
-0.0796697810292244,
0.004199467599391937,
0.0689818412065506,
-0.03181988000869751,
0.053801532834768295,
0.000833186786621809,
0.05366472899913788,
0.056516677141189575,
-0.01824347861111164,
0.015963317826390266,
-0.031991828233003616,
0.019351687282323837,
0.006719795987010002,
0.03362702578306198,
-0.045486610382795334,
-0.03628195449709892,
-0.08667434751987457,
0.012337836436927319,
0.024874219670891762,
0.08681198209524155,
0.04753880575299263,
-0.0404488630592823,
-0.05641845241189003,
-0.01789408177137375,
0.04691982641816139,
-0.05826898664236069,
-0.009073551744222641,
0.019217513501644135,
0.04869421571493149,
-0.04393458738923073,
-0.04921252653002739,
-0.02414694055914879,
0.0015293150208890438,
0.030795376747846603,
-0.00042421388207003474,
-0.017872409895062447,
-0.05485856160521507,
0.03955600783228874,
-0.004625874571502209,
-0.040663037449121475,
-0.11622528731822968,
0.006805595476180315,
-0.03638966754078865,
-0.002961450256407261,
0.04711807891726494,
0.02123974822461605,
0.03165360540151596,
0.06080453842878342,
0.008273191750049591,
0.02440708503127098,
-0.0365494079887867,
0.023900989443063736,
-0.03859427571296692,
0.007718974258750677,
0.017223257571458817,
-0.026080923154950142,
-0.031101051717996597,
-0.033243902027606964,
-0.03829363361001015,
-0.031207876279950142,
-0.021789653226733208,
0.01963452249765396,
-0.03165007010102272,
0.006929074879735708,
-0.016724951565265656,
0.03237193450331688,
-0.015583397820591927,
-0.021515576168894768,
-0.00671641668304801,
-0.0578421875834465,
-0.08331552147865295,
-0.042344532907009125,
0.024134904146194458,
0.024634364992380142,
0.011187818832695484,
0.037968605756759644,
0.011281142011284828,
0.01714876852929592,
0.011579610407352448,
-0.03223776817321777,
0.047945473343133926,
0.013660408556461334,
-0.03914175182580948,
-0.036244262009859085,
0.008117645978927612,
0.03420093283057213,
0.022699803113937378,
-0.04888880252838135,
0.028987379744648933,
0.005573146045207977,
-0.03370337560772896,
-0.015585900284349918,
-0.003482748521491885,
0.03430215269327164,
-0.07480219006538391,
-0.051884643733501434,
0.004920277278870344,
-0.05142119899392128,
0.02915622852742672,
-0.02249973826110363,
0.005974688567221165,
0.015209873206913471,
0.01979774609208107,
0.030208995565772057,
0.0035287959035485983,
-0.05007532984018326,
-0.002233450300991535,
-0.0007960392395034432,
0.005852964241057634,
-0.06785138696432114,
0.047628700733184814,
-0.04363697022199631,
0.025240110233426094,
-0.0076312352903187275,
-0.005929080303758383,
-0.02998083084821701,
0.033446960151195526,
-0.008237836882472038,
-0.010810920037329197,
-0.01750040240585804,
-0.00048784096725285053,
-0.04393080621957779,
0.05738816782832146,
0.0008799588540568948,
0.021057570353150368,
-0.02561282366514206,
0.07291409373283386,
-0.03899135813117027,
-0.011295553296804428,
-0.023966718465089798,
0.016681915149092674,
-0.03613361716270447,
-0.001212865230627358,
-0.018457699567079544,
-0.03686141595244408,
0.003604694502428174,
0.04236490651965141,
0.03710678592324257,
0.017802832648158073,
-0.02716871164739132,
0.011460797861218452,
0.013650073669850826,
-0.048314038664102554,
-0.0025030195247381926,
-0.019602293148636818,
-0.027204599231481552,
-0.005940914619714022,
0.04691770672798157,
0.03519311919808388,
-0.03532927483320236,
-0.07203534990549088,
0.01932334341108799,
0.025573693215847015,
-0.008123070001602173,
0.0031838056165724993,
0.013496947474777699,
0.03480946272611618,
0.05622104927897453,
-0.02730954997241497,
0.0014896368375048041,
-0.02036205306649208,
-0.018658535555005074,
0.02647981233894825,
-0.017953915521502495,
0.02952742762863636,
0.002053531352430582,
-0.04141100496053696,
-0.016724444925785065,
0.0681380033493042,
0.022803375497460365,
0.019596422091126442,
0.0044675348326563835,
-0.01372973620891571,
0.016107860952615738,
0.02080897055566311,
-0.06939996033906937,
0.007437444757670164,
0.050122663378715515,
-0.03683534637093544,
0.07226787507534027,
-0.023995710536837578,
0.04771023243665695,
0.05647407844662666,
-0.0003899185103364289,
-0.027300158515572548,
0.052095651626586914,
-0.021895134821534157,
-0.022242700681090355,
0.05485129728913307,
-0.05055222660303116,
-0.02056688442826271,
-0.016493571922183037,
0.06364743411540985,
-0.07034692168235779,
0.05309196934103966,
0.05388670414686203,
0.035465341061353683,
-0.0022715867962688208,
-0.0433729849755764,
-0.0354534387588501,
0.03363554924726486,
-0.030524156987667084,
0.071343332529068,
0.018351785838603973,
-0.05153977870941162,
0.07123073190450668,
0.007326587103307247,
-0.07715299725532532,
0.04081832244992256,
0.038340918719768524,
0.014769499190151691,
0.026762042194604874,
0.05724768713116646,
-0.04549909383058548,
0.025617334991693497,
-0.061907850205898285,
0.013022336177527905,
-0.06688950955867767,
0.002191104693338275,
0.017383571714162827,
-0.020813295617699623,
-0.01851942017674446,
0.02974030189216137,
-0.024981843307614326,
0.02496393397450447,
0.022393254563212395,
-0.0511208213865757,
-0.024698395282030106,
0.017551131546497345,
0.04188065975904465,
-0.015435737557709217,
0.01702677272260189,
-0.015618800185620785,
0.018046444281935692,
0.030551783740520477,
0.02286866307258606,
-0.06693629920482635,
-0.0009398748516105115,
0.028119627386331558,
-0.05587845668196678,
-0.02532857097685337,
0.0001930429134517908,
0.010500200092792511,
-0.036921896040439606,
0.03562873601913452,
0.014189803041517735,
0.0035613947547972202,
0.03232421353459358,
-0.018917787820100784,
0.04189383238554001,
-0.055558137595653534,
-0.006918394006788731,
0.00836157612502575,
0.0015932676615193486,
0.021237019449472427,
-0.016620811074972153,
0.019513137638568878,
0.023958563804626465,
0.05533977225422859,
0.016536930575966835,
-0.045415692031383514,
-0.015085522085428238,
0.024588556960225105,
-0.033742960542440414,
0.010546843521296978,
-0.022251233458518982,
-0.06618679314851761,
-0.03635996952652931,
-0.015143144875764847,
-0.009222778491675854,
0.014761614613234997,
-0.019754521548748016,
0.005256212316453457,
0.049037959426641464,
-0.028723718598484993,
-0.03618168830871582,
-0.07246886193752289,
-0.01650582067668438,
-0.016783051192760468,
0.00925087183713913,
0.018137846142053604,
-0.0259559266269207,
0.027797836810350418,
-0.049070000648498535,
-0.0629885122179985,
0.06512058526277542,
0.014587368816137314,
-0.031503912061452866,
0.058106862008571625,
0.03013644553720951,
-0.0261631328612566,
0.010430924594402313,
0.06004071608185768,
-0.05188269540667534,
0.021501393988728523,
-0.0055950963869690895,
0.024031618610024452,
0.013973696157336235,
0.02625402808189392,
-0.01649056375026703,
-0.03436623886227608,
-0.05731368437409401,
-0.05370577052235603,
-0.035952091217041016,
-0.0059203654527664185,
0.06871180981397629
] |
bert-base-chinese | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"zh",
"arxiv:1810.04805",
"transformers",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3,377,486 | 2020-04-29T13:50:24Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-ss-en
* source languages: ss
* target languages: en
* OPUS readme: [ss-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ss-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/ss-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ss-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ss-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.ss.en | 30.9 | 0.478 |
| [
-0.020026404410600662,
-0.02733660489320755,
-0.010955766774713993,
0.0412980280816555,
0.02768012322485447,
0.027362743392586708,
-0.0028349673375487328,
0.0012133106356486678,
-0.05290226265788078,
0.0566101111471653,
0.012437286786735058,
-0.012065742164850235,
0.006458846852183342,
0.05067932605743408,
-0.03467895835638046,
-0.0309806726872921,
-0.007669695653021336,
0.004344718065112829,
-0.03515021502971649,
-0.010404828935861588,
-0.0021184764336794615,
0.00873994268476963,
-0.02766752988100052,
0.03412150964140892,
-0.022656813263893127,
0.00047463568625971675,
-0.01668676733970642,
0.009461513720452785,
0.018266508355736732,
-0.07413878291845322,
-0.007431799080222845,
-0.018391182646155357,
-0.034808218479156494,
-0.014209597371518612,
-0.02372325211763382,
0.03020690567791462,
0.008347691036760807,
0.027310645207762718,
0.07629100233316422,
0.057005904614925385,
-0.00750710116699338,
0.002610566094517708,
-0.005727995652705431,
-0.017980238422751427,
0.042071592062711716,
0.0026318933814764023,
-0.023095475509762764,
-0.03640978783369064,
0.024538449943065643,
-0.03322210907936096,
-0.05270059034228325,
-0.04899884760379791,
-0.022629041224718094,
0.03271004930138588,
-0.010525128804147243,
-0.004389914683997631,
-0.09057003259658813,
-0.009492439217865467,
0.06537741422653198,
-0.05712636932730675,
-0.03381435573101044,
0.011571571230888367,
-0.052063893526792526,
0.007341003976762295,
0.047616079449653625,
-0.03619562089443207,
-0.014196215197443962,
-0.05094664543867111,
0.0455150380730629,
-0.03681129589676857,
0.029877102002501488,
-0.029748504981398582,
0.01774715818464756,
-0.07345462590456009,
-0.04618033766746521,
-0.011425348930060863,
0.03178849443793297,
0.05929473787546158,
-0.04593542963266373,
0.050065163522958755,
0.04529054835438728,
-0.009689228609204292,
0.02426351048052311,
-0.00978937279433012,
-0.014544985257089138,
0.04111374542117119,
-0.030301913619041443,
0.0025489949621260166,
0.004668785724788904,
0.05251810699701309,
-0.048512719571590424,
-0.036116182804107666,
-0.017440488561987877,
-0.030466705560684204,
-0.007185155525803566,
0.02397110126912594,
0.0639059767127037,
-0.03247898444533348,
0.007426063530147076,
0.04365786164999008,
0.022525284439325333,
0.042707040905952454,
-0.0008312331628985703,
0.07306364178657532,
-0.02278946153819561,
0.0019146392587572336,
-0.014119157567620277,
-0.02937125600874424,
-0.06431839615106583,
0.004760241601616144,
0.030777502804994583,
-0.04251798987388611,
-0.003264749888330698,
0.043879348784685135,
0.03958616405725479,
-0.030054399743676186,
0.07328992336988449,
-0.027308084070682526,
-0.04206501320004463,
-0.05351497605443001,
0.06106000766158104,
0.013702858239412308,
0.010869590565562248,
0.02332974225282669,
-0.05643029138445854,
0.021529745310544968,
-0.03355184197425842,
-0.0428876169025898,
0.009138962253928185,
0.02830697037279606,
-0.01463684719055891,
0.04088921472430229,
0.03195507079362869,
-0.056796878576278687,
0.021710939705371857,
-0.010171640664339066,
-0.043045319616794586,
0.05791924521327019,
0.04005137085914612,
0.10179190337657928,
-0.050207119435071945,
-0.03418142348527908,
0.011939525604248047,
0.00594289880245924,
-0.04446108639240265,
0.013338128104805946,
-0.005989755038172007,
-0.018563617020845413,
-0.024440323933959007,
-0.024532567709684372,
0.04935440421104431,
-0.04320738837122917,
-0.027354544028639793,
0.05557548999786377,
-0.007186572998762131,
0.032421041280031204,
-0.029056286439299583,
-0.0017152016516774893,
0.011223494075238705,
-0.01939413510262966,
-0.02836439572274685,
0.03154934570193291,
0.0009754353668540716,
0.009670928120613098,
-0.03130373731255531,
-0.05324121192097664,
0.02051156386733055,
0.08678608387708664,
-0.030149802565574646,
-0.024128008633852005,
-0.022415388375520706,
0.005489724688231945,
0.04415346682071686,
0.011208249256014824,
-0.027855321764945984,
0.04231146350502968,
0.04978716000914574,
0.01315564289689064,
0.010839978232979774,
0.067203089594841,
0.013038129545748234,
-0.017209041863679886,
-0.00817768182605505,
0.024635760113596916,
0.03152916952967644,
-0.012056143954396248,
0.007786998990923166,
0.037307798862457275,
0.0187622532248497,
-0.023008229210972786,
-0.02841116301715374,
0.060055479407310486,
-0.002584555186331272,
0.006077236961573362,
0.015003962442278862,
-0.023515593260526657,
-0.011694524437189102,
0.04337604343891144,
-0.012239563278853893,
-0.02162131667137146,
-0.034897349774837494,
-0.028716111555695534,
0.011050723493099213,
0.03267466276884079,
0.02100050449371338,
0.05622886121273041,
-0.014771321788430214,
0.10785014182329178,
-0.025439715012907982,
0.010484615340828896,
-0.013984429650008678,
-0.03719426691532135,
0.008866949006915092,
0.06823616474866867,
0.02036638744175434,
0.0358080118894577,
-0.008048511110246181,
-0.05324002727866173,
0.031268175691366196,
0.0558057501912117,
0.053637947887182236,
0.008951110765337944,
-0.04253429174423218,
-0.01656208746135235,
0.014217203482985497,
0.04140081629157066,
-0.033224307000637054,
-0.062221892178058624,
0.018807491287589073,
0.0660698339343071,
-0.04644743725657463,
0.03517726808786392,
-0.03466188535094261,
0.025399256497621536,
-0.041325971484184265,
-0.03745684400200844,
0.044805921614170074,
0.02345602586865425,
-0.011840048246085644,
0.023887084797024727,
0.005285508465021849,
-0.016606507822871208,
0.031151482835412025,
0.004399184137582779,
0.0016703606816008687,
-0.024585150182247162,
0.014110048301517963,
0.017943711951375008,
0.056824784725904465,
-0.02549704723060131,
0.040021348744630814,
-0.023587359115481377,
-0.0030749954748898745,
0.02992718107998371,
-0.06862925738096237,
0.011461298912763596,
0.0485764779150486,
0.014369343407452106,
-0.019671272486448288,
0.011965272016823292,
0.0076523725874722,
0.017566420137882233,
0.07186327874660492,
0.005142827983945608,
0.053983960300683975,
0.01744665578007698,
0.067357137799263,
0.09472524374723434,
0.005049089901149273,
0.03527402505278587,
0.041841138154268265,
0.09899221360683441,
-0.012223323807120323,
-0.0048737297765910625,
0.044881582260131836,
-0.045660749077796936,
0.020183928310871124,
-0.03685426712036133,
0.02643921971321106,
0.013569324277341366,
-0.005905720870941877,
0.03035445511341095,
0.008279894478619099,
-0.022511210292577744,
0.00905377697199583,
-0.008811905048787594,
-0.023803064599633217,
0.04964128136634827,
0.018077291548252106,
0.010228781029582024,
0.007845373824238777,
0.0006859918939881027,
0.02007441036403179,
-0.0650128647685051,
-0.06980716437101364,
0.016056308522820473,
-0.030520904809236526,
-0.003142778994515538,
-0.07031000405550003,
-0.01050140056759119,
-0.06623178720474243,
-0.026822173967957497,
0.037745267152786255,
-0.0017690511886030436,
-0.006301956716924906,
-0.025906281545758247,
0.007908076047897339,
-0.03179960697889328,
-0.02790837176144123,
-0.02976175583899021,
-0.037622980773448944,
-0.03530619665980339,
-0.08025623857975006,
0.04034954681992531,
0.014227041974663734,
0.02243014983832836,
-0.020636379718780518,
0.015877727419137955,
-0.015549290925264359,
-0.014915534295141697,
0.08363848924636841,
0.048982031643390656,
-0.024041613563895226,
-0.025948824360966682,
0.05423341318964958,
-0.040638674050569534,
0.001646740478463471,
-0.02562103234231472,
-0.014901641756296158,
0.06802082061767578,
0.049728408455848694,
0.020424067974090576,
0.003894830122590065,
-0.027169369161128998,
-0.057069726288318634,
-0.05977223441004753,
-0.04264319688081741,
-0.041355255991220474,
-0.01526410412043333,
-0.027410494163632393,
-0.056270234286785126,
-0.03894994407892227,
-0.0282779298722744,
-0.006793084554374218,
-0.03211071342229843,
0.03072129748761654,
0.03553098440170288,
0.03491491824388504,
0.04134301468729973,
0.030715273693203926,
-0.05533360317349434,
-0.030117550864815712,
0.07573255896568298,
0.010018986649811268,
0.006545671261847019,
-0.04797683656215668,
-0.008729402907192707,
0.05283009260892868,
0.011713367886841297,
0.010313753969967365,
0.024117665365338326,
0.07367351651191711,
0.0058006118051707745,
0.008811283856630325,
0.011670874431729317,
-0.00033770062145777047,
-0.0042093778029084206,
-0.004886919632554054,
-0.017824912443757057,
-0.04100464656949043,
-0.016772067174315453,
-0.020085638388991356,
0.019069794565439224,
0.04726416617631912,
-0.06682982295751572,
-0.028810027986764908,
-0.0019250864861533046,
0.0340564139187336,
0.012261757627129555,
0.023524831980466843,
-0.009351604618132114,
0.017510952427983284,
-0.041478753089904785,
-0.027940815314650536,
0.0015931171365082264,
0.01360391080379486,
0.0031395878177136183,
0.04666024073958397,
0.032761383801698685,
-0.03170735761523247,
0.05117393657565117,
0.02689267322421074,
0.059440091252326965,
0.013246716000139713,
-0.04018364101648331,
0.025961197912693024,
-0.026673872023820877,
0.019416039809584618,
0.0005044558201916516,
-0.025498243048787117,
-0.04505050927400589,
-0.07760783284902573,
0.004633245524019003,
0.0264631025493145,
-0.03264312818646431,
0.017173146829009056,
0.021197019144892693,
-0.05581822991371155,
0.007672260515391827,
-0.002401424804702401,
0.015442111529409885,
0.050850238651037216,
-0.05435634031891823,
0.06110043451189995,
-0.008387546986341476,
0.014932419173419476,
-0.06496445834636688,
0.016727613285183907,
-0.011075935326516628,
-0.04068729281425476,
0.033821240067481995,
0.05776311457157135,
0.00961215142160654,
0.048940349370241165,
0.08561347424983978,
0.047129176557064056,
-0.02291746623814106,
0.01710699126124382,
0.03273507207632065,
0.007268377114087343,
-0.06256656348705292,
-0.010170253925025463,
-0.004660153295844793,
-0.04594555124640465,
-0.004935791715979576,
-0.016355229541659355,
0.01926220767199993,
0.0132675189524889,
-0.006661549676209688,
-0.029460152611136436,
-0.014689992181956768,
-0.032162681221961975,
-0.030658503994345665,
-0.06848983466625214,
-0.028569530695676804,
-0.005053678993135691,
-0.0014505351427942514,
0.045844148844480515,
0.04526430740952492,
-0.00003422687223064713,
0.03753288835287094,
0.043840862810611725,
-0.02355964109301567,
-0.015348712913691998,
0.01507923286408186,
0.02201404795050621,
-0.013734585605561733,
-0.05828407034277916,
-0.03827778622508049,
0.050365664064884186,
0.03840375319123268,
-0.030243078246712685,
-0.07899773865938187,
0.002925610402598977,
0.06904155761003494,
-0.028196584433317184,
0.053673118352890015,
0.0025031878612935543,
0.05425390228629112,
0.05399593338370323,
-0.020045045763254166,
0.016146022826433182,
-0.023083604872226715,
0.017262490466237068,
0.00858196709305048,
0.03290277719497681,
-0.04287827014923096,
-0.03663499280810356,
-0.0827239453792572,
0.009143659844994545,
0.021021801978349686,
0.08625997602939606,
0.04967045783996582,
-0.0421605184674263,
-0.051632676273584366,
-0.018650060519576073,
0.044088661670684814,
-0.06009841710329056,
-0.01300736702978611,
0.024467583745718002,
0.04732584208250046,
-0.043162763118743896,
-0.04869605600833893,
-0.03519238904118538,
0.003739164676517248,
0.029479466378688812,
0.0005353164160624146,
-0.014610660262405872,
-0.05709188058972359,
0.04003017395734787,
-0.005250728689134121,
-0.04106595367193222,
-0.11363831162452698,
0.006762763950973749,
-0.034056585282087326,
-0.0037283501587808132,
0.055696528404951096,
0.019198991358280182,
0.03196209669113159,
0.06255485862493515,
0.011117666028439999,
0.025727128610014915,
-0.03675762563943863,
0.024793822318315506,
-0.038834087550640106,
0.009082149714231491,
0.013994830660521984,
-0.0271320603787899,
-0.03189537301659584,
-0.03576004132628441,
-0.044824592769145966,
-0.033559706062078476,
-0.02597969025373459,
0.020704982802271843,
-0.03233082965016365,
0.006648386362940073,
-0.015468785539269447,
0.03222152963280678,
-0.012759274803102016,
-0.01895693503320217,
-0.006621429696679115,
-0.05121554061770439,
-0.08351481705904007,
-0.042032983154058456,
0.021817930042743683,
0.023423008620738983,
0.007711267564445734,
0.03673122078180313,
0.017038529738783836,
0.01754758693277836,
0.0010703338775783777,
-0.03350665047764778,
0.04198316112160683,
0.01445250678807497,
-0.04138099402189255,
-0.036265779286623,
0.0036328358110040426,
0.0375431552529335,
0.02437526546418667,
-0.04774942994117737,
0.025364773347973824,
-0.0014118276303634048,
-0.03575737401843071,
-0.019493890926241875,
-0.004239663947373629,
0.03462200611829758,
-0.0817888081073761,
-0.051858168095350266,
0.0017345007508993149,
-0.04984520375728607,
0.028517214581370354,
-0.017685016617178917,
-0.0011714606080204248,
0.016696453094482422,
0.0236703809350729,
0.028844134882092476,
0.0029519868548959494,
-0.04466904699802399,
0.0016556460177525878,
-0.0032504454720765352,
0.00037824115133844316,
-0.06827980279922485,
0.05129420384764671,
-0.0444285124540329,
0.022536974400281906,
-0.0036226315423846245,
-0.004385196138173342,
-0.028689224272966385,
0.03503388166427612,
-0.013773743063211441,
-0.008670768700540066,
-0.01730331778526306,
-0.0023157105315476656,
-0.041743211448192596,
0.05202190577983856,
0.009134719148278236,
0.018212364986538887,
-0.03392307460308075,
0.07027299702167511,
-0.037863098084926605,
-0.007182071451097727,
-0.02431941032409668,
0.018318699672818184,
-0.029494736343622208,
-0.0005017187795601785,
-0.022078994661569595,
-0.03160017356276512,
0.002349680755287409,
0.041302360594272614,
0.03835201635956764,
0.014164169318974018,
-0.02768542990088463,
0.011485693976283073,
0.017741095274686813,
-0.05228192359209061,
0.002321608830243349,
-0.013747685588896275,
-0.03065052442252636,
-0.00034068606328219175,
0.04406918212771416,
0.03405648097395897,
-0.03810831531882286,
-0.07762821018695831,
0.016546132043004036,
0.028089135885238647,
-0.019501104950904846,
0.0020945740398019552,
0.01572064869105816,
0.03855156525969505,
0.05777225270867348,
-0.021385136991739273,
0.0033616593573242426,
-0.018032459542155266,
-0.01725420169532299,
0.024728430435061455,
-0.018402816727757454,
0.02829233929514885,
-0.0035780055914074183,
-0.043174877762794495,
-0.017379188910126686,
0.06317764520645142,
0.022844213992357254,
0.02269088849425316,
0.00598263880237937,
-0.011465027928352356,
0.02760627679526806,
0.016042416915297508,
-0.06597721576690674,
0.007937747053802013,
0.04837382957339287,
-0.031408969312906265,
0.06761202961206436,
-0.020455095916986465,
0.04328637570142746,
0.06040317565202713,
-0.0036726680118590593,
-0.026043353602290154,
0.05279916897416115,
-0.022106528282165527,
-0.026689058169722557,
0.05541149526834488,
-0.05385984107851982,
-0.021889498457312584,
-0.02058783732354641,
0.0610269159078598,
-0.06923554837703705,
0.059152502566576004,
0.051895882934331894,
0.03756200894713402,
-0.003774577286094427,
-0.03912739083170891,
-0.0370621457695961,
0.029099291190505028,
-0.03439200296998024,
0.06949618458747864,
0.015160082839429379,
-0.04990806803107262,
0.07597936689853668,
0.007293117698282003,
-0.08172754943370819,
0.03970182687044144,
0.03504002094268799,
0.01511384081095457,
0.029280196875333786,
0.053348738700151443,
-0.04529573768377304,
0.021604515612125397,
-0.06676842272281647,
0.011836540885269642,
-0.06486089527606964,
-0.000917270197533071,
0.016761986538767815,
-0.01676858589053154,
-0.019958095625042915,
0.026522528380155563,
-0.02405564673244953,
0.024217257276177406,
0.0174629595130682,
-0.04819013550877571,
-0.021150905638933182,
0.02044403925538063,
0.03801395744085312,
-0.018852386623620987,
0.016988981515169144,
-0.02071705274283886,
0.01791151985526085,
0.03218168392777443,
0.020944716408848763,
-0.06479567289352417,
0.0015047366032376885,
0.03169657289981842,
-0.052302051335573196,
-0.031721264123916626,
-0.0018256502225995064,
0.012591264210641384,
-0.03959359973669052,
0.03307079151272774,
0.012652704492211342,
0.002858224557712674,
0.0354556068778038,
-0.017594316974282265,
0.041426993906497955,
-0.04158075153827667,
-0.010001656599342823,
0.01409757137298584,
0.00031093816505745053,
0.02075711265206337,
-0.012833650223910809,
0.01590809039771557,
0.014449367299675941,
0.061122145503759384,
0.012972431257367134,
-0.04606899619102478,
-0.01294475793838501,
0.031185070052742958,
-0.03217450901865959,
0.010579637251794338,
-0.02478080801665783,
-0.06891625374555588,
-0.037110935896635056,
-0.0160302072763443,
-0.010573498904705048,
0.013089891523122787,
-0.01530939806252718,
0.005164674483239651,
0.057994380593299866,
-0.031263913959264755,
-0.03237852081656456,
-0.07628586143255234,
-0.015216522850096226,
-0.024168210104107857,
0.007994954474270344,
0.024301907047629356,
-0.025439605116844177,
0.022708816453814507,
-0.051714662462472916,
-0.056213170289993286,
0.06541910022497177,
0.017200808972120285,
-0.02180200256407261,
0.058151084929704666,
0.028896909207105637,
-0.030456500127911568,
0.00566478818655014,
0.060276154428720474,
-0.052203528583049774,
0.02312721125781536,
-0.0018534378614276648,
0.02588394656777382,
0.009565318003296852,
0.0275113545358181,
-0.015623807907104492,
-0.033743493258953094,
-0.05582524836063385,
-0.059421539306640625,
-0.03971511498093605,
-0.004521012306213379,
0.06958542764186859
] |
bert-base-german-cased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"de",
"transformers",
"exbert",
"license:mit",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 175,983 | 2020-04-29T13:50:39Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-ssp-es
* source languages: ssp
* target languages: es
* OPUS readme: [ssp-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ssp-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/ssp-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ssp-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ssp-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.ssp.es | 89.7 | 0.930 |
| [
-0.01423339918255806,
-0.030141785740852356,
-0.006688883062452078,
0.03821958228945732,
0.0301545187830925,
0.022878287360072136,
-0.0005359693896025419,
0.0026032801251858473,
-0.050247929990291595,
0.056084342300891876,
0.007125211879611015,
-0.013940834440290928,
0.005498244892805815,
0.049167390912771225,
-0.0366949699819088,
-0.03074568510055542,
-0.00761064700782299,
0.004837223328649998,
-0.038512032479047775,
-0.01233646459877491,
-0.0018669319106265903,
0.011343939229846,
-0.03295992687344551,
0.033374421298503876,
-0.024239229038357735,
0.0042472039349377155,
-0.01418134942650795,
0.008617861196398735,
0.01960860565304756,
-0.0702628418803215,
-0.009571276605129242,
-0.019988711923360825,
-0.0353914275765419,
-0.013600475154817104,
-0.02656489983201027,
0.025350889191031456,
0.007985682226717472,
0.01924889162182808,
0.07520081102848053,
0.057423338294029236,
-0.008769997395575047,
0.0027363288681954145,
-0.007924769073724747,
-0.024142460897564888,
0.03582599386572838,
0.005171484313905239,
-0.028145503252744675,
-0.03727184608578682,
0.027329588308930397,
-0.02993435226380825,
-0.054669201374053955,
-0.053707316517829895,
-0.015421802178025246,
0.03234840929508209,
-0.007969305850565434,
-0.00794493593275547,
-0.09241543710231781,
-0.009259690530598164,
0.0667787417769432,
-0.05640074983239174,
-0.029541218653321266,
0.01731841266155243,
-0.05662543699145317,
0.005996968597173691,
0.04635633900761604,
-0.035327762365341187,
-0.013267547823488712,
-0.05281167849898338,
0.04317760095000267,
-0.03755880519747734,
0.03402481973171234,
-0.03325672075152397,
0.0178489051759243,
-0.07683522999286652,
-0.048256900161504745,
-0.008076533675193787,
0.029262930154800415,
0.05449443310499191,
-0.046223368495702744,
0.04865838214755058,
0.043929245322942734,
-0.010383673012256622,
0.02747819386422634,
-0.012128351256251335,
-0.016414254903793335,
0.04233045130968094,
-0.029924310743808746,
-0.0008062697597779334,
0.013114601373672485,
0.05016268789768219,
-0.046025678515434265,
-0.0306936576962471,
-0.014359656721353531,
-0.03194783255457878,
-0.005272646434605122,
0.03127976134419441,
0.0644531175494194,
-0.032128144055604935,
0.010851574130356312,
0.045629363507032394,
0.018364816904067993,
0.04870540276169777,
0.0003573555441107601,
0.07206210494041443,
-0.026491595432162285,
-0.003306880360469222,
-0.016247102990746498,
-0.029388420283794403,
-0.06522199511528015,
0.008576340973377228,
0.03142810985445976,
-0.03754141926765442,
-0.01117001287639141,
0.04499966278672218,
0.039428044110536575,
-0.03650077059864998,
0.06956767290830612,
-0.030562624335289,
-0.040465906262397766,
-0.05223088711500168,
0.0587829127907753,
0.015165657736361027,
0.014373401179909706,
0.019926954060792923,
-0.053612954914569855,
0.01755552925169468,
-0.03386931121349335,
-0.03554050624370575,
0.005759488791227341,
0.026118051260709763,
-0.01720748282968998,
0.03612775355577469,
0.03300648182630539,
-0.05717125162482262,
0.02333291806280613,
-0.013242497108876705,
-0.04428777098655701,
0.05734176188707352,
0.04756446182727814,
0.09863033145666122,
-0.049468033015728,
-0.033451616764068604,
0.01392690185457468,
0.005367021542042494,
-0.032810844480991364,
0.010758652351796627,
-0.004527080338448286,
-0.02085268124938011,
-0.02745836041867733,
-0.02047291025519371,
0.055464211851358414,
-0.04622809961438179,
-0.020929085090756416,
0.05251944065093994,
-0.013026117347180843,
0.03582029417157173,
-0.025197792798280716,
-0.005707248114049435,
0.0157150961458683,
-0.018853740766644478,
-0.0320766307413578,
0.034467436373233795,
0.0015281668165698647,
0.007497310172766447,
-0.03376033902168274,
-0.05334732308983803,
0.018023718148469925,
0.08821731805801392,
-0.02574203722178936,
-0.025211606174707413,
-0.028938496485352516,
0.005197606049478054,
0.04761660844087601,
0.008894359692931175,
-0.027969907969236374,
0.037666354328393936,
0.05974830314517021,
0.015249965712428093,
0.012181010097265244,
0.06750655919313431,
0.01872999407351017,
-0.017385343089699745,
-0.010849498212337494,
0.018229713663458824,
0.029404306784272194,
-0.014668440446257591,
0.004498031921684742,
0.03958097845315933,
0.019936997443437576,
-0.01914229802787304,
-0.0263484176248312,
0.06176953762769699,
-0.0019829387310892344,
0.006417340599000454,
0.01239124033600092,
-0.02382007986307144,
-0.01707140915095806,
0.046286966651678085,
-0.01177253294736147,
-0.019467879086732864,
-0.03212505206465721,
-0.028581935912370682,
0.009854891337454319,
0.03944282606244087,
0.02353699691593647,
0.053173311054706573,
-0.007136908825486898,
0.10546395927667618,
-0.026084892451763153,
0.009428872726857662,
-0.018428249284625053,
-0.037213969975709915,
0.0103597491979599,
0.06463322043418884,
0.013683590106666088,
0.0388580784201622,
0.0007360695162788033,
-0.05203383043408394,
0.0306452214717865,
0.059899087995290756,
0.04986310377717018,
0.008500980213284492,
-0.04358672350645065,
-0.014021684415638447,
0.020196080207824707,
0.039950836449861526,
-0.03256653621792793,
-0.06213163956999779,
0.019864695146679878,
0.06557314097881317,
-0.041301179677248,
0.029424740001559258,
-0.0344817079603672,
0.025690298527479172,
-0.038549259305000305,
-0.041670918464660645,
0.04457210376858711,
0.019943468272686005,
-0.013112892396748066,
0.022832904011011124,
0.006738288793712854,
-0.012903982773423195,
0.031014276668429375,
0.004714709706604481,
0.0022846737410873175,
-0.027430826798081398,
0.01182644534856081,
0.015745455399155617,
0.0579511895775795,
-0.029919324442744255,
0.03852033615112305,
-0.020503289997577667,
-0.0008071145275607705,
0.03538542240858078,
-0.06667637825012207,
0.012497063726186752,
0.0416928194463253,
0.013208582065999508,
-0.01928955875337124,
0.0040228948928415775,
0.0029224178288131952,
0.018988443538546562,
0.06930285692214966,
0.003234113799408078,
0.059259068220853806,
0.011821943335235119,
0.0639178454875946,
0.09373597055673599,
0.011675354093313217,
0.035195399075746536,
0.040146976709365845,
0.09591694176197052,
-0.011148566380143166,
-0.006585111375898123,
0.05151225998997688,
-0.04612569510936737,
0.02013685181736946,
-0.03855061158537865,
0.02885473519563675,
0.018135596066713333,
-0.005085432436317205,
0.030263222754001617,
0.003749758703634143,
-0.018596865236759186,
0.008315733633935452,
-0.011981416493654251,
-0.024980733171105385,
0.04803622141480446,
0.010383225977420807,
0.00789122749119997,
0.010922834277153015,
0.003593392902985215,
0.024199815467000008,
-0.06289631873369217,
-0.06535445898771286,
0.018128691241145134,
-0.032097071409225464,
-0.0020393580198287964,
-0.0642252117395401,
-0.01653064601123333,
-0.06550268828868866,
-0.017806323245167732,
0.036881547421216965,
0.003078276989981532,
-0.0037086482625454664,
-0.021598385646939278,
0.00990318413823843,
-0.03161601722240448,
-0.02784110978245735,
-0.033930081874132156,
-0.03505149483680725,
-0.03337325528264046,
-0.08097600191831589,
0.04519471153616905,
0.013248121365904808,
0.022842982783913612,
-0.017944302409887314,
0.017313644289970398,
-0.012946524657309055,
-0.014880619943141937,
0.0772627517580986,
0.05395971238613129,
-0.023055043071508408,
-0.031655989587306976,
0.051559336483478546,
-0.03433235362172127,
0.003947973717004061,
-0.028382256627082825,
-0.019650060683488846,
0.0689486488699913,
0.052673496305942535,
0.022132432088255882,
0.007193468045443296,
-0.027983160689473152,
-0.05469682067632675,
-0.05760794132947922,
-0.03936319798231125,
-0.045752402395009995,
-0.012950916774570942,
-0.026004338636994362,
-0.05809152498841286,
-0.03569209575653076,
-0.03511734679341316,
-0.005194536410272121,
-0.02791408635675907,
0.029097963124513626,
0.036789774894714355,
0.03842873498797417,
0.04263731837272644,
0.03431612625718117,
-0.05523857846856117,
-0.02694559656083584,
0.07533238083124161,
0.00990458857268095,
0.01000463031232357,
-0.04860571026802063,
-0.01130584068596363,
0.053534939885139465,
0.010721344500780106,
0.00980077963322401,
0.01591772958636284,
0.07757750153541565,
0.004752676002681255,
0.00980895571410656,
0.014996901154518127,
0.0014770982088521123,
-0.011986599303781986,
-0.005651996470987797,
-0.01644759811460972,
-0.04384975507855415,
-0.022244049236178398,
-0.017989136278629303,
0.014226564206182957,
0.04516266658902168,
-0.06755988299846649,
-0.03109806403517723,
-0.004641798324882984,
0.03499261662364006,
0.009630037471652031,
0.019979024305939674,
-0.010426477529108524,
0.014535863883793354,
-0.04007912427186966,
-0.024525141343474388,
0.006415079347789288,
0.008024693466722965,
0.001137030078098178,
0.05076732113957405,
0.030280645936727524,
-0.034827739000320435,
0.04893369600176811,
0.02215949073433876,
0.0625791922211647,
0.01393297128379345,
-0.04596280679106712,
0.021156756207346916,
-0.02455683797597885,
0.0156891867518425,
0.0018283999525010586,
-0.020335309207439423,
-0.04521391913294792,
-0.0775260478258133,
0.0041164071299135685,
0.02407490834593773,
-0.03466392308473587,
0.012156061828136444,
0.025009838864207268,
-0.047335777431726456,
0.009673520922660828,
0.0006390709895640612,
0.012237227521836758,
0.04556354507803917,
-0.05777818709611893,
0.06064056605100632,
-0.012384154833853245,
0.016844691708683968,
-0.059077512472867966,
0.01197395846247673,
-0.014841956086456776,
-0.037421997636556625,
0.03348657116293907,
0.0628134161233902,
0.011698569171130657,
0.05194441229104996,
0.08524347096681595,
0.048959460109472275,
-0.025752047076821327,
0.023915372788906097,
0.030993910506367683,
0.0018101470777764916,
-0.06495537608861923,
-0.009435535408556461,
-0.011462329886853695,
-0.048191215842962265,
-0.0008442713296972215,
-0.01956753246486187,
0.01957055553793907,
0.015063022263348103,
-0.0027766756247729063,
-0.026771608740091324,
-0.012914127670228481,
-0.032845985144376755,
-0.033988744020462036,
-0.06247992068529129,
-0.03507143259048462,
-0.016788383945822716,
0.0008852938190102577,
0.046378232538700104,
0.04223110154271126,
0.0007731334771960974,
0.04233897477388382,
0.05063919350504875,
-0.02481348253786564,
-0.019180044531822205,
0.011777670122683048,
0.023265376687049866,
-0.021928822621703148,
-0.05951053276658058,
-0.04201145097613335,
0.046810753643512726,
0.0400165431201458,
-0.025065520778298378,
-0.0830816701054573,
0.00042880335240624845,
0.06835833191871643,
-0.026905234903097153,
0.052245594561100006,
0.0017163328593596816,
0.05549023672938347,
0.053382162004709244,
-0.01791791431605816,
0.014539903029799461,
-0.029350735247135162,
0.019497161731123924,
0.0020332136191427708,
0.037782978266477585,
-0.0341038815677166,
-0.03864672780036926,
-0.08624617755413055,
0.009790167212486267,
0.02565711922943592,
0.08802064508199692,
0.046409495174884796,
-0.040869779884815216,
-0.05917636305093765,
-0.018710188567638397,
0.04381223022937775,
-0.05766977742314339,
-0.01313050091266632,
0.01950877718627453,
0.05513972416520119,
-0.047761812806129456,
-0.04889313131570816,
-0.029390690848231316,
0.00013151255552656949,
0.03275950998067856,
-0.003119840519502759,
-0.016196582466363907,
-0.055914703756570816,
0.03435775265097618,
-0.005872624460607767,
-0.0419570617377758,
-0.11405036598443985,
0.007150272838771343,
-0.03692708909511566,
-0.0017780843190848827,
0.05231063440442085,
0.027889467775821686,
0.032583095133304596,
0.06405849754810333,
0.007333789020776749,
0.027523323893547058,
-0.03490188345313072,
0.02723865956068039,
-0.03430997580289841,
0.010448336601257324,
0.013207104057073593,
-0.024861548095941544,
-0.02985287830233574,
-0.043805867433547974,
-0.039304010570049286,
-0.0302291139960289,
-0.024089327082037926,
0.021971741691231728,
-0.02957513928413391,
0.0076545304618775845,
-0.014107435010373592,
0.02951044961810112,
-0.01230936124920845,
-0.01775718666613102,
-0.0027553774416446686,
-0.055779680609703064,
-0.08281274139881134,
-0.047775350511074066,
0.024031616747379303,
0.022883478552103043,
0.017357323318719864,
0.034933775663375854,
0.012594888918101788,
0.010594450868666172,
0.008122091181576252,
-0.03425351530313492,
0.04775044322013855,
0.012577557936310768,
-0.047119200229644775,
-0.03763053938746452,
0.004074789583683014,
0.03621511533856392,
0.025827556848526,
-0.045611292123794556,
0.026235785335302353,
0.002495194785296917,
-0.032766371965408325,
-0.014613130129873753,
-0.004071190021932125,
0.03144475817680359,
-0.07550029456615448,
-0.05026281625032425,
-0.00010948319686576724,
-0.05526922270655632,
0.030666621401906013,
-0.016221631318330765,
0.0005283768405206501,
0.015422136522829533,
0.019020482897758484,
0.02922389656305313,
0.005606742110103369,
-0.04919762536883354,
-0.004292519297450781,
-0.002885343972593546,
0.00048540427815169096,
-0.06735643744468689,
0.050448402762413025,
-0.04866250604391098,
0.027042007073760033,
-0.004928834270685911,
-0.004295553080737591,
-0.029387185350060463,
0.031753867864608765,
-0.009898229502141476,
-0.01037601102143526,
-0.01750309392809868,
-0.0012876606779173017,
-0.04294542223215103,
0.05141288414597511,
0.0016326017212122679,
0.01982428878545761,
-0.025752445682883263,
0.07065675407648087,
-0.040994029492139816,
-0.00610817177221179,
-0.023266658186912537,
0.017095966264605522,
-0.03316516429185867,
-0.0034673050977289677,
-0.02080528624355793,
-0.037135958671569824,
-0.0008183631580322981,
0.044317279011011124,
0.036474764347076416,
0.014692830853164196,
-0.0317503958940506,
0.00704303989186883,
0.01588977500796318,
-0.050203535705804825,
0.001759784179739654,
-0.014272906817495823,
-0.02558618225157261,
-0.002052599098533392,
0.05001870170235634,
0.03275279328227043,
-0.036655157804489136,
-0.07281918078660965,
0.02114243060350418,
0.028401413932442665,
-0.009734340012073517,
0.0006087726214900613,
0.018208064138889313,
0.03593118116259575,
0.05776301398873329,
-0.027826031669974327,
0.004110421519726515,
-0.017692964524030685,
-0.018019141629338264,
0.02300247550010681,
-0.015405183658003807,
0.028425611555576324,
0.004612260032445192,
-0.042190439999103546,
-0.011731371283531189,
0.0665157288312912,
0.024770358577370644,
0.017902463674545288,
0.0012297178618609905,
-0.014332725666463375,
0.020298723131418228,
0.019729115068912506,
-0.06670809537172318,
0.00832210760563612,
0.04822637513279915,
-0.036508526653051376,
0.07317264378070831,
-0.02449655905365944,
0.04036809876561165,
0.055608466267585754,
-0.004632342606782913,
-0.027334272861480713,
0.04858970642089844,
-0.020884975790977478,
-0.021294673904776573,
0.05457637459039688,
-0.054861538112163544,
-0.01682659238576889,
-0.016280338168144226,
0.05809910222887993,
-0.06973540782928467,
0.048211902379989624,
0.04992861673235893,
0.035926446318626404,
-0.006280316971242428,
-0.03943103179335594,
-0.036476001143455505,
0.03461099788546562,
-0.036494180560112,
0.07315618544816971,
0.01593054085969925,
-0.05341154336929321,
0.07680436223745346,
0.007687004748731852,
-0.08104352653026581,
0.041496504098176956,
0.032556116580963135,
0.014535687863826752,
0.031225576996803284,
0.05604052171111107,
-0.04677705094218254,
0.02345563843846321,
-0.06364483386278152,
0.013964611105620861,
-0.06506764143705368,
0.004107761196792126,
0.01153763011097908,
-0.017424991354346275,
-0.01949886791408062,
0.02866591140627861,
-0.024963844567537308,
0.02265254035592079,
0.01675218529999256,
-0.05470297113060951,
-0.023686394095420837,
0.018848538398742676,
0.04036050662398338,
-0.02092585898935795,
0.008198807016015053,
-0.013534515164792538,
0.019567489624023438,
0.028638293966650963,
0.021801093593239784,
-0.06316584348678589,
0.000021753379769506864,
0.02878299355506897,
-0.053865060210227966,
-0.031247681006789207,
0.0032950679305940866,
0.01778685301542282,
-0.035274334251880646,
0.027674216777086258,
0.009637733921408653,
0.008596871048212051,
0.032279498875141144,
-0.019176989793777466,
0.04110914468765259,
-0.05182410031557083,
-0.008666063658893108,
0.008789126761257648,
0.004636173136532307,
0.0221052598208189,
-0.017903368920087814,
0.022068142890930176,
0.01652277261018753,
0.06232954189181328,
0.01073535531759262,
-0.04460228979587555,
-0.01352548785507679,
0.027765871956944466,
-0.036430224776268005,
0.012151354923844337,
-0.02037544921040535,
-0.07047874480485916,
-0.031842298805713654,
-0.018783489242196083,
-0.0008105550077743828,
0.013246254064142704,
-0.020870694890618324,
0.001448876690119505,
0.053022485226392746,
-0.034151945263147354,
-0.03522346168756485,
-0.07840599864721298,
-0.017331741750240326,
-0.0221078023314476,
0.008733927272260189,
0.023652667179703712,
-0.02708267979323864,
0.022805944085121155,
-0.04647941514849663,
-0.060336820781230927,
0.06264832615852356,
0.01529389712959528,
-0.02683657966554165,
0.05856716260313988,
0.03054959885776043,
-0.034073758870363235,
0.011712678708136082,
0.061814870685338974,
-0.05286437273025513,
0.019533297047019005,
-0.0054242415353655815,
0.025905044749379158,
0.014091627672314644,
0.027276862412691116,
-0.01678725704550743,
-0.0309657771140337,
-0.055532947182655334,
-0.053992822766304016,
-0.03901520371437073,
-0.0029148973990231752,
0.06848450750112534
] |
bert-base-german-dbmdz-cased | [
"pytorch",
"jax",
"bert",
"fill-mask",
"de",
"transformers",
"license:mit",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1,814 | 2020-04-29T13:50:57Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-st-en
* source languages: st
* target languages: en
* OPUS readme: [st-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/st-en/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/st-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-en/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.st.en | 45.7 | 0.609 |
| [
-0.01418577041476965,
-0.028001317754387856,
-0.009834697470068932,
0.038807354867458344,
0.029773162677884102,
0.026385625824332237,
0.00014269101666286588,
-0.002843619091436267,
-0.051135577261447906,
0.056341007351875305,
0.011117905378341675,
-0.01403027679771185,
0.006604624446481466,
0.05160621553659439,
-0.03500194102525711,
-0.030306819826364517,
-0.008068130351603031,
0.008263656869530678,
-0.03715565428137779,
-0.009483451023697853,
-0.001943639712408185,
0.009318915195763111,
-0.03584326431155205,
0.0353688970208168,
-0.020817628130316734,
0.003000921104103327,
-0.01817789487540722,
0.015050035901367664,
0.022617492824792862,
-0.07336385548114777,
-0.010908978059887886,
-0.019402939826250076,
-0.03166334703564644,
-0.014410041272640228,
-0.02574107050895691,
0.02876054123044014,
0.009086541831493378,
0.025426777079701424,
0.07474850863218307,
0.05893080309033394,
-0.009478991851210594,
0.0025189833249896765,
-0.005638731177896261,
-0.02326754480600357,
0.03975846618413925,
0.0022825037594884634,
-0.025346364825963974,
-0.03244148567318916,
0.025320524349808693,
-0.028191840276122093,
-0.052215758711099625,
-0.05096672475337982,
-0.016265615820884705,
0.03310612216591835,
-0.007036977913230658,
-0.002074058400467038,
-0.09139425307512283,
-0.01050497405230999,
0.06391055881977081,
-0.056074708700180054,
-0.029861759394407272,
0.013247250579297543,
-0.04996318742632866,
0.009433592669665813,
0.0483078733086586,
-0.03603627160191536,
-0.01264631561934948,
-0.05369696021080017,
0.04260992258787155,
-0.03436356037855148,
0.030112097039818764,
-0.03288048133254051,
0.019271958619356155,
-0.07434553653001785,
-0.04587541148066521,
-0.00582509720697999,
0.029903728514909744,
0.05413404479622841,
-0.04127584397792816,
0.04791996628046036,
0.0463252067565918,
-0.009331056848168373,
0.02296873927116394,
-0.011256732046604156,
-0.016072779893875122,
0.04069092869758606,
-0.030461322516202927,
-0.0033024356234818697,
0.0066508459858596325,
0.050544705241918564,
-0.048597585409879684,
-0.032918352633714676,
-0.017296133562922478,
-0.02914799377322197,
-0.006363874301314354,
0.024705108255147934,
0.0638500228524208,
-0.03270640969276428,
0.0073175206780433655,
0.04320145398378372,
0.026123935356736183,
0.04491713270545006,
-0.000167775375302881,
0.07095172256231308,
-0.025475263595581055,
0.002944586332887411,
-0.018787890672683716,
-0.02724810130894184,
-0.06436987221240997,
0.006589027121663094,
0.03327500447630882,
-0.04171964153647423,
-0.0028080458287149668,
0.04532347992062569,
0.03859851136803627,
-0.035036440938711166,
0.07059405744075775,
-0.02995888702571392,
-0.04137478396296501,
-0.05546969547867775,
0.06009469926357269,
0.013670343905687332,
0.009229364804923534,
0.017474303022027016,
-0.052762649953365326,
0.021195752546191216,
-0.037025533616542816,
-0.03738930821418762,
0.008948370814323425,
0.02491948753595352,
-0.01857513003051281,
0.03705063462257385,
0.03465849533677101,
-0.057528551667928696,
0.02275940403342247,
-0.014223058708012104,
-0.039075370877981186,
0.061347901821136475,
0.04352395609021187,
0.09733208268880844,
-0.04775078222155571,
-0.034762196242809296,
0.01531220506876707,
0.005021934397518635,
-0.03938109800219536,
0.013183447532355785,
-0.005682103335857391,
-0.018502525985240936,
-0.026156585663557053,
-0.02327088639140129,
0.05040784552693367,
-0.04736378416419029,
-0.02237355336546898,
0.05414118617773056,
-0.01335150096565485,
0.03339969366788864,
-0.028444882482290268,
-0.0014755197335034609,
0.012810412794351578,
-0.02444712445139885,
-0.02914349175989628,
0.03152664005756378,
0.0054469299502670765,
0.010672188363969326,
-0.03023015335202217,
-0.05471702665090561,
0.020741038024425507,
0.08578575402498245,
-0.024857211858034134,
-0.02322954125702381,
-0.024826690554618835,
0.00433637760579586,
0.04193762317299843,
0.013129894621670246,
-0.028003353625535965,
0.04054609686136246,
0.05297873914241791,
0.01023983582854271,
0.011088622733950615,
0.07296480238437653,
0.016222631558775902,
-0.017809493467211723,
-0.008105994202196598,
0.018945498391985893,
0.03315851092338562,
-0.012641292996704578,
0.0016698630061000586,
0.03698322921991348,
0.022135848179459572,
-0.018468255177140236,
-0.026725823059678078,
0.06181731075048447,
-0.0019040495390072465,
0.003999611828476191,
0.014733191579580307,
-0.026176398620009422,
-0.014413908123970032,
0.04525347054004669,
-0.006586841773241758,
-0.021240275353193283,
-0.033071406185626984,
-0.02718849666416645,
0.013043162412941456,
0.03624846786260605,
0.02270558476448059,
0.055858515202999115,
-0.014477706514298916,
0.10478303581476212,
-0.02742251753807068,
0.010721320286393166,
-0.016903694719076157,
-0.035490792244672775,
0.01225555781275034,
0.06775408238172531,
0.017576247453689575,
0.035096779465675354,
-0.002162699354812503,
-0.050624437630176544,
0.029686937108635902,
0.06092660501599312,
0.05444177985191345,
0.008498183451592922,
-0.041940994560718536,
-0.01298895850777626,
0.01717987284064293,
0.03839747607707977,
-0.033872317522764206,
-0.06379298865795135,
0.018734563142061234,
0.06805386394262314,
-0.047892797738313675,
0.031017810106277466,
-0.03358845040202141,
0.02403600513935089,
-0.03849749639630318,
-0.038859773427248,
0.04815204069018364,
0.02412126213312149,
-0.010329780168831348,
0.020738428458571434,
0.00907665304839611,
-0.011087452061474323,
0.02723008766770363,
0.004791009705513716,
0.0009241452789865434,
-0.024312224239110947,
0.012158969417214394,
0.019848942756652832,
0.059404388070106506,
-0.027643250301480293,
0.03787634149193764,
-0.026091603562235832,
-0.0017553020734339952,
0.03474906459450722,
-0.07098343968391418,
0.010895484127104282,
0.043254878371953964,
0.015100403688848019,
-0.023114075884222984,
0.007147409953176975,
0.005970776546746492,
0.019863296300172806,
0.07214822620153427,
0.004249934107065201,
0.052045613527297974,
0.014839797280728817,
0.06406078487634659,
0.09628129005432129,
0.010744832456111908,
0.03207751736044884,
0.03777562454342842,
0.09410442411899567,
-0.011204887181520462,
-0.005505544599145651,
0.046575818210840225,
-0.046845462173223495,
0.01818390190601349,
-0.04273655638098717,
0.03453541174530983,
0.018590908497571945,
-0.007318729534745216,
0.029531793668866158,
0.003865476232022047,
-0.018811028450727463,
0.009046141989529133,
-0.013139302842319012,
-0.025977859273552895,
0.04706687480211258,
0.012832160107791424,
0.006985750515013933,
0.010952197015285492,
0.0013133647153154016,
0.021933088079094887,
-0.06370740383863449,
-0.06932271271944046,
0.015094829723238945,
-0.033204469829797745,
-0.0012272173771634698,
-0.06540480256080627,
-0.013908110558986664,
-0.06694375723600388,
-0.020739158615469933,
0.0358649380505085,
0.0001143813569797203,
-0.009621601551771164,
-0.024667862802743912,
0.008796237409114838,
-0.02982948161661625,
-0.023450814187526703,
-0.0330345444381237,
-0.03462085872888565,
-0.03447206690907478,
-0.08052477240562439,
0.04649883136153221,
0.01586344465613365,
0.021590398624539375,
-0.018618186935782433,
0.01742122694849968,
-0.017078153789043427,
-0.014074460603296757,
0.07931619882583618,
0.05423876270651817,
-0.027448521926999092,
-0.02551298215985298,
0.05188951641321182,
-0.03856310993432999,
0.0005086595774628222,
-0.028424719348549843,
-0.019732819870114326,
0.07269123196601868,
0.048487234860658646,
0.021349860355257988,
0.0053250109776854515,
-0.025091800838708878,
-0.058726198971271515,
-0.05720049887895584,
-0.04114757850766182,
-0.04462987929582596,
-0.013141623698174953,
-0.02664055861532688,
-0.05538151413202286,
-0.03542272374033928,
-0.029100771993398666,
-0.0018656803295016289,
-0.033362820744514465,
0.027340831235051155,
0.03349439054727554,
0.03818175196647644,
0.039610251784324646,
0.035126376897096634,
-0.05538148060441017,
-0.0329093299806118,
0.07726772874593735,
0.01050625927746296,
0.009605759754776955,
-0.04188593477010727,
-0.010243271477520466,
0.05271429196000099,
0.011912725865840912,
0.007892164401710033,
0.021068189293146133,
0.07579553872346878,
0.0004458398907445371,
0.007035064976662397,
0.014220410957932472,
-0.0029919741209596395,
-0.001664691255427897,
-0.009579461999237537,
-0.013709821738302708,
-0.04474952816963196,
-0.017180271446704865,
-0.01713901199400425,
0.018762048333883286,
0.0451202392578125,
-0.06761623919010162,
-0.03111889585852623,
-0.0005175451515242457,
0.03361491486430168,
0.006038527935743332,
0.026596343144774437,
-0.01090123038738966,
0.017531558871269226,
-0.04176916927099228,
-0.022534016519784927,
0.0050681401044130325,
0.01014262530952692,
0.002663407241925597,
0.050443872809410095,
0.031122524291276932,
-0.03072907216846943,
0.050603460520505905,
0.023268168792128563,
0.06368522346019745,
0.012431273236870766,
-0.04129905253648758,
0.02060987800359726,
-0.025938453152775764,
0.016687743365764618,
-0.003190872259438038,
-0.025548076257109642,
-0.04549534618854523,
-0.07789939641952515,
0.0031715522054582834,
0.02741994708776474,
-0.033659763634204865,
0.016573689877986908,
0.0238167867064476,
-0.05669262632727623,
0.008255299180746078,
0.0025018753949552774,
0.015971340239048004,
0.04987424239516258,
-0.05291864275932312,
0.06239083409309387,
-0.012054172344505787,
0.016390061005949974,
-0.06579279154539108,
0.012724211439490318,
-0.011608683504164219,
-0.03957163915038109,
0.03431747481226921,
0.06152883917093277,
0.011692897416651249,
0.05032802373170853,
0.0876484364271164,
0.04838322103023529,
-0.023835407570004463,
0.026660850271582603,
0.03156526759266853,
0.005600277800112963,
-0.0637233778834343,
-0.011435229331254959,
-0.007771171163767576,
-0.048226408660411835,
-0.002006148686632514,
-0.017802320420742035,
0.016125785186886787,
0.013147582300007343,
-0.0041813659481704235,
-0.025058699771761894,
-0.01480021420866251,
-0.033253271132707596,
-0.031723737716674805,
-0.06502983719110489,
-0.037790052592754364,
-0.012041253037750721,
-0.0011918384116142988,
0.04298042878508568,
0.045454613864421844,
-0.00017648754874244332,
0.040602657943964005,
0.04899602010846138,
-0.026592327281832695,
-0.019514255225658417,
0.01154552586376667,
0.02265929989516735,
-0.01354125514626503,
-0.05902713164687157,
-0.04081187769770622,
0.04752443730831146,
0.04092686250805855,
-0.031154287979006767,
-0.08165651559829712,
0.003818885423243046,
0.06671743094921112,
-0.03030952252447605,
0.05372100695967674,
0.0017298714956268668,
0.050686970353126526,
0.05789326876401901,
-0.016964739188551903,
0.016887981444597244,
-0.030489357188344002,
0.021171903237700462,
0.008960657753050327,
0.03487758710980415,
-0.04321286454796791,
-0.03759350627660751,
-0.0856107622385025,
0.012485161423683167,
0.023983057588338852,
0.0842939168214798,
0.046249184757471085,
-0.04126657918095589,
-0.05675208196043968,
-0.015850337222218513,
0.04284007474780083,
-0.05943205580115318,
-0.014067688025534153,
0.01825454644858837,
0.05147257074713707,
-0.04319091513752937,
-0.04751487076282501,
-0.02861846424639225,
0.0018897962290793657,
0.031537462025880814,
0.0006901767337694764,
-0.01601412519812584,
-0.05538761243224144,
0.0387236587703228,
-0.008468025363981724,
-0.04306310415267944,
-0.11819712817668915,
0.007448247633874416,
-0.03913405165076256,
-0.0024878564290702343,
0.053615596145391464,
0.020934293046593666,
0.03178441897034645,
0.06283747404813766,
0.008733762428164482,
0.024486199021339417,
-0.03777400404214859,
0.02707066759467125,
-0.036514922976493835,
0.013373302295804024,
0.014925835654139519,
-0.031300172209739685,
-0.029743710532784462,
-0.03733597323298454,
-0.03964430093765259,
-0.03134283423423767,
-0.024407904595136642,
0.01759066805243492,
-0.031198827549815178,
0.0060192011296749115,
-0.015712764114141464,
0.03450222685933113,
-0.014260812662541866,
-0.018945759162306786,
-0.006270646117627621,
-0.05691377818584442,
-0.08290421217679977,
-0.041793499141931534,
0.023708071559667587,
0.024917595088481903,
0.012167231179773808,
0.03693035617470741,
0.013176625594496727,
0.014643015339970589,
0.011164250783622265,
-0.03077932447195053,
0.04815461486577988,
0.012883459217846394,
-0.04435234144330025,
-0.03674549609422684,
0.008572926744818687,
0.03803102299571037,
0.01984478160738945,
-0.05263905972242355,
0.026665098965168,
0.0008596122497692704,
-0.03628929331898689,
-0.017710871994495392,
-0.004551704972982407,
0.03267259523272514,
-0.07506848871707916,
-0.052288252860307693,
0.004293335136026144,
-0.0531841404736042,
0.030790839344263077,
-0.020669493824243546,
0.000077747659815941,
0.01902250573039055,
0.0249385517090559,
0.02968769706785679,
0.0027022152207791805,
-0.047788653522729874,
-0.0014493541093543172,
-0.002993070287629962,
0.0025578984059393406,
-0.06792249530553818,
0.04833588749170303,
-0.04253653809428215,
0.02432025969028473,
-0.004936849698424339,
-0.002633066615089774,
-0.031100308522582054,
0.0337437205016613,
-0.008447428233921528,
-0.009069231338799,
-0.01764759048819542,
-0.0034302277490496635,
-0.04439542815089226,
0.05123307183384895,
0.0040414584800601006,
0.020547030493617058,
-0.026276037096977234,
0.06780286133289337,
-0.03950190544128418,
-0.010278533212840557,
-0.025443444028496742,
0.019897088408470154,
-0.03434285894036293,
-0.0013680531410500407,
-0.020160216838121414,
-0.03061250038444996,
0.0023780730552971363,
0.03925168514251709,
0.037440624088048935,
0.015753502026200294,
-0.029354512691497803,
0.010136057622730732,
0.015129247680306435,
-0.045112550258636475,
0.00034258083906024694,
-0.017578285187482834,
-0.031079409644007683,
-0.0014555713860318065,
0.046523526310920715,
0.03249940276145935,
-0.037620894610881805,
-0.0767834335565567,
0.017824389040470123,
0.029597101733088493,
-0.010153936222195625,
0.0024981454480439425,
0.014883534051477909,
0.03695321083068848,
0.054379332810640335,
-0.022989800199866295,
-0.0011522864224389195,
-0.01753084920346737,
-0.01834307424724102,
0.02235671691596508,
-0.0170791894197464,
0.029887834563851357,
0.002104721497744322,
-0.040235862135887146,
-0.013336021453142166,
0.06438478827476501,
0.01808725856244564,
0.019178174436092377,
0.00461562629789114,
-0.012650124728679657,
0.021904218941926956,
0.021620942279696465,
-0.06648682057857513,
0.0079505555331707,
0.048833705484867096,
-0.038337141275405884,
0.07122970372438431,
-0.02303222380578518,
0.04402894899249077,
0.05497725307941437,
-0.0013050545239821076,
-0.02628318965435028,
0.05213427171111107,
-0.020862828940153122,
-0.021713554859161377,
0.053194887936115265,
-0.05146254226565361,
-0.017960742115974426,
-0.018087834119796753,
0.06343349814414978,
-0.07190302014350891,
0.054544027894735336,
0.054365791380405426,
0.03653419017791748,
-0.003350508166477084,
-0.04066258296370506,
-0.036480240523815155,
0.03238888829946518,
-0.0318312831223011,
0.06721829622983932,
0.01927020773291588,
-0.04932229965925217,
0.07354086637496948,
0.008441176265478134,
-0.0812070444226265,
0.03912593424320221,
0.03704700991511345,
0.016070818528532982,
0.02678949013352394,
0.057644832879304886,
-0.043873392045497894,
0.023276127874851227,
-0.06442888081073761,
0.01352048572152853,
-0.0671117752790451,
0.004349130671471357,
0.01437259279191494,
-0.01755770668387413,
-0.02013731561601162,
0.028692783787846565,
-0.02314051240682602,
0.025475939735770226,
0.01808740757405758,
-0.049791522324085236,
-0.02087135799229145,
0.02013649418950081,
0.040382008999586105,
-0.016886504366993904,
0.014455331489443779,
-0.01832016371190548,
0.018587173894047737,
0.03232257068157196,
0.020664766430854797,
-0.06161245331168175,
0.00013413919077720493,
0.02862141653895378,
-0.04731336608529091,
-0.03205832093954086,
0.001959024230018258,
0.013690697029232979,
-0.038342028856277466,
0.031024016439914703,
0.014191743917763233,
0.004976190626621246,
0.034327615052461624,
-0.02029479295015335,
0.04347404092550278,
-0.05096568539738655,
-0.012047669850289822,
0.009065925143659115,
0.001291228225454688,
0.021681277081370354,
-0.019869593903422356,
0.0190114863216877,
0.018304811790585518,
0.06122039631009102,
0.013609498739242554,
-0.04886609688401222,
-0.014522054232656956,
0.027134450152516365,
-0.034667208790779114,
0.009327169507741928,
-0.021726645529270172,
-0.07100450247526169,
-0.03458164259791374,
-0.020265983417630196,
-0.005803970620036125,
0.011134756729006767,
-0.01702987216413021,
0.005154311656951904,
0.05324164777994156,
-0.03113868460059166,
-0.034834448248147964,
-0.0747322291135788,
-0.01432639081031084,
-0.02417307160794735,
0.010400451719760895,
0.02024124749004841,
-0.02925785630941391,
0.023214273154735565,
-0.05368665233254433,
-0.05912432074546814,
0.06480646878480911,
0.017303388565778732,
-0.025417199358344078,
0.05766501650214195,
0.028341658413410187,
-0.02721404656767845,
0.01109569426625967,
0.06048964336514473,
-0.052635688334703445,
0.0215414147824049,
-0.004776210989803076,
0.022438008338212967,
0.012221183627843857,
0.027505675330758095,
-0.017446039244532585,
-0.03505098074674606,
-0.052801165729761124,
-0.055797845125198364,
-0.04029814526438713,
-0.005976636428385973,
0.06835824996232986
] |
bert-base-german-dbmdz-uncased | [
"pytorch",
"jax",
"safetensors",
"bert",
"fill-mask",
"de",
"transformers",
"license:mit",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 68,305 | 2020-04-29T13:51:13Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-st-es
* source languages: st
* target languages: es
* OPUS readme: [st-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/st-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/st-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.st.es | 31.3 | 0.499 |
| [
-0.011348684318363667,
-0.028394561260938644,
-0.007157316897064447,
0.03741636872291565,
0.030699780210852623,
0.025641530752182007,
-0.0023479911033064127,
-0.0009783144341781735,
-0.05005502700805664,
0.05543157458305359,
0.006216011010110378,
-0.014665666967630386,
0.0061501748859882355,
0.05075671523809433,
-0.03653915598988533,
-0.029559075832366943,
-0.0062028043903410435,
0.0056454031728208065,
-0.038595929741859436,
-0.01316690444946289,
-0.0018750742310658097,
0.008412790484726429,
-0.03612509369850159,
0.034815941005945206,
-0.02299688383936882,
0.0036444831639528275,
-0.016070177778601646,
0.013709243386983871,
0.02303243614733219,
-0.06929447501897812,
-0.010147823952138424,
-0.018316496163606644,
-0.03269137814640999,
-0.015895355492830276,
-0.026881597936153412,
0.02761397324502468,
0.010311083868145943,
0.023706162348389626,
0.07383422553539276,
0.05820581316947937,
-0.00906501617282629,
0.005429148208349943,
-0.006131595000624657,
-0.024333545938134193,
0.0378219336271286,
0.005217446945607662,
-0.02753768116235733,
-0.035293448716402054,
0.026185346767306328,
-0.028812116011977196,
-0.05525324121117592,
-0.055075276643037796,
-0.013590139336884022,
0.03339194133877754,
-0.006214565597474575,
-0.005212088581174612,
-0.08972299098968506,
-0.007578038144856691,
0.06606332212686539,
-0.05581575259566307,
-0.02885253354907036,
0.013520557433366776,
-0.05335971713066101,
0.007651901803910732,
0.049620646983385086,
-0.035936806350946426,
-0.010409954935312271,
-0.05219539999961853,
0.04334251210093498,
-0.035065338015556335,
0.03038139082491398,
-0.0378243550658226,
0.01813158020377159,
-0.07336670160293579,
-0.0447557307779789,
-0.008784361183643341,
0.03043978102505207,
0.05235174298286438,
-0.04297081008553505,
0.04808619245886803,
0.045406002551317215,
-0.007860975340008736,
0.025673605501651764,
-0.012273869477212429,
-0.017707450315356255,
0.0432928092777729,
-0.032502319663763046,
-0.0043607247062027454,
0.010804728604853153,
0.04846705496311188,
-0.04550059512257576,
-0.03372267633676529,
-0.013657101429998875,
-0.029936963692307472,
-0.0034651889000087976,
0.026979602873325348,
0.06543481349945068,
-0.03333691507577896,
0.011453776620328426,
0.045037247240543365,
0.022837959229946136,
0.044592492282390594,
0.0005051011103205383,
0.07167582958936691,
-0.02707454189658165,
0.0004891211283393204,
-0.018513595685362816,
-0.028322642669081688,
-0.06177351251244545,
0.008710276335477829,
0.03321870043873787,
-0.04074721783399582,
-0.008251992985606194,
0.045591939240694046,
0.04076743125915527,
-0.03776794672012329,
0.07194454967975616,
-0.030054237693548203,
-0.04163256660103798,
-0.053942956030368805,
0.06012343242764473,
0.015380444005131721,
0.009769139811396599,
0.01820395328104496,
-0.0542854480445385,
0.01822808012366295,
-0.033412303775548935,
-0.036078423261642456,
0.00685998285189271,
0.0230600256472826,
-0.02048623375594616,
0.03552564978599548,
0.03268779441714287,
-0.060441575944423676,
0.02196609415113926,
-0.01472189836204052,
-0.04172150045633316,
0.05996048450469971,
0.046615056693553925,
0.09500274062156677,
-0.046493954956531525,
-0.03272491320967674,
0.012569664046168327,
0.005334487650543451,
-0.03845367953181267,
0.011341419070959091,
-0.004170806147158146,
-0.02235196717083454,
-0.026357850059866905,
-0.022073017433285713,
0.05480899289250374,
-0.04851103201508522,
-0.020869018509984016,
0.05380065739154816,
-0.015380462631583214,
0.031177004799246788,
-0.02968079410493374,
-0.0016925237141549587,
0.013035312294960022,
-0.0234955046325922,
-0.03169826790690422,
0.0331888273358345,
0.005510697606950998,
0.010250252671539783,
-0.032890379428863525,
-0.05705736204981804,
0.01911054737865925,
0.08784119784832001,
-0.023360811173915863,
-0.023116551339626312,
-0.026670323684811592,
0.005141720175743103,
0.04382285475730896,
0.010868625715374947,
-0.028228970244526863,
0.03730347752571106,
0.05497119948267937,
0.011913723312318325,
0.011561485938727856,
0.07425522804260254,
0.01840459182858467,
-0.019578898325562477,
-0.011192958801984787,
0.01779666356742382,
0.03324408084154129,
-0.015116710215806961,
0.0017012618482112885,
0.038522373884916306,
0.02245439402759075,
-0.0198056660592556,
-0.028463369235396385,
0.06387936323881149,
-0.0010701155988499522,
0.006354475859552622,
0.012820808216929436,
-0.0265258327126503,
-0.018379736691713333,
0.04640909284353256,
-0.010679524391889572,
-0.020231906324625015,
-0.032265760004520416,
-0.027574727311730385,
0.011968843638896942,
0.03951522335410118,
0.020543469116091728,
0.056024421006441116,
-0.013076731003820896,
0.10441256314516068,
-0.028632111847400665,
0.012260783463716507,
-0.01798633486032486,
-0.03683758154511452,
0.006017466075718403,
0.06511086970567703,
0.015844125300645828,
0.03572292625904083,
-0.0029261175077408552,
-0.053290773183107376,
0.02875157818198204,
0.06281308084726334,
0.051396217197179794,
0.005798215977847576,
-0.04133884981274605,
-0.012519622221589088,
0.022084858268499374,
0.037518460303545,
-0.032649967819452286,
-0.06362712383270264,
0.020533481612801552,
0.06760301440954208,
-0.046309735625982285,
0.03042343072593212,
-0.03494036942720413,
0.0221352968364954,
-0.03625370189547539,
-0.04077482968568802,
0.04550725966691971,
0.022537846118211746,
-0.011567299254238605,
0.018709959462285042,
0.007238150108605623,
-0.01019301451742649,
0.02794657275080681,
0.005655044224113226,
0.0015054644318297505,
-0.025446074083447456,
0.014121373184025288,
0.014868995174765587,
0.05729076266288757,
-0.03171117603778839,
0.03552412614226341,
-0.02275114692747593,
-0.00034815919934771955,
0.03840844705700874,
-0.06708921492099762,
0.007956482470035553,
0.04352406784892082,
0.015614212490618229,
-0.021907413378357887,
0.005504972767084837,
0.006577710155397654,
0.019722050055861473,
0.07227905839681625,
0.005245311185717583,
0.053050823509693146,
0.01232847012579441,
0.06226044148206711,
0.09430025517940521,
0.013007383793592453,
0.03083302266895771,
0.03803937882184982,
0.09463614970445633,
-0.013722019270062447,
-0.006941671017557383,
0.05197735130786896,
-0.04803162440657616,
0.01895737089216709,
-0.04038558900356293,
0.032243382185697556,
0.019931644201278687,
-0.006559846457093954,
0.030464906245470047,
0.002625515451654792,
-0.017917346209287643,
0.008846930228173733,
-0.012875576503574848,
-0.026214484125375748,
0.04712017625570297,
0.011488555930554867,
0.008147926069796085,
0.008620224893093109,
0.0027582107577472925,
0.022410424426198006,
-0.06075754761695862,
-0.06665608286857605,
0.016619322821497917,
-0.03404667228460312,
-0.0023483135737478733,
-0.06467525660991669,
-0.01702186092734337,
-0.06653223186731339,
-0.01750566065311432,
0.03743021935224533,
0.00020155565289314836,
-0.003870832733809948,
-0.023939654231071472,
0.009046971797943115,
-0.029055075719952583,
-0.02781618759036064,
-0.03193163871765137,
-0.033950287848711014,
-0.03189767524600029,
-0.07964113354682922,
0.04322860762476921,
0.015915522351861,
0.02238791063427925,
-0.016177315264940262,
0.016542665660381317,
-0.013931597582995892,
-0.014885793440043926,
0.0779436007142067,
0.0541890487074852,
-0.023125285282731056,
-0.02914058230817318,
0.05167631804943085,
-0.03619537875056267,
0.0042022173292934895,
-0.030402319505810738,
-0.02178497053682804,
0.07039594650268555,
0.04923113062977791,
0.023925308138132095,
0.00559988571330905,
-0.0238686203956604,
-0.0543455109000206,
-0.05907204747200012,
-0.03868880495429039,
-0.04199263080954552,
-0.013169033452868462,
-0.023297837004065514,
-0.05465307831764221,
-0.03637886419892311,
-0.034171849489212036,
-0.001469072070904076,
-0.031070224940776825,
0.029093436896800995,
0.03544605150818825,
0.03659072890877724,
0.041141655296087265,
0.034116875380277634,
-0.05517929047346115,
-0.029200127348303795,
0.07822439074516296,
0.010977908968925476,
0.01136026531457901,
-0.042771194130182266,
-0.011900017969310284,
0.05184708163142204,
0.009869207628071308,
0.007513994351029396,
0.018334409222006798,
0.0758604183793068,
0.003370177699252963,
0.01016349345445633,
0.016519710421562195,
-0.0019023081986233592,
-0.0048698377795517445,
-0.00583992712199688,
-0.011922987177968025,
-0.043980035930871964,
-0.02014482021331787,
-0.019151002168655396,
0.016211185604333878,
0.04600941017270088,
-0.06818177551031113,
-0.03144403547048569,
-0.0019981120713055134,
0.031179530546069145,
0.0076637486927211285,
0.023803701624274254,
-0.012251119129359722,
0.017096109688282013,
-0.039263177663087845,
-0.02264704741537571,
0.004443875979632139,
0.008109848946332932,
0.0017350867856293917,
0.052076779305934906,
0.03325110673904419,
-0.03575177118182182,
0.05021338164806366,
0.022735249251127243,
0.06698177009820938,
0.014149332419037819,
-0.04292578250169754,
0.021629251539707184,
-0.025856181979179382,
0.01393378246575594,
-0.00010645247675711289,
-0.021327780559659004,
-0.04413263499736786,
-0.07722579687833786,
0.0023341842461377382,
0.025255562737584114,
-0.03316807374358177,
0.014726896770298481,
0.024301696568727493,
-0.052962202578783035,
0.00925647746771574,
0.0004014445294160396,
0.015014936216175556,
0.04975876584649086,
-0.05475538596510887,
0.06186692416667938,
-0.014088476076722145,
0.015433142893016338,
-0.061784978955984116,
0.010011952370405197,
-0.01285970862954855,
-0.03840746358036995,
0.02969614416360855,
0.0631740391254425,
0.01234410796314478,
0.05041543021798134,
0.08597688376903534,
0.0478455051779747,
-0.022957054898142815,
0.028621584177017212,
0.029319927096366882,
0.001409644610248506,
-0.06664659082889557,
-0.009924354031682014,
-0.008690457791090012,
-0.048532839864492416,
0.0011284516658633947,
-0.017883872613310814,
0.01648944988846779,
0.01387449074536562,
-0.004696193151175976,
-0.025130437687039375,
-0.01786046102643013,
-0.03366301208734512,
-0.03266414627432823,
-0.06334390491247177,
-0.03657953068614006,
-0.014445343986153603,
0.0011454602936282754,
0.04247439652681351,
0.04512656107544899,
-0.0028822182212024927,
0.04371851310133934,
0.050185609608888626,
-0.02466549165546894,
-0.020895937457680702,
0.012265169061720371,
0.023053916171193123,
-0.014714752323925495,
-0.06123323738574982,
-0.04143211245536804,
0.04572140797972679,
0.040122367441654205,
-0.02568991482257843,
-0.08389835059642792,
0.0027376788202673197,
0.06706112623214722,
-0.03219414874911308,
0.053277697414159775,
0.0018445891328155994,
0.052866868674755096,
0.054797444492578506,
-0.017108730971813202,
0.01778438687324524,
-0.03151597082614899,
0.02222871407866478,
0.007719844114035368,
0.03297297656536102,
-0.036713551729917526,
-0.03814294561743736,
-0.08723004907369614,
0.013354584574699402,
0.022239038720726967,
0.08248062431812286,
0.0442768856883049,
-0.037480078637599945,
-0.05965271219611168,
-0.01790597476065159,
0.046265795826911926,
-0.062095776200294495,
-0.016357826068997383,
0.019563008099794388,
0.05391766503453255,
-0.042004816234111786,
-0.04691784828901291,
-0.026341872289776802,
0.0017476127250120044,
0.03409651294350624,
0.00009964692435460165,
-0.01739678531885147,
-0.05583629384636879,
0.03731148689985275,
-0.007566393353044987,
-0.04305935651063919,
-0.11878570169210434,
0.008850505575537682,
-0.03958122432231903,
-0.0010934601305052638,
0.05497925728559494,
0.025556039065122604,
0.03166189789772034,
0.06471861898899078,
0.006057285238057375,
0.024114593863487244,
-0.03773527592420578,
0.026564978063106537,
-0.03599029779434204,
0.012259033508598804,
0.012027722783386707,
-0.03162407502532005,
-0.030161479488015175,
-0.0409625880420208,
-0.03513697534799576,
-0.029605552554130554,
-0.022129803895950317,
0.02040216326713562,
-0.031280189752578735,
0.009406974539160728,
-0.016319457441568375,
0.031080862507224083,
-0.011909221298992634,
-0.01595720648765564,
-0.005539245437830687,
-0.055601947009563446,
-0.08357984572649002,
-0.04430780187249184,
0.02433580718934536,
0.022724341601133347,
0.015315280295908451,
0.03622185438871384,
0.014003108255565166,
0.010096059180796146,
0.010839310474693775,
-0.03316205367445946,
0.04464951902627945,
0.012711708433926105,
-0.044863827526569366,
-0.03733227774500847,
0.006313381716609001,
0.03902881592512131,
0.0231542456895113,
-0.053738586604595184,
0.027617866173386574,
0.0017873793840408325,
-0.03461439907550812,
-0.014422506093978882,
-0.004306022077798843,
0.032262131571769714,
-0.0741717591881752,
-0.05334659293293953,
0.0018747017020359635,
-0.052102260291576385,
0.031171035021543503,
-0.017470816150307655,
-0.0009653701563365757,
0.018417958170175552,
0.024709613993763924,
0.031064173206686974,
0.0035772286355495453,
-0.04747871309518814,
-0.0031008028890937567,
-0.002716184826567769,
0.0024860824923962355,
-0.06692241877317429,
0.047389667481184006,
-0.04548126086592674,
0.024932725355029106,
-0.0035337191075086594,
-0.003050168976187706,
-0.029047157615423203,
0.034418735653162,
-0.009026740677654743,
-0.011099066585302353,
-0.01997140608727932,
-0.00007809793169144541,
-0.0413372740149498,
0.04903571680188179,
0.0024649915285408497,
0.018023986369371414,
-0.02318492718040943,
0.06915547698736191,
-0.04142211005091667,
-0.007273317780345678,
-0.026804616674780846,
0.019196631386876106,
-0.03191668912768364,
-0.00430173659697175,
-0.02185240015387535,
-0.03300604969263077,
0.0022307485342025757,
0.03831872344017029,
0.0362250842154026,
0.012159235775470734,
-0.031173625960946083,
0.007804836146533489,
0.016596563160419464,
-0.044767700135707855,
0.0008935166988521814,
-0.016944311559200287,
-0.029665330424904823,
-0.00196489947848022,
0.04685784503817558,
0.031707171350717545,
-0.03954916447401047,
-0.0740709900856018,
0.020575597882270813,
0.030296724289655685,
-0.01211213506758213,
0.001801799749955535,
0.01663030870258808,
0.036846525967121124,
0.057193323969841,
-0.025681214407086372,
0.0014754784060642123,
-0.01741008833050728,
-0.01781824603676796,
0.02139117941260338,
-0.015566720627248287,
0.02773234061896801,
0.0024527914356440306,
-0.0425664447247982,
-0.01409278903156519,
0.06922418624162674,
0.02053399197757244,
0.01819377951323986,
0.0033597189467400312,
-0.014403289183974266,
0.020783105865120888,
0.024068187922239304,
-0.06795815378427505,
0.011488105170428753,
0.04953623190522194,
-0.040453385561704636,
0.07191360741853714,
-0.022250231355428696,
0.04169074445962906,
0.052592113614082336,
-0.0012147716479375958,
-0.02817728742957115,
0.05246199667453766,
-0.019687213003635406,
-0.02071473002433777,
0.05187857896089554,
-0.053105589002370834,
-0.016802076250314713,
-0.015683550387620926,
0.0640956312417984,
-0.07326885312795639,
0.049484699964523315,
0.05336780473589897,
0.03404028341174126,
-0.004419972654432058,
-0.0378541462123394,
-0.03091368079185486,
0.03291601315140724,
-0.03513314574956894,
0.06825801730155945,
0.014513813890516758,
-0.050823792815208435,
0.07605460286140442,
0.008512631990015507,
-0.08245248347520828,
0.03992138057947159,
0.03567737713456154,
0.014174469746649265,
0.028511911630630493,
0.05552741512656212,
-0.04653270170092583,
0.02236788719892502,
-0.06200467795133591,
0.013293050229549408,
-0.06797138601541519,
0.005537101998925209,
0.013188138604164124,
-0.014802007004618645,
-0.019135283306241035,
0.02889787219464779,
-0.022567065432667732,
0.025380607694387436,
0.015383508056402206,
-0.04957105964422226,
-0.022621935233473778,
0.019104035571217537,
0.04361192137002945,
-0.018340637907385826,
0.010881234891712666,
-0.017418652772903442,
0.019438963383436203,
0.02953348495066166,
0.01766645722091198,
-0.06147416681051254,
0.0026842199731618166,
0.02769847773015499,
-0.050416335463523865,
-0.03371240198612213,
0.0032882036175578833,
0.016469547525048256,
-0.03774560987949371,
0.030072398483753204,
0.011564504355192184,
0.00494698341935873,
0.03638143092393875,
-0.021706489846110344,
0.04364500939846039,
-0.051361534744501114,
-0.011596264317631721,
0.007424278184771538,
0.0026306549552828074,
0.023002110421657562,
-0.021979711949825287,
0.017241692170500755,
0.016510995104908943,
0.06474830955266953,
0.011275972239673138,
-0.04750758036971092,
-0.013857513666152954,
0.027507692575454712,
-0.03731802850961685,
0.01101444847881794,
-0.020871292799711227,
-0.07148468494415283,
-0.03415345773100853,
-0.018262311816215515,
-0.004380332306027412,
0.01035326812416315,
-0.018783632665872574,
0.004675332456827164,
0.05250620096921921,
-0.030243810266256332,
-0.03615405410528183,
-0.07818266749382019,
-0.017145540565252304,
-0.023735931143164635,
0.008882729336619377,
0.021416304633021355,
-0.029663193970918655,
0.020782465115189552,
-0.05041631683707237,
-0.058716870844364166,
0.06412529200315475,
0.017430007457733154,
-0.027309920638799667,
0.057377301156520844,
0.03177646920084953,
-0.03273841738700867,
0.011604754254221916,
0.06427893787622452,
-0.05080486461520195,
0.02184842899441719,
-0.0036645419895648956,
0.023732434958219528,
0.012494229711592197,
0.028290115296840668,
-0.014519519172608852,
-0.032901156693696976,
-0.050849758088588715,
-0.055461812764406204,
-0.039319682866334915,
-0.007550843060016632,
0.06635314971208572
] |
bert-base-multilingual-cased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"af",
"sq",
"ar",
"an",
"hy",
"ast",
"az",
"ba",
"eu",
"bar",
"be",
"bn",
"inc",
"bs",
"br",
"bg",
"my",
"ca",
"ceb",
"ce",
"zh",
"cv",
"hr",
"cs",
"da",
"nl",
"en",
"et",
"fi",
"fr",
"gl",
"ka",
"de",
"el",
"gu",
"ht",
"he",
"hi",
"hu",
"is",
"io",
"id",
"ga",
"it",
"ja",
"jv",
"kn",
"kk",
"ky",
"ko",
"la",
"lv",
"lt",
"roa",
"nds",
"lm",
"mk",
"mg",
"ms",
"ml",
"mr",
"mn",
"min",
"ne",
"new",
"nb",
"nn",
"oc",
"fa",
"pms",
"pl",
"pt",
"pa",
"ro",
"ru",
"sco",
"sr",
"scn",
"sk",
"sl",
"aze",
"es",
"su",
"sw",
"sv",
"tl",
"tg",
"th",
"ta",
"tt",
"te",
"tr",
"uk",
"ud",
"uz",
"vi",
"vo",
"war",
"cy",
"fry",
"pnb",
"yo",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 4,749,504 | 2020-04-29T13:51:34Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-st-fi
* source languages: st
* target languages: fi
* OPUS readme: [st-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/st-fi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/st-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fi/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.st.fi | 28.8 | 0.520 |
| [
-0.015164615586400032,
-0.03371502831578255,
-0.0013795499689877033,
0.03817916288971901,
0.025787511840462685,
0.028309712186455727,
0.0015914889518171549,
-0.004141359589993954,
-0.055821117013692856,
0.05089295282959938,
0.013103986158967018,
-0.01237387303262949,
0.00932731106877327,
0.04387563094496727,
-0.04212019965052605,
-0.033142298460006714,
-0.003995131701231003,
-0.0030742434319108725,
-0.03743596374988556,
-0.006500014569610357,
-0.005713524762541056,
0.0033824730198830366,
-0.03547557443380356,
0.04021924361586571,
-0.01905428059399128,
0.006005246192216873,
-0.024200187996029854,
0.012215432710945606,
0.023910460993647575,
-0.07543876767158508,
-0.013160157017409801,
-0.022542905062437057,
-0.03672964870929718,
-0.017400307580828667,
-0.028231890872120857,
0.028290430083870888,
0.005491647869348526,
0.02682286500930786,
0.07170867919921875,
0.05664089322090149,
0.0006686781416647136,
0.003482036991044879,
-0.010760105215013027,
-0.014962599612772465,
0.03906366601586342,
0.007607031147927046,
-0.026415538042783737,
-0.0271157156676054,
0.021413642913103104,
-0.030311059206724167,
-0.048179056495428085,
-0.058395083993673325,
-0.01897772215306759,
0.031315337866544724,
-0.007412960287183523,
0.0020424132235348225,
-0.08764175325632095,
0.0007143761613406241,
0.059625618159770966,
-0.05486837774515152,
-0.026041202247142792,
0.013402590528130531,
-0.05672765150666237,
0.009777143597602844,
0.05176214128732681,
-0.03628164902329445,
-0.004679261241108179,
-0.052568331360816956,
0.039775025099515915,
-0.03067980334162712,
0.02939598076045513,
-0.03431592136621475,
0.02104927971959114,
-0.07056526839733124,
-0.04422381520271301,
-0.010676476173102856,
0.030122553929686546,
0.04657760262489319,
-0.04542708396911621,
0.05029334872961044,
0.048289403319358826,
-0.0013738739071413875,
0.020335206761956215,
-0.0069528124295175076,
-0.00884927622973919,
0.04626372829079628,
-0.02972566895186901,
-0.0012396866222843528,
0.00933313649147749,
0.045235637575387955,
-0.04229960963129997,
-0.031930528581142426,
-0.009291515685617924,
-0.029496904462575912,
0.0009286102140322328,
0.023025907576084137,
0.06148649379611015,
-0.028813980519771576,
0.010362324304878712,
0.04133767634630203,
0.025982683524489403,
0.04881665110588074,
-0.0008904432179406285,
0.06902492046356201,
-0.021419476717710495,
0.005315104499459267,
-0.015045314095914364,
-0.031090980395674706,
-0.06154081970453262,
0.008633600547909737,
0.03543327748775482,
-0.04515623301267624,
-0.00013867879169993103,
0.04672497883439064,
0.037884071469306946,
-0.03911276161670685,
0.07655756920576096,
-0.030932914465665817,
-0.03235245496034622,
-0.06103907898068428,
0.06334425508975983,
0.01904553733766079,
0.005347810219973326,
0.028571246191859245,
-0.04890323802828789,
0.02703058160841465,
-0.030791623517870903,
-0.03417559713125229,
0.010298975743353367,
0.02251262776553631,
-0.018325641751289368,
0.032731201499700546,
0.033904049545526505,
-0.06091737747192383,
0.013066860847175121,
-0.01225706934928894,
-0.04874005168676376,
0.052779242396354675,
0.04507257789373398,
0.10591299831867218,
-0.046953752636909485,
-0.03236577287316322,
0.013442855328321457,
0.005082032643258572,
-0.03211250156164169,
0.010850590653717518,
0.0014070253819227219,
-0.028660602867603302,
-0.025849753990769386,
-0.024382321164011955,
0.044998571276664734,
-0.052096012979745865,
-0.015938011929392815,
0.06275604665279388,
-0.017256172373890877,
0.027997134253382683,
-0.01960231177508831,
-0.0054709953255951405,
0.009457064792513847,
-0.02351938933134079,
-0.028122875839471817,
0.03528785705566406,
0.005043338052928448,
0.011179281398653984,
-0.035438280552625656,
-0.06081055477261543,
0.02142108976840973,
0.0858260840177536,
-0.021899228915572166,
-0.024056602269411087,
-0.02831573784351349,
0.006020103581249714,
0.033658694475889206,
0.01413152925670147,
-0.022028222680091858,
0.04212988540530205,
0.04259643703699112,
0.012334020808339119,
0.016030244529247284,
0.07992219924926758,
0.012257889844477177,
-0.02201983705163002,
-0.014903913252055645,
0.022483237087726593,
0.03857235610485077,
-0.015685034915804863,
0.0004243711300659925,
0.04036920890212059,
0.019124893471598625,
-0.02005118317902088,
-0.023854564875364304,
0.06162705272436142,
0.0002956365642603487,
0.004884219262748957,
0.009869616478681564,
-0.029051609337329865,
-0.01543286070227623,
0.047703757882118225,
-0.00508439727127552,
-0.02056289091706276,
-0.03758015111088753,
-0.03125583380460739,
0.016188492998480797,
0.03842340037226677,
0.010617409832775593,
0.05141962692141533,
-0.00962247233837843,
0.10819016396999359,
-0.03469103202223778,
0.014545480720698833,
-0.020213643088936806,
-0.03917298838496208,
0.010173591785132885,
0.07154487818479538,
0.01823849231004715,
0.04192516207695007,
-0.005952364765107632,
-0.05015182867646217,
0.02238604426383972,
0.062112368643283844,
0.0540885329246521,
0.011629492975771427,
-0.03416597843170166,
-0.010630470700562,
0.02586313895881176,
0.03468646854162216,
-0.030777690932154655,
-0.06549762934446335,
0.018347371369600296,
0.055368196219205856,
-0.03790954872965813,
0.03376514092087746,
-0.026459354907274246,
0.0244977418333292,
-0.0386061891913414,
-0.043315403163433075,
0.04596290364861488,
0.02530738338828087,
-0.011320250108838081,
0.02130601368844509,
0.008237161673605442,
-0.01056595053523779,
0.028197376057505608,
0.0007857983000576496,
0.0008182272431440651,
-0.027722423896193504,
0.01895700767636299,
0.023821493610739708,
0.06259408593177795,
-0.03189605847001076,
0.028768494725227356,
-0.024255437776446342,
-0.00039411091711372137,
0.03258408233523369,
-0.07061026990413666,
0.013850919902324677,
0.04359930008649826,
0.015397659502923489,
-0.030521590262651443,
0.003082436276599765,
0.006398407276719809,
0.027428774163126945,
0.07427328824996948,
0.004716767463833094,
0.058755870908498764,
0.018420947715640068,
0.06200724467635155,
0.09035918116569519,
0.005038802046328783,
0.029236355796456337,
0.04519234970211983,
0.09081951528787613,
-0.011923342943191528,
-0.01310759223997593,
0.05295310169458389,
-0.05070840194821358,
0.02097257785499096,
-0.038277190178632736,
0.03208367899060249,
0.01703084073960781,
-0.0056084683164954185,
0.026421481743454933,
0.005091412458568811,
-0.018436022102832794,
0.003239380195736885,
-0.015394546091556549,
-0.021105652675032616,
0.04893222451210022,
0.00797983817756176,
0.00695426668971777,
0.010786354541778564,
0.0039769914001226425,
0.02193273976445198,
-0.06464041024446487,
-0.07758017629384995,
0.01379282958805561,
-0.03271108493208885,
-0.0038268594071269035,
-0.06573721766471863,
-0.007372562307864428,
-0.061834193766117096,
-0.02233560010790825,
0.03498745337128639,
0.009038674645125866,
-0.004292715340852737,
-0.023142509162425995,
0.01265602558851242,
-0.034473102539777756,
-0.02160349301993847,
-0.03337128460407257,
-0.03636910766363144,
-0.04050803929567337,
-0.07313331961631775,
0.0473141074180603,
0.015158923342823982,
0.029383718967437744,
-0.023283857852220535,
0.01781429536640644,
-0.010334725491702557,
-0.012510791420936584,
0.078819639980793,
0.05526120215654373,
-0.0322573222219944,
-0.02930823341012001,
0.055119384080171585,
-0.03570716828107834,
0.00023835987667553127,
-0.02615479938685894,
-0.029050756245851517,
0.07166998088359833,
0.0424487367272377,
0.01591108739376068,
0.008905863389372826,
-0.02102804183959961,
-0.05611467733979225,
-0.06360679119825363,
-0.041098952293395996,
-0.041047267615795135,
-0.014742737635970116,
-0.019425110891461372,
-0.05562557652592659,
-0.04037746414542198,
-0.03199322894215584,
0.00283763837069273,
-0.03314441442489624,
0.031412262469530106,
0.029086239635944366,
0.03958803415298462,
0.03607403114438057,
0.031031811609864235,
-0.05561584234237671,
-0.028789639472961426,
0.07385633885860443,
0.005882536061108112,
0.0063096084631979465,
-0.04293492063879967,
-0.013779152184724808,
0.04854228347539902,
0.012343892827630043,
0.003995788283646107,
0.013319187797605991,
0.08022842556238174,
-0.000548019539564848,
0.01369057223200798,
0.009001990780234337,
-0.006002350710332394,
-0.005347189959138632,
-0.007676422595977783,
-0.016193756833672523,
-0.042100582271814346,
-0.0189486313611269,
-0.014683032408356667,
0.01108568161725998,
0.04473543539643288,
-0.07077492773532867,
-0.0322042778134346,
0.0004215124645270407,
0.03283658251166344,
0.003122714115306735,
0.02438095584511757,
-0.01970028132200241,
0.019025053828954697,
-0.041228245943784714,
-0.024759776890277863,
0.002650798298418522,
0.008522985503077507,
0.00430667819455266,
0.0482153594493866,
0.03747543320059776,
-0.03399888798594475,
0.04920649901032448,
0.0221847016364336,
0.06844679266214371,
0.011264060623943806,
-0.04380044341087341,
0.022779149934649467,
-0.025703303515911102,
0.016759637743234634,
-0.005312363151460886,
-0.028914302587509155,
-0.04345373064279556,
-0.07663087546825409,
-0.0005442684632726014,
0.029906004667282104,
-0.0367954783141613,
0.02047894150018692,
0.027399778366088867,
-0.053714022040367126,
0.007740936242043972,
-0.002848430536687374,
0.015732932835817337,
0.05396975204348564,
-0.0570838637650013,
0.0576508566737175,
-0.01549488864839077,
0.021355144679546356,
-0.061517588794231415,
0.015593333169817924,
-0.009935632348060608,
-0.04489960893988609,
0.02727125771343708,
0.06443054229021072,
0.009164928458631039,
0.04417427256703377,
0.08648992329835892,
0.04685970023274422,
-0.01941162906587124,
0.03243590518832207,
0.02875063382089138,
0.005360807292163372,
-0.06769023835659027,
-0.015434504486620426,
-0.009475620463490486,
-0.047556545585393906,
-0.005806537810713053,
-0.016724655404686928,
0.0180216021835804,
0.009379676543176174,
-0.009883162565529346,
-0.024911237880587578,
-0.01964687742292881,
-0.029540447518229485,
-0.0314180850982666,
-0.06181385740637779,
-0.02785724774003029,
-0.0017994889058172703,
0.002670366084203124,
0.03595781698822975,
0.04329351335763931,
0.00018481537699699402,
0.035819172859191895,
0.04426125809550285,
-0.021485380828380585,
-0.023746196180582047,
0.010100210085511208,
0.019394714385271072,
-0.01908644661307335,
-0.056907858699560165,
-0.03469733148813248,
0.047023944556713104,
0.0387982539832592,
-0.029927851632237434,
-0.08870537579059601,
0.004950148519128561,
0.06987089663743973,
-0.03056349605321884,
0.059760913252830505,
-0.007593294605612755,
0.04763403907418251,
0.0548379048705101,
-0.016155948862433434,
0.009940151125192642,
-0.026127086952328682,
0.02299242839217186,
0.004139338154345751,
0.03399735689163208,
-0.04153698682785034,
-0.03433777391910553,
-0.0901796892285347,
0.020164618268609047,
0.023541074246168137,
0.08117669820785522,
0.0479620024561882,
-0.03524091839790344,
-0.060941994190216064,
-0.017286846414208412,
0.039175599813461304,
-0.05517027899622917,
-0.017356688156723976,
0.01987689919769764,
0.061371687799692154,
-0.034307628870010376,
-0.04881487786769867,
-0.02430879697203636,
0.010324171744287014,
0.03055618517100811,
0.005896830465644598,
-0.015677548944950104,
-0.058308761566877365,
0.04142323136329651,
-0.009686115197837353,
-0.04334748163819313,
-0.11896970123052597,
0.004209015518426895,
-0.039516039192676544,
-0.006820476148277521,
0.05455112084746361,
0.0202706940472126,
0.027708562090992928,
0.06054819002747536,
0.010852278210222721,
0.0218014158308506,
-0.04193390905857086,
0.029728634282946587,
-0.039390794932842255,
0.012322170659899712,
0.007140262518078089,
-0.03570861369371414,
-0.028421154245734215,
-0.03282606229186058,
-0.04448891803622246,
-0.029965443536639214,
-0.029488934203982353,
0.012250196188688278,
-0.0304245725274086,
0.009756093844771385,
-0.01663055829703808,
0.03258887305855751,
-0.013710490427911282,
-0.018899351358413696,
-0.010877303779125214,
-0.058513496071100235,
-0.08686311542987823,
-0.04460906609892845,
0.01977383717894554,
0.021439407020807266,
0.015205265954136848,
0.0314595028758049,
0.007988214492797852,
0.01510169543325901,
0.012577656656503677,
-0.030841337516903877,
0.04170001298189163,
0.020950887352228165,
-0.042498406022787094,
-0.04248195141553879,
0.014643083326518536,
0.0391412153840065,
0.02352401427924633,
-0.053805507719516754,
0.024674255400896072,
0.0006835382082499564,
-0.03424910828471184,
-0.017195390537381172,
-0.002250136574730277,
0.04015965387225151,
-0.079662024974823,
-0.0522882416844368,
0.004571743309497833,
-0.051202837377786636,
0.032210856676101685,
-0.021618152037262917,
-0.004192017950117588,
0.028565961867570877,
0.027594681829214096,
0.025667203590273857,
0.005688161123543978,
-0.05395626276731491,
-0.005349327344447374,
-0.0007114572217687964,
0.002828835276886821,
-0.06548028439283371,
0.043841347098350525,
-0.042499300092458725,
0.020325791090726852,
-0.010034162551164627,
0.002352107083424926,
-0.036086805164813995,
0.03592553362250328,
-0.0006505438941530883,
-0.012352108024060726,
-0.01681702584028244,
-0.012307580560445786,
-0.0400753952562809,
0.045541875064373016,
0.0018973115365952253,
0.018469665199518204,
-0.027397289872169495,
0.0637345090508461,
-0.03511177375912666,
-0.019974520429968834,
-0.02310735546052456,
0.013742378912866116,
-0.03658400475978851,
-0.004215834196656942,
-0.020004812628030777,
-0.03338911756873131,
0.004487114958465099,
0.03275040537118912,
0.03842880204319954,
0.010928448289632797,
-0.0220946054905653,
0.013284794054925442,
0.01809682883322239,
-0.041590623557567596,
-0.005147980060428381,
-0.022247495129704475,
-0.024007484316825867,
-0.004228462930768728,
0.04715636000037193,
0.03222322463989258,
-0.05201777070760727,
-0.0764741525053978,
0.0156305730342865,
0.03455493226647377,
-0.00927097536623478,
0.006331336218863726,
0.018687069416046143,
0.04315239191055298,
0.053481485694646835,
-0.017266307026147842,
0.0005752626457251608,
-0.021285787224769592,
-0.015136872418224812,
0.028648851439356804,
-0.016918163746595383,
0.019535047933459282,
-0.0017423434183001518,
-0.03312816098332405,
-0.010693449527025223,
0.06337857246398926,
0.012957850471138954,
0.019880231469869614,
0.0035005416721105576,
-0.020889047533273697,
0.016691965982317924,
0.02534325420856476,
-0.06896043568849564,
0.016380155459046364,
0.04800199344754219,
-0.044447291642427444,
0.07025641202926636,
-0.018391532823443413,
0.043462786823511124,
0.050164595246315,
0.0035292813554406166,
-0.022704534232616425,
0.04881840571761131,
-0.012832955457270145,
-0.02444947510957718,
0.047610603272914886,
-0.054409898817539215,
-0.019557304680347443,
-0.01823720708489418,
0.07082245498895645,
-0.06096990779042244,
0.0490599125623703,
0.052163105458021164,
0.04005610570311546,
-0.0023713591508567333,
-0.037346575409173965,
-0.04060903191566467,
0.03662489727139473,
-0.03790321573615074,
0.07119127362966537,
0.01380830816924572,
-0.05841862037777901,
0.07095843553543091,
0.01323778834193945,
-0.08707945793867111,
0.03979704901576042,
0.040790144354104996,
0.015184752643108368,
0.027832679450511932,
0.05417032167315483,
-0.04055537283420563,
0.013947770930826664,
-0.062151625752449036,
0.011827412061393261,
-0.06728789210319519,
0.006098086014389992,
0.016107644885778427,
-0.017704229801893234,
-0.017142685130238533,
0.03413340821862221,
-0.017019765451550484,
0.026067540049552917,
0.013401679694652557,
-0.047994088381528854,
-0.019251104444265366,
0.022482333704829216,
0.03471168503165245,
-0.01048299204558134,
0.008877599611878395,
-0.022905651479959488,
0.021277662366628647,
0.02960064448416233,
0.010895485989749432,
-0.060075052082538605,
0.003446732647716999,
0.02855115570127964,
-0.050517238676548004,
-0.02982238307595253,
0.018383493646979332,
0.013261759653687477,
-0.041541729122400284,
0.03179142624139786,
0.008546672761440277,
0.0017357806209474802,
0.03591085225343704,
-0.021187078207731247,
0.042815547436475754,
-0.056398674845695496,
-0.011161552742123604,
0.0008072126074694097,
-0.004271732177585363,
0.020192209631204605,
-0.019394615665078163,
0.015383695252239704,
0.01389970164746046,
0.05886373668909073,
0.017535991966724396,
-0.04865117743611336,
-0.014927784912288189,
0.03178555145859718,
-0.024703625589609146,
0.011677243746817112,
-0.019257113337516785,
-0.07463378459215164,
-0.040187690407037735,
-0.024352693930268288,
-0.00030447228346019983,
0.010718596167862415,
-0.00651045236736536,
0.004080421756953001,
0.04802028462290764,
-0.03155039623379707,
-0.032406534999608994,
-0.07182537764310837,
-0.015385663136839867,
-0.021041054278612137,
0.018401172012090683,
0.019998256117105484,
-0.025539224967360497,
0.02403821423649788,
-0.04491332918405533,
-0.06230375915765762,
0.06173234060406685,
0.011475426144897938,
-0.018804064020514488,
0.05738653615117073,
0.02676285058259964,
-0.02035476267337799,
0.018615560606122017,
0.06967881321907043,
-0.051906734704971313,
0.025521595031023026,
-0.0006242907256819308,
0.018341779708862305,
0.012501056306064129,
0.02238987199962139,
-0.014056561514735222,
-0.03885047510266304,
-0.054702550172805786,
-0.04433820769190788,
-0.03470437973737717,
-0.007476984057575464,
0.06860668957233429
] |
bert-base-multilingual-uncased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"af",
"sq",
"ar",
"an",
"hy",
"ast",
"az",
"ba",
"eu",
"bar",
"be",
"bn",
"inc",
"bs",
"br",
"bg",
"my",
"ca",
"ceb",
"ce",
"zh",
"cv",
"hr",
"cs",
"da",
"nl",
"en",
"et",
"fi",
"fr",
"gl",
"ka",
"de",
"el",
"gu",
"ht",
"he",
"hi",
"hu",
"is",
"io",
"id",
"ga",
"it",
"ja",
"jv",
"kn",
"kk",
"ky",
"ko",
"la",
"lv",
"lt",
"roa",
"nds",
"lm",
"mk",
"mg",
"ms",
"ml",
"mr",
"min",
"ne",
"new",
"nb",
"nn",
"oc",
"fa",
"pms",
"pl",
"pt",
"pa",
"ro",
"ru",
"sco",
"sr",
"scn",
"sk",
"sl",
"aze",
"es",
"su",
"sw",
"sv",
"tl",
"tg",
"ta",
"tt",
"te",
"tr",
"uk",
"ud",
"uz",
"vi",
"vo",
"war",
"cy",
"fry",
"pnb",
"yo",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 328,585 | 2020-04-29T13:51:49Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-st-fr
* source languages: st
* target languages: fr
* OPUS readme: [st-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/st-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/st-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.st.fr | 30.7 | 0.490 |
| [
-0.012104650028049946,
-0.029841912910342216,
-0.013181304559111595,
0.036750685423612595,
0.02848145365715027,
0.02428114414215088,
-0.0052024247124791145,
-0.00672726659104228,
-0.04832877218723297,
0.054018132388591766,
0.010013185441493988,
-0.011667458340525627,
-0.0007053219014778733,
0.0464811697602272,
-0.034479770809412,
-0.027332616969943047,
-0.006840117275714874,
0.005160557571798563,
-0.03297801688313484,
-0.011491160839796066,
0.0027062527369707823,
0.011772256344556808,
-0.03689953312277794,
0.03542429953813553,
-0.02007240615785122,
-0.000375560688553378,
-0.01915905252099037,
0.02041259966790676,
0.020491842180490494,
-0.07640138268470764,
-0.006531432271003723,
-0.01861000433564186,
-0.036142125725746155,
-0.016036638990044594,
-0.0198212917894125,
0.029706362634897232,
0.004601618740707636,
0.025569140911102295,
0.07400821149349213,
0.05633954703807831,
-0.0049782670103013515,
-0.004064451437443495,
-0.011775590479373932,
-0.017262766137719154,
0.040666259825229645,
0.001262380857951939,
-0.03013887256383896,
-0.03489794582128525,
0.02527659758925438,
-0.0320955291390419,
-0.054040659219026566,
-0.051943644881248474,
-0.011381073854863644,
0.03350764140486717,
0.0002677992160897702,
-0.007270613685250282,
-0.08926550298929214,
-0.006517105735838413,
0.06049162894487381,
-0.05106426030397415,
-0.024531401693820953,
0.01898050308227539,
-0.05158751457929611,
0.013676067814230919,
0.05127425491809845,
-0.03777772933244705,
-0.009899275377392769,
-0.048060912638902664,
0.04431209713220596,
-0.034706901758909225,
0.03477280214428902,
-0.030329380184412003,
0.01490665040910244,
-0.07779733091592789,
-0.0429975688457489,
-0.004993034061044455,
0.02909824624657631,
0.05625293776392937,
-0.04217357560992241,
0.047121793031692505,
0.043904032558202744,
-0.007000979036092758,
0.022288529202342033,
-0.013117430731654167,
-0.02021618001163006,
0.040483471006155014,
-0.030611300840973854,
-0.0017145223682746291,
0.013682655990123749,
0.04729209095239639,
-0.047225236892700195,
-0.039980001747608185,
-0.008791398257017136,
-0.03075457364320755,
0.00003241678496124223,
0.029988044872879982,
0.06445586681365967,
-0.0368255078792572,
0.01092443522065878,
0.044787101447582245,
0.02390071004629135,
0.046329233795404434,
0.0006541367620229721,
0.07172035425901413,
-0.02017560973763466,
-0.0020755950827151537,
-0.02054361253976822,
-0.024703005328774452,
-0.06417589634656906,
0.015411880798637867,
0.03796054795384407,
-0.04131174832582474,
-0.009276802651584148,
0.050988178700208664,
0.035754166543483734,
-0.03761453181505203,
0.06973160058259964,
-0.03235425055027008,
-0.042151790112257004,
-0.05732348933815956,
0.05270104482769966,
0.01329632755368948,
0.010761030949652195,
0.013475930318236351,
-0.05460816249251366,
0.018495647236704826,
-0.03651507571339607,
-0.03365267068147659,
0.003817458637058735,
0.01894186995923519,
-0.015829959884285927,
0.03721340373158455,
0.0347406305372715,
-0.052424728870391846,
0.019344812259078026,
-0.021426094695925713,
-0.041876617819070816,
0.05783109739422798,
0.044404953718185425,
0.09926481544971466,
-0.0496981255710125,
-0.03460942581295967,
0.019676102325320244,
0.006891357712447643,
-0.0434192456305027,
0.013942163437604904,
-0.008157888427376747,
-0.02588232047855854,
-0.0301172137260437,
-0.017011141404509544,
0.05526113882660866,
-0.0491277351975441,
-0.024141950532794,
0.050998881459236145,
-0.015453193336725235,
0.036052968353033066,
-0.029655005782842636,
-0.0013164578704163432,
0.012173669412732124,
-0.020707283169031143,
-0.03565675765275955,
0.0291278213262558,
0.006016133353114128,
0.008653650060296059,
-0.03340615704655647,
-0.05526486784219742,
0.015263599343597889,
0.08647900819778442,
-0.022590775042772293,
-0.023024501278996468,
-0.02469194494187832,
0.009648389182984829,
0.03634331747889519,
0.017678523436188698,
-0.031031981110572815,
0.04595334455370903,
0.05380134657025337,
0.013021232560276985,
0.011778822168707848,
0.07436612248420715,
0.028045356273651123,
-0.02256247214972973,
-0.01151497382670641,
0.014644048176705837,
0.028178812935948372,
-0.024224620312452316,
0.0052370475605130196,
0.03627095744013786,
0.025197938084602356,
-0.020519878715276718,
-0.031793560832738876,
0.06390568614006042,
0.005349880084395409,
0.0033084838651120663,
0.016691474243998528,
-0.02912905625998974,
-0.01850251853466034,
0.04509388282895088,
-0.011308464221656322,
-0.014527406543493271,
-0.03392103314399719,
-0.03061162680387497,
0.015043918043375015,
0.03182156756520271,
0.02678545191884041,
0.05085492879152298,
-0.016162315383553505,
0.10595754534006119,
-0.02898300811648369,
0.01168662030249834,
-0.016716331243515015,
-0.02976437844336033,
0.008343860507011414,
0.06614857167005539,
0.013146325945854187,
0.03787948563694954,
-0.005638730246573687,
-0.05132101848721504,
0.03341257944703102,
0.06005733832716942,
0.05322469770908356,
0.012075868435204029,
-0.041022736579179764,
-0.014702308923006058,
0.018509194254875183,
0.04072859138250351,
-0.03656008094549179,
-0.056988880038261414,
0.016609905287623405,
0.05693342909216881,
-0.04592236503958702,
0.02868358977138996,
-0.03461417183279991,
0.021802296862006187,
-0.03576570004224777,
-0.04263898730278015,
0.0488223060965538,
0.03168672323226929,
-0.01021828968077898,
0.027084913104772568,
0.013523677363991737,
-0.01797432079911232,
0.029449546709656715,
0.007069023791700602,
-0.0014263833872973919,
-0.030713867396116257,
0.01364628691226244,
0.02031402848660946,
0.05451231077313423,
-0.03299378231167793,
0.03788271173834801,
-0.027933994308114052,
-0.000014854392247798387,
0.034306347370147705,
-0.0679522380232811,
0.011643854901194572,
0.04557151719927788,
0.014638908207416534,
-0.02089608646929264,
-0.0007409669924527407,
0.003197577316313982,
0.017970694229006767,
0.07465624809265137,
0.00554948253557086,
0.05259217694401741,
0.014143026433885098,
0.06397907435894012,
0.09618697315454483,
0.01860838569700718,
0.029633741825819016,
0.03561669588088989,
0.08733648806810379,
-0.010995813645422459,
-0.010751396417617798,
0.04666481167078018,
-0.045667387545108795,
0.023253386840224266,
-0.03887815773487091,
0.031108083203434944,
0.021211672574281693,
-0.008199140429496765,
0.0244769100099802,
0.004680164624005556,
-0.01444830559194088,
0.007190194446593523,
-0.00863190833479166,
-0.027770105749368668,
0.045430831611156464,
0.01463310606777668,
0.0036709585692733526,
0.013643707148730755,
0.0076592108234763145,
0.021816320717334747,
-0.05507509410381317,
-0.06218428537249565,
0.016713755205273628,
-0.03223476931452751,
-0.0008536227396689355,
-0.06902375817298889,
-0.01983644627034664,
-0.06709601730108261,
-0.0177522674202919,
0.03516514599323273,
0.006255569402128458,
-0.005337670911103487,
-0.027084577828645706,
0.012941270135343075,
-0.026206737384200096,
-0.019904036074876785,
-0.038485296070575714,
-0.033803340047597885,
-0.0369589701294899,
-0.08613011986017227,
0.04889124259352684,
0.011771109886467457,
0.023603377863764763,
-0.015368510968983173,
0.013206016272306442,
-0.023617492988705635,
-0.009511666372418404,
0.07709456235170364,
0.05334383249282837,
-0.023775557056069374,
-0.02892545610666275,
0.04863644018769264,
-0.04153238609433174,
-0.0016596182249486446,
-0.03362363576889038,
-0.03468973934650421,
0.07407604157924652,
0.05035869777202606,
0.02393290214240551,
0.008292865008115768,
-0.02943047508597374,
-0.05481097847223282,
-0.06255556643009186,
-0.035840608179569244,
-0.04499194025993347,
-0.01136525347828865,
-0.02813570387661457,
-0.04879127815365791,
-0.035705823451280594,
-0.035219985991716385,
-0.0032475139014422894,
-0.023968810215592384,
0.024587899446487427,
0.025526922196149826,
0.03667835891246796,
0.037306226789951324,
0.039353691041469574,
-0.05357324704527855,
-0.03870662674307823,
0.08100026100873947,
0.0143554313108325,
0.008263389579951763,
-0.03649536892771721,
-0.01092760544270277,
0.05544419586658478,
0.01070285402238369,
0.004533730912953615,
0.010228152386844158,
0.07497020065784454,
0.004171580076217651,
0.011548197828233242,
0.009007394313812256,
-0.0022419055458158255,
0.001159800449386239,
-0.005502886604517698,
-0.009785698726773262,
-0.047367993742227554,
-0.025312434881925583,
-0.017243927344679832,
0.02320867031812668,
0.040863994508981705,
-0.07161464542150497,
-0.03398822993040085,
-0.0024008159525692463,
0.033859383314847946,
0.008550328202545643,
0.02440779097378254,
-0.007482010405510664,
0.018183134496212006,
-0.04421363025903702,
-0.021907882764935493,
0.007664280477911234,
0.009597803466022015,
0.005045750178396702,
0.05230193957686424,
0.028845535591244698,
-0.028493933379650116,
0.04758986458182335,
0.028717365115880966,
0.06762494891881943,
0.01414909865707159,
-0.04375855624675751,
0.01914454810321331,
-0.01804448664188385,
0.011267351917922497,
-0.002751442836597562,
-0.014512552879750729,
-0.04622737690806389,
-0.07951521873474121,
-0.006174121517688036,
0.02482023648917675,
-0.0268683061003685,
0.010972598567605019,
0.025178726762533188,
-0.05379948765039444,
0.008978317491710186,
0.005649768281728029,
0.016639607027173042,
0.0475972555577755,
-0.05541680380702019,
0.060945503413677216,
-0.019152233377099037,
0.024693813174962997,
-0.06045830622315407,
0.018430335447192192,
-0.010444327257573605,
-0.03619247302412987,
0.026461627334356308,
0.06299155950546265,
0.013086225837469101,
0.05484051629900932,
0.08580561727285385,
0.04510526359081268,
-0.023076236248016357,
0.02287144586443901,
0.03039613738656044,
0.0036327666603028774,
-0.06182871013879776,
-0.013788791373372078,
-0.0007667338941246271,
-0.048106756061315536,
-0.0017267283983528614,
-0.01860971748828888,
0.0144614577293396,
0.012259317561984062,
-0.010537983849644661,
-0.020710254088044167,
-0.014907232485711575,
-0.031396254897117615,
-0.036432188004255295,
-0.060517966747283936,
-0.033649228513240814,
-0.015553859993815422,
0.0021824766881763935,
0.04413870349526405,
0.043818406760692596,
-0.0001797479490051046,
0.043978169560432434,
0.04739151895046234,
-0.025674864649772644,
-0.023630455136299133,
0.01594255305826664,
0.02176174521446228,
-0.011257270351052284,
-0.05895309895277023,
-0.03654109314084053,
0.041067685931921005,
0.041810259222984314,
-0.031900204718112946,
-0.07995525002479553,
-0.0005372794112190604,
0.07224570959806442,
-0.024927034974098206,
0.054643165320158005,
0.004265311639755964,
0.04898921772837639,
0.0581042617559433,
-0.020768990740180016,
0.018192511051893234,
-0.030385581776499748,
0.027536828070878983,
0.006658462341874838,
0.024745693430304527,
-0.04512721300125122,
-0.0343746580183506,
-0.08788999170064926,
0.011398381553590298,
0.023556437343358994,
0.08385962247848511,
0.03861072659492493,
-0.034370604902505875,
-0.060077644884586334,
-0.012685106135904789,
0.04147229343652725,
-0.05674721300601959,
-0.013608008623123169,
0.017974603921175003,
0.061139561235904694,
-0.04282175004482269,
-0.04904070496559143,
-0.02595534548163414,
0.006403609644621611,
0.03946947306394577,
0.0048661562614142895,
-0.009208452887833118,
-0.0544012077152729,
0.0396294891834259,
-0.011657454073429108,
-0.03696795925498009,
-0.11831013858318329,
0.0026053800247609615,
-0.03385641425848007,
-0.004107802174985409,
0.05664016306400299,
0.019307520240545273,
0.030554775148630142,
0.0585201196372509,
0.011165346950292587,
0.02880541980266571,
-0.03042660467326641,
0.02737244963645935,
-0.034412186592817307,
0.006145764142274857,
0.016323689371347427,
-0.03313993662595749,
-0.0275566428899765,
-0.03604154288768768,
-0.0342724472284317,
-0.02789093554019928,
-0.023371390998363495,
0.01868484541773796,
-0.030886637046933174,
0.007597827352583408,
-0.02275090292096138,
0.033230192959308624,
-0.013561402447521687,
-0.015167678706347942,
-0.0067344848066568375,
-0.05480857565999031,
-0.0835983008146286,
-0.044784534722566605,
0.023385915905237198,
0.0279419906437397,
0.011226065456867218,
0.03938770666718483,
0.0066254399716854095,
0.014950431883335114,
0.015221704728901386,
-0.0328231044113636,
0.04977411404252052,
0.012953458353877068,
-0.04517849534749985,
-0.03703915327787399,
0.00724945031106472,
0.03260750696063042,
0.023971252143383026,
-0.048451218754053116,
0.02854081615805626,
0.0028235868085175753,
-0.03653055429458618,
-0.019079897552728653,
-0.00429100077599287,
0.02555696852505207,
-0.07006926834583282,
-0.057514529675245285,
-0.0005056490190327168,
-0.04965890944004059,
0.03633374348282814,
-0.015300152823328972,
-0.0010255060624331236,
0.019938286393880844,
0.028106316924095154,
0.03537968173623085,
0.0021094484254717827,
-0.04839466139674187,
0.00622339965775609,
-0.0045975386165082455,
0.000814732804428786,
-0.07006247341632843,
0.04611079394817352,
-0.04511682316660881,
0.023659348487854004,
-0.0025436694268137217,
-0.008697855286300182,
-0.029428616166114807,
0.031441204249858856,
-0.014203773811459541,
-0.014243323355913162,
-0.020863322541117668,
0.002167752478271723,
-0.04351581260561943,
0.04891924932599068,
0.0016051073325797915,
0.018568264320492744,
-0.02545842155814171,
0.0675053596496582,
-0.0353485606610775,
-0.013623063452541828,
-0.023246219381690025,
0.024541771039366722,
-0.0340513177216053,
-0.0019626568537205458,
-0.019350232556462288,
-0.034677088260650635,
0.005155459046363831,
0.041914962232112885,
0.03485782444477081,
0.013275155797600746,
-0.026461811736226082,
0.01194866094738245,
0.011310651898384094,
-0.04800333455204964,
-0.002256357576698065,
-0.016561483964323997,
-0.02721635438501835,
-0.006853040307760239,
0.047479674220085144,
0.030052153393626213,
-0.03778919577598572,
-0.07184024900197983,
0.02476152591407299,
0.026247955858707428,
-0.007931655272841454,
0.005803541745990515,
0.022820958867669106,
0.041746657341718674,
0.05386244133114815,
-0.027686508372426033,
-0.0035479096695780754,
-0.018336987122893333,
-0.019370850175619125,
0.023226210847496986,
-0.01473201997578144,
0.03164411708712578,
0.006495059467852116,
-0.03657935932278633,
-0.014354005455970764,
0.07286518067121506,
0.01986493356525898,
0.012542461976408958,
-0.0006139524048194289,
-0.008637617342174053,
0.0166030153632164,
0.030856197699904442,
-0.06628212332725525,
0.008115570060908794,
0.046534642577171326,
-0.038303833454847336,
0.0716049075126648,
-0.026167739182710648,
0.049117159098386765,
0.05883823707699776,
0.0006375817465595901,
-0.022595133632421494,
0.057851843535900116,
-0.02149997651576996,
-0.0188854169100523,
0.05169520899653435,
-0.0500403493642807,
-0.01671770215034485,
-0.01776604913175106,
0.06090274080634117,
-0.06138071417808533,
0.048240777105093,
0.04973223805427551,
0.037834953516721725,
-0.0038290091324597597,
-0.0427987165749073,
-0.036007948219776154,
0.031963497400283813,
-0.03619854897260666,
0.07854638248682022,
0.01765955612063408,
-0.051973339170217514,
0.07299300283193588,
0.008679634891450405,
-0.08593209087848663,
0.0423617884516716,
0.04051068052649498,
0.015507333911955357,
0.02031000703573227,
0.05404302850365639,
-0.04826468601822853,
0.022804751992225647,
-0.06094565987586975,
0.01557058934122324,
-0.0663948804140091,
0.00848286785185337,
0.011729856953024864,
-0.017113912850618362,
-0.016664162278175354,
0.029295455664396286,
-0.021404407918453217,
0.025205766782164574,
0.0181734599173069,
-0.04083777591586113,
-0.021765954792499542,
0.018367499113082886,
0.039208196103572845,
-0.014444499276578426,
0.008378177881240845,
-0.0231376551091671,
0.015524454414844513,
0.028394170105457306,
0.021852344274520874,
-0.05789394676685333,
-0.0030368277803063393,
0.021683966740965843,
-0.046005979180336,
-0.03796428442001343,
0.003315307665616274,
0.015545009635388851,
-0.030120322480797768,
0.022860873490571976,
0.012369279749691486,
0.004838224966078997,
0.03556925803422928,
-0.023812182247638702,
0.04419335350394249,
-0.0555628165602684,
-0.008979654870927334,
0.010921859182417393,
0.004797122906893492,
0.01655285619199276,
-0.019226355478167534,
0.02084590122103691,
0.022343307733535767,
0.06248380243778229,
0.015135256573557854,
-0.0424659438431263,
-0.018749281764030457,
0.026539834216237068,
-0.03080315701663494,
0.012552190572023392,
-0.014585422351956367,
-0.07050728797912598,
-0.035764481872320175,
-0.01961733028292656,
-0.01353807095438242,
0.012688535265624523,
-0.020237673074007034,
0.006386155262589455,
0.05371968820691109,
-0.033544860780239105,
-0.036515090614557266,
-0.08231307566165924,
-0.012042472139000893,
-0.02811569720506668,
0.013230937533080578,
0.02462219074368477,
-0.03708491101861,
0.017689432948827744,
-0.04768899455666542,
-0.05629364028573036,
0.06553961336612701,
0.01314468402415514,
-0.03525121510028839,
0.0575590580701828,
0.03512398898601532,
-0.030830491334199905,
0.017732635140419006,
0.06109851971268654,
-0.05055950582027435,
0.02457163669168949,
0.0011815889738500118,
0.027082029730081558,
0.019325541332364082,
0.027058711275458336,
-0.015504342503845692,
-0.044270358979701996,
-0.061141885817050934,
-0.05247238278388977,
-0.03952229768037796,
-0.0009396873065270483,
0.07077893614768982
] |
bert-large-cased-whole-word-masking-finetuned-squad | [
"pytorch",
"tf",
"jax",
"rust",
"safetensors",
"bert",
"question-answering",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | question-answering | {
"architectures": [
"BertForQuestionAnswering"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8,214 | 2020-05-12T21:40:41Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-NORWAY
* source languages: sv
* target languages: nb_NO,nb,nn_NO,nn,nog,no_nb,no
* OPUS readme: [sv-nb_NO+nb+nn_NO+nn+nog+no_nb+no](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-nb_NO+nb+nn_NO+nn+nog+no_nb+no/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.no | 39.3 | 0.590 |
| [
-0.012416972778737545,
-0.023729978129267693,
0.001046065939590335,
0.04102308675646782,
0.03290456533432007,
0.011741122230887413,
-0.009010376408696175,
-0.010902064852416515,
-0.050083454698324203,
0.06332484632730484,
0.008010968565940857,
-0.015318368561565876,
0.005319069605320692,
0.05744246393442154,
-0.028740789741277695,
-0.035096362233161926,
-0.015231138095259666,
0.003734149504452944,
-0.047038592398166656,
-0.016347184777259827,
-0.004024984780699015,
0.005725228227674961,
-0.03426796942949295,
0.026054343208670616,
-0.017980720847845078,
0.013263069093227386,
-0.008388672024011612,
0.020154805853962898,
0.037476878613233566,
-0.06926123052835464,
-0.0111676761880517,
-0.02281278558075428,
-0.04134104400873184,
-0.02194691263139248,
-0.04188672825694084,
0.015414264984428883,
0.015317624434828758,
0.02292361482977867,
0.07225917279720306,
0.06051751226186752,
-0.006679416634142399,
0.008758270181715488,
-0.004413869697600603,
-0.022298702970147133,
0.03133556991815567,
0.007367631420493126,
-0.022288378328084946,
-0.025763826444745064,
0.02276075817644596,
-0.02585567720234394,
-0.05154256522655487,
-0.03931377828121185,
-0.016336433589458466,
0.030909791588783264,
-0.012797136791050434,
-0.005904199555516243,
-0.1018473282456398,
-0.0013932179426774383,
0.0646885335445404,
-0.060066938400268555,
-0.026637984439730644,
0.01633748598396778,
-0.040330883115530014,
0.0033387355506420135,
0.04125550389289856,
-0.037063196301460266,
-0.012356255203485489,
-0.05574580654501915,
0.04623722285032272,
-0.028693435713648796,
0.04069502279162407,
-0.035438526421785355,
0.019475329667329788,
-0.06961067020893097,
-0.044647134840488434,
-0.015404878184199333,
0.0284306351095438,
0.04450786113739014,
-0.04178038239479065,
0.054574575275182724,
0.036032404750585556,
-0.011433213949203491,
0.027179863303899765,
-0.011645514518022537,
-0.009621694684028625,
0.04070192947983742,
-0.024004867300391197,
0.000025159510187222622,
0.007748400792479515,
0.05194515362381935,
-0.03756937384605408,
-0.03060222789645195,
-0.016215860843658447,
-0.02416391484439373,
-0.010779906064271927,
0.03149184212088585,
0.05535589158535004,
-0.026124853640794754,
0.0018768123118206859,
0.033418603241443634,
0.019034650176763535,
0.05190584436058998,
0.0020076287910342216,
0.06946560740470886,
-0.030691638588905334,
-0.009821969084441662,
-0.021807778626680374,
-0.028462698683142662,
-0.06314098834991455,
0.00505927624180913,
0.02260543406009674,
-0.04016019403934479,
0.0038509643636643887,
0.03640451654791832,
0.033755555748939514,
-0.025128072127699852,
0.0664311945438385,
-0.03174708038568497,
-0.05884170159697533,
-0.05974655598402023,
0.06007639691233635,
0.01349592488259077,
0.017828457057476044,
0.01687352918088436,
-0.05502243712544441,
0.026474803686141968,
-0.041302818804979324,
-0.03936748579144478,
0.017054961994290352,
0.024607930332422256,
-0.033040694892406464,
0.028635697439312935,
0.03539886325597763,
-0.06100896745920181,
0.015565519221127033,
-0.012398894876241684,
-0.04614630341529846,
0.06556433439254761,
0.03395645692944527,
0.10215586423873901,
-0.034975871443748474,
-0.040135908871889114,
0.00982915423810482,
0.012045824900269508,
-0.03002697043120861,
0.00045574086834676564,
-0.014911029487848282,
-0.029233435168862343,
-0.010507996194064617,
-0.012531344778835773,
0.048117779195308685,
-0.051945172250270844,
-0.001602074597030878,
0.06207747384905815,
-0.006888704840093851,
0.029685616493225098,
-0.026446349918842316,
0.0008004138362593949,
0.008442698046565056,
-0.027224291115999222,
-0.01940428651869297,
0.03870890662074089,
0.003528896253556013,
-0.0013900656485930085,
-0.037561558187007904,
-0.052874606102705,
0.02857656218111515,
0.07458312809467316,
-0.0112790921702981,
-0.021120399236679077,
-0.03331030160188675,
-0.0012149171670898795,
0.0469931960105896,
0.02041003108024597,
-0.019925082102417946,
0.038098979741334915,
0.06537008285522461,
0.010742797516286373,
-0.000764276075642556,
0.08045845478773117,
0.020252561196684837,
-0.024472471326589584,
-0.008539985865354538,
0.023140888661146164,
0.026488862931728363,
-0.007161746732890606,
-0.0036311561707407236,
0.04360468313097954,
0.004984484985470772,
-0.01660034991800785,
-0.01455751433968544,
0.048546917736530304,
0.0012428422924131155,
0.0023686683271080256,
0.01224994845688343,
-0.015389963053166866,
-0.006522919982671738,
0.052820686250925064,
-0.011225273832678795,
-0.023226551711559296,
-0.029456311836838722,
-0.019174236804246902,
0.01827588863670826,
0.023387981578707695,
0.03253690153360367,
0.04393351078033447,
-0.00913869496434927,
0.10899832099676132,
-0.028184108436107635,
0.0051558432169258595,
-0.020281286910176277,
-0.04083799570798874,
0.014403809793293476,
0.07718991488218307,
0.03324786201119423,
0.02889591082930565,
0.003071168437600136,
-0.04837671294808388,
0.023761024698615074,
0.05988222360610962,
0.05595526844263077,
0.01159645151346922,
-0.044545773416757584,
-0.005735806655138731,
0.014780769124627113,
0.028753645718097687,
-0.0533524826169014,
-0.06666065007448196,
0.0299934484064579,
0.07073283195495605,
-0.04619046300649643,
0.02703036554157734,
-0.032561227679252625,
0.02485092356801033,
-0.03574053943157196,
-0.04834963008761406,
0.049324970692396164,
0.026970043778419495,
-0.015282822772860527,
0.023547066375613213,
0.010024172253906727,
0.007027867250144482,
0.04337660223245621,
0.003100187284871936,
0.0006736903451383114,
-0.023949766531586647,
0.017478620633482933,
0.026071621105074883,
0.04511767625808716,
-0.030055474489927292,
0.03581598401069641,
-0.029392600059509277,
0.004716580733656883,
0.03756101056933403,
-0.07625871151685715,
0.016739392653107643,
0.04338984191417694,
0.009067518636584282,
-0.03666327893733978,
0.013686997815966606,
0.013992142863571644,
0.03177618980407715,
0.06508468091487885,
0.007056491449475288,
0.054724469780921936,
0.004188963677734137,
0.06535036861896515,
0.08803369849920273,
0.010095621459186077,
0.026121709495782852,
0.03517874702811241,
0.07993840426206589,
-0.020197857171297073,
-0.020670052617788315,
0.03443223610520363,
-0.047771796584129333,
0.025322014465928078,
-0.04321710392832756,
0.030388176441192627,
0.02120211534202099,
0.0052999816834926605,
0.02335401251912117,
0.008765711449086666,
-0.029314229264855385,
0.012689873576164246,
-0.014169063419103622,
-0.021034063771367073,
0.04801149293780327,
0.018697984516620636,
0.008908708579838276,
0.012124934233725071,
0.008006871677935123,
0.028162460774183273,
-0.07423681020736694,
-0.06589965522289276,
0.011205680668354034,
-0.02659015730023384,
-0.0001367831282550469,
-0.05888988450169563,
-0.02200513519346714,
-0.0638769268989563,
-0.019817505031824112,
0.033729732036590576,
0.00898504164069891,
-0.00745217502117157,
-0.0202847421169281,
0.017664264887571335,
-0.03880101442337036,
-0.023489173501729965,
-0.04429948702454567,
-0.03683089464902878,
-0.04716329649090767,
-0.07852292060852051,
0.04961268976330757,
0.02772117592394352,
0.028837600722908974,
-0.004791944287717342,
0.021457934752106667,
-0.008231089450418949,
-0.02028244361281395,
0.0798182338476181,
0.04479086026549339,
-0.028149399906396866,
-0.011582525447010994,
0.04927082359790802,
-0.03094007633626461,
0.004834940657019615,
-0.021318981423974037,
-0.012331927195191383,
0.08094467222690582,
0.06259381771087646,
0.022567149251699448,
0.00015199898916762322,
-0.018502339720726013,
-0.052985597401857376,
-0.06021696701645851,
-0.044191546738147736,
-0.04569878429174423,
-0.004793114494532347,
-0.021955261006951332,
-0.04990478605031967,
-0.027123717591166496,
-0.025510022416710854,
-0.020866770297288895,
-0.03240082785487175,
0.022544890642166138,
0.035630811005830765,
0.045873913913965225,
0.042121388018131256,
0.03354466333985329,
-0.050674594938755035,
-0.036670900881290436,
0.0762384757399559,
-0.0023614843375980854,
0.0165012925863266,
-0.04870301112532616,
-0.013421960175037384,
0.06333156675100327,
0.009347911924123764,
0.003141837427392602,
0.015640925616025925,
0.08416078239679337,
-0.002265763469040394,
-0.007332891691476107,
0.01375346165150404,
-0.007664654403924942,
-0.008260879665613174,
-0.0033814716152846813,
-0.014824901707470417,
-0.04721328988671303,
-0.018028603866696358,
-0.020551864057779312,
0.016124673187732697,
0.0494721494615078,
-0.06209781765937805,
-0.03338474780321121,
-0.00260679773055017,
0.035104937851428986,
0.010604029521346092,
0.028331980109214783,
-0.018645595759153366,
0.016539152711629868,
-0.03783585503697395,
-0.01849282905459404,
-0.0016480424674227834,
0.012996867299079895,
0.013679896481335163,
0.05362923815846443,
0.03683244436979294,
-0.02331537939608097,
0.03856665641069412,
0.03406814485788345,
0.05607360228896141,
0.00410210806876421,
-0.038573477417230606,
0.02392513118684292,
-0.028865141794085503,
0.024163102731108665,
-0.011420395225286484,
-0.02677353285253048,
-0.049995988607406616,
-0.07068664580583572,
0.010795088484883308,
0.030156472697854042,
-0.03445958346128464,
0.020934130996465683,
0.028105931356549263,
-0.05124245584011078,
0.018512599170207977,
-0.0014300263719633222,
0.009817024692893028,
0.04218026250600815,
-0.06628429144620895,
0.055569253861904144,
-0.021738693118095398,
0.012328749522566795,
-0.06429224461317062,
0.01742851547896862,
-0.011856049299240112,
-0.0431869700551033,
0.03753544017672539,
0.05536175146698952,
0.012652231380343437,
0.04475770890712738,
0.08053375035524368,
0.0511949397623539,
-0.03123500570654869,
0.03732798993587494,
0.026284700259566307,
0.004210878163576126,
-0.06364686787128448,
-0.0144957872107625,
0.0014027567813172936,
-0.049393147230148315,
0.0020375375170260668,
-0.014149504713714123,
0.006885066162794828,
0.011928265914320946,
0.002823058282956481,
-0.037340227514505386,
-0.011529742740094662,
-0.025148995220661163,
-0.04010506719350815,
-0.06504177302122116,
-0.03351256623864174,
-0.01129614096134901,
0.0004645535664167255,
0.04581165686249733,
0.03831884264945984,
0.0016431527910754085,
0.048144564032554626,
0.05614912882447243,
-0.02401006408035755,
-0.01586834527552128,
0.014410760253667831,
0.02738087624311447,
-0.014364245347678661,
-0.05113938823342323,
-0.04104774817824364,
0.05105789378285408,
0.043176308274269104,
-0.03217754513025284,
-0.07868627458810806,
0.018753785640001297,
0.06903345882892609,
-0.028968308120965958,
0.059835612773895264,
-0.0022572323214262724,
0.05639565363526344,
0.05372006073594093,
-0.018884092569351196,
0.014062267728149891,
-0.0298888199031353,
0.028835203498601913,
0.002257297281175852,
0.02967270091176033,
-0.034473057836294174,
-0.03962148353457451,
-0.07933571934700012,
0.011003564111888409,
0.024264512583613396,
0.07786475121974945,
0.045641206204891205,
-0.022400716319680214,
-0.06275884807109833,
-0.013678358867764473,
0.04859454557299614,
-0.06112990528345108,
-0.004755442496389151,
0.037668365985155106,
0.04783573001623154,
-0.054824233055114746,
-0.05433225259184837,
-0.01553949061781168,
0.00006713839684380218,
0.045048803091049194,
-0.009321602992713451,
-0.02392958104610443,
-0.048012133687734604,
0.035538963973522186,
-0.005202352534979582,
-0.04085342958569527,
-0.10836867243051529,
0.003677299479022622,
-0.039726853370666504,
-0.00199410249479115,
0.045674532651901245,
0.02507149614393711,
0.02615685760974884,
0.05909227579832077,
0.008698269724845886,
0.02524467557668686,
-0.05153479427099228,
0.026271501556038857,
-0.030422616750001907,
0.013528672978281975,
0.002492924453690648,
-0.027439581230282784,
-0.025801006704568863,
-0.02457808330655098,
-0.04886073246598244,
-0.02919578179717064,
-0.018761999905109406,
0.026433832943439484,
-0.023553568869829178,
0.00162197754252702,
-0.014836568385362625,
0.033403024077415466,
-0.020777447149157524,
-0.02417183481156826,
-0.007424492854624987,
-0.0497678779065609,
-0.06809810549020767,
-0.035368662327528,
0.025479687377810478,
0.02645142190158367,
0.013793140649795532,
0.024641478434205055,
0.013684163801372051,
0.013138338923454285,
0.012421611696481705,
-0.0199753250926733,
0.043604977428913116,
0.01071592140942812,
-0.05013089254498482,
-0.02852327935397625,
0.015054645016789436,
0.038258910179138184,
0.03693754971027374,
-0.04785603657364845,
0.030320053920149803,
0.0062880381010472775,
-0.04251731559634209,
-0.016002416610717773,
0.002038125414401293,
0.035985201597213745,
-0.07686159014701843,
-0.04844699427485466,
0.015868021175265312,
-0.06042104214429855,
0.018701044842600822,
-0.03322271257638931,
0.004020226653665304,
0.019704241305589676,
0.019884593784809113,
0.02982892096042633,
0.0025225472636520863,
-0.033789150416851044,
0.0002926448651123792,
0.00765581289306283,
0.008135688491165638,
-0.07733212411403656,
0.04668714478611946,
-0.026778610423207283,
0.024807140231132507,
-0.004487637430429459,
-0.009494279511272907,
-0.029361320659518242,
0.04362064227461815,
-0.004540304187685251,
-0.014699907973408699,
-0.012760499492287636,
0.005846075713634491,
-0.03590432181954384,
0.046359430998563766,
-0.0028640504460781813,
0.02167295105755329,
-0.022334830835461617,
0.055644720792770386,
-0.045283619314432144,
-0.011727441102266312,
-0.024602320045232773,
0.011827217414975166,
-0.028381405398249626,
-0.003269400680437684,
-0.015273576602339745,
-0.046975258737802505,
0.017819801345467567,
0.042243681848049164,
0.026469821110367775,
0.006430760957300663,
-0.02900419570505619,
0.013582408428192139,
0.004372708965092897,
-0.04522642493247986,
-0.003915437497198582,
-0.018951503559947014,
-0.03065565414726734,
-0.002756902715191245,
0.045716293156147,
0.029015567153692245,
-0.04820011556148529,
-0.06997816264629364,
0.03277307003736496,
0.0262166578322649,
0.003840858116745949,
-0.003106275573372841,
0.023707125335931778,
0.0358160175383091,
0.05347982048988342,
-0.02838326059281826,
-0.0024157881271094084,
-0.02514728531241417,
-0.01992073655128479,
0.03172740712761879,
-0.008943242952227592,
0.033212531358003616,
0.018811309710144997,
-0.04540129005908966,
-0.019689315930008888,
0.06318650394678116,
0.027995068579912186,
0.00805636029690504,
0.006965587846934795,
-0.012329847551882267,
0.020650304853916168,
0.02658553421497345,
-0.0733674168586731,
0.0024103219620883465,
0.038645870983600616,
-0.04087626934051514,
0.06638967990875244,
-0.02232205495238304,
0.03950805217027664,
0.04930189251899719,
-0.0031650252640247345,
-0.016491588205099106,
0.058401793241500854,
-0.030641397461295128,
-0.013703656382858753,
0.058594588190317154,
-0.05955665558576584,
-0.0087165841832757,
-0.023176144808530807,
0.06052161008119583,
-0.07265445590019226,
0.05322753265500069,
0.05732002481818199,
0.02917376533150673,
0.006903172470629215,
-0.037808410823345184,
-0.03135998174548149,
0.0388803631067276,
-0.030110232532024384,
0.07527296245098114,
0.025475546717643738,
-0.04582745581865311,
0.08919176459312439,
0.015422491356730461,
-0.07121266424655914,
0.04379066824913025,
0.04394237697124481,
0.010213708505034447,
0.031559478491544724,
0.056715283542871475,
-0.04350576922297478,
0.026621734723448753,
-0.04813753813505173,
0.027254939079284668,
-0.06808139383792877,
-0.007181774824857712,
0.011022351682186127,
-0.01813921146094799,
-0.01926109567284584,
0.022997219115495682,
-0.03882869705557823,
0.024484504014253616,
0.022425079718232155,
-0.055358417332172394,
-0.026703916490077972,
0.005891349166631699,
0.04541737213730812,
-0.021280648186802864,
0.0023766369558870792,
-0.01876159757375717,
0.019379766657948494,
0.027215993031859398,
0.01859656535089016,
-0.06542865186929703,
0.001917055924423039,
0.03445088118314743,
-0.05558281019330025,
-0.019943533465266228,
0.01655084639787674,
0.0026579119730740786,
-0.034550271928310394,
0.042177580296993256,
0.025815898552536964,
0.004302555695176125,
0.0355389304459095,
-0.027226319536566734,
0.030349569395184517,
-0.043407611548900604,
-0.0034754183143377304,
0.00652336748316884,
0.00798548012971878,
0.016322029754519463,
-0.01339389756321907,
0.016335077583789825,
0.0231650248169899,
0.057019948959350586,
0.008581101894378662,
-0.04475819692015648,
-0.005297387018799782,
0.021997205913066864,
-0.039712075144052505,
0.006902158726006746,
-0.024625232443213463,
-0.06431767344474792,
-0.0363391637802124,
-0.01709860935807228,
-0.005024179350584745,
0.01807119883596897,
-0.024480333551764488,
0.0038311388343572617,
0.04531572014093399,
-0.025149039924144745,
-0.04348863288760185,
-0.0751538872718811,
-0.018571630120277405,
-0.0244316216558218,
0.007735537830740213,
0.02097358927130699,
-0.025914058089256287,
0.030512375757098198,
-0.044171858578920364,
-0.05654556304216385,
0.06258346140384674,
0.02214984968304634,
-0.02451024018228054,
0.055848635733127594,
0.03210146725177765,
-0.03398561105132103,
0.009410756640136242,
0.058129165321588516,
-0.05936802551150322,
0.01963084004819393,
-0.014468557201325893,
0.017146596685051918,
0.024893587455153465,
0.03305121883749962,
-0.015327959321439266,
-0.026480820029973984,
-0.0504055917263031,
-0.046783868223428726,
-0.028369178995490074,
-0.014592034742236137,
0.06563356518745422
] |
bert-large-cased-whole-word-masking | [
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 2,316 | 2020-05-12T21:40:32Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-ZH
* source languages: sv
* target languages: cmn,cn,yue,ze_zh,zh_cn,zh_CN,zh_HK,zh_tw,zh_TW,zh_yue,zhs,zht,zh
* OPUS readme: [sv-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| bible-uedin.sv.zh | 24.2 | 0.342 |
| [
-0.020853424444794655,
-0.03225753456354141,
-0.0009497338905930519,
0.049584999680519104,
0.021560141816735268,
0.017497222870588303,
-0.0008081396226771176,
-0.009995290078222752,
-0.04078751802444458,
0.053128067404031754,
0.00943820271641016,
-0.00923441257327795,
0.016543736681342125,
0.05197661370038986,
-0.030092410743236542,
-0.032360296696424484,
-0.009190467186272144,
0.004706232808530331,
-0.05610136315226555,
-0.005528009496629238,
0.005384842399507761,
0.012836248613893986,
-0.034822285175323486,
0.03517545759677887,
-0.02387644536793232,
0.0066413553431630135,
-0.0054823425598442554,
0.019458124414086342,
0.027215387672185898,
-0.07425082474946976,
-0.008928199298679829,
-0.026657050475478172,
-0.02823607064783573,
-0.022090774029493332,
-0.02877313829958439,
0.023076822981238365,
0.011349998414516449,
0.011573768220841885,
0.07585007697343826,
0.0666852742433548,
-0.015752017498016357,
0.0026011019945144653,
-0.00874574575573206,
-0.02494245208799839,
0.04172856733202934,
0.010056810453534126,
-0.024506118148565292,
-0.023853329941630363,
0.028473462909460068,
-0.022319748997688293,
-0.04620765149593353,
-0.056254833936691284,
-0.02037828601896763,
0.03260006383061409,
-0.017611932009458542,
-0.01217358373105526,
-0.09840327501296997,
-0.012249159626662731,
0.06465566903352737,
-0.0637749433517456,
-0.0282619409263134,
0.014810518361628056,
-0.05993436276912689,
0.010370560921728611,
0.048043765127658844,
-0.03795532137155533,
-0.00796416774392128,
-0.04977733641862869,
0.043622203171253204,
-0.03451332822442055,
0.03559965267777443,
-0.030363615602254868,
0.012755814008414745,
-0.07903736084699631,
-0.043348170816898346,
-0.01022061612457037,
0.026919135823845863,
0.04607859626412392,
-0.04715842381119728,
0.05425892770290375,
0.0382876954972744,
-0.014350230805575848,
0.033591579645872116,
-0.009669605642557144,
-0.01831485889852047,
0.04279815033078194,
-0.028063759207725525,
-0.001422234228812158,
0.0074914428405463696,
0.06180747225880623,
-0.0333905890583992,
-0.03636923432350159,
-0.010984589345753193,
-0.025831565260887146,
-0.01366440113633871,
0.022074425593018532,
0.056779295206069946,
-0.029364479705691338,
0.0007738976855762303,
0.04953967034816742,
0.02135755680501461,
0.04581364989280701,
0.001517180586233735,
0.06943386793136597,
-0.031335823237895966,
-0.006269101053476334,
-0.012654894962906837,
-0.03270752727985382,
-0.06951495260000229,
0.0034432238899171352,
0.031170275062322617,
-0.03403431177139282,
-0.010085002519190311,
0.038864731788635254,
0.03733620047569275,
-0.026140157133340836,
0.06586862355470657,
-0.03115549124777317,
-0.0499667152762413,
-0.05585271492600441,
0.0576762929558754,
0.018528778105974197,
0.015457057394087315,
0.01943974196910858,
-0.057381097227334976,
0.02185811847448349,
-0.05072064325213432,
-0.051612481474876404,
0.011154859326779842,
0.03357527405023575,
-0.023975327610969543,
0.038483764976263046,
0.027769070118665695,
-0.06197453662753105,
0.017521025612950325,
-0.014296799898147583,
-0.04515604302287102,
0.0698140487074852,
0.044337209314107895,
0.09307636320590973,
-0.04575861617922783,
-0.032733283936977386,
-0.0011816129554063082,
0.006738908588886261,
-0.038598429411649704,
0.016981594264507294,
-0.007872533984482288,
-0.02632344700396061,
-0.022263018414378166,
-0.024695510044693947,
0.05704771727323532,
-0.03637423366308212,
-0.01703868806362152,
0.05918342247605324,
-0.009523303247988224,
0.02643648535013199,
-0.02811247669160366,
0.006827845238149166,
0.01136109884828329,
-0.02356596104800701,
-0.024858994409441948,
0.03500565513968468,
-0.00005157961277291179,
0.0013697082176804543,
-0.038886770606040955,
-0.051868632435798645,
0.018209349364042282,
0.08233168721199036,
-0.024086851626634598,
-0.0286762285977602,
-0.03222879767417908,
0.001697904895991087,
0.04276997968554497,
0.016220325604081154,
-0.02903965674340725,
0.041149482131004333,
0.05713142082095146,
0.016960090026259422,
-0.0008467657025903463,
0.07486795634031296,
0.02242702804505825,
-0.016942530870437622,
-0.0023525601718574762,
0.015127692371606827,
0.03377414867281914,
-0.01724153384566307,
0.0033415653742849827,
0.051412537693977356,
0.012765894643962383,
-0.028864696621894836,
-0.01901875250041485,
0.06049150973558426,
0.005939367692917585,
0.005229993257671595,
0.01304531004279852,
-0.021969707682728767,
-0.01703069917857647,
0.05799748748540878,
-0.011043226346373558,
-0.026417763903737068,
-0.03649625554680824,
-0.02287530153989792,
-0.00048818765208125114,
0.052391115576028824,
0.030858222395181656,
0.04898325353860855,
-0.008873583748936653,
0.1026458814740181,
-0.025432337075471878,
0.006970660295337439,
-0.018688403069972992,
-0.0466671884059906,
0.009584689512848854,
0.06487730890512466,
0.01826825924217701,
0.042641665786504745,
0.0013952329754829407,
-0.041676633059978485,
0.026640500873327255,
0.05717066302895546,
0.05207597836852074,
0.013824814930558205,
-0.0369168221950531,
-0.017289623618125916,
0.019974472001194954,
0.039502233266830444,
-0.05193011090159416,
-0.06518946588039398,
0.026637256145477295,
0.058752886950969696,
-0.05054793879389763,
0.019578171893954277,
-0.028422392904758453,
0.02582344226539135,
-0.042565569281578064,
-0.040201280266046524,
0.04058761149644852,
0.023892883211374283,
-0.01753660850226879,
0.027503851801156998,
0.013357500545680523,
-0.012948454357683659,
0.027517614886164665,
0.009428596124053001,
0.010703551582992077,
-0.030050911009311676,
0.013164056465029716,
0.028975382447242737,
0.056673333048820496,
-0.026694510132074356,
0.0290191862732172,
-0.021807929500937462,
0.002839485416188836,
0.031481653451919556,
-0.07749943435192108,
0.011736747808754444,
0.03751736879348755,
0.011685906909406185,
-0.029311060905456543,
0.009310788474977016,
0.008019751869142056,
0.01770039089024067,
0.06608428806066513,
0.0012411819770932198,
0.05500275641679764,
0.008201241493225098,
0.069005586206913,
0.08737850189208984,
0.008855477906763554,
0.03500102832913399,
0.03441488370299339,
0.08861461281776428,
-0.013510686345398426,
-0.002214547712355852,
0.05408376455307007,
-0.03659869730472565,
0.02088279090821743,
-0.046980105340480804,
0.03785521909594536,
0.023150963708758354,
-0.008424301631748676,
0.028163203969597816,
0.006092017516493797,
-0.016725318506360054,
0.012447013519704342,
-0.014197682961821556,
-0.02420891635119915,
0.04415685310959816,
0.012479919008910656,
-0.001320203416980803,
0.012504257261753082,
-0.012587474659085274,
0.011634117923676968,
-0.07582328468561172,
-0.07194620370864868,
0.011336175724864006,
-0.032224204391241074,
0.0010518385097384453,
-0.051951128989458084,
-0.016480468213558197,
-0.06365617364645004,
-0.021878479048609734,
0.03540695086121559,
0.0009941214229911566,
-0.0036259666085243225,
-0.021581050008535385,
0.027413371950387955,
-0.02810933254659176,
-0.02753334864974022,
-0.03042869083583355,
-0.03633096069097519,
-0.03266390040516853,
-0.08103454858064651,
0.04471495375037193,
0.005770816933363676,
0.026520567014813423,
-0.008566003292798996,
0.023745469748973846,
-0.008469187654554844,
-0.017287716269493103,
0.07725772261619568,
0.057395678013563156,
-0.027042467147111893,
-0.02555791847407818,
0.0502391941845417,
-0.03407033160328865,
0.004632858093827963,
-0.027276966720819473,
-0.020135050639510155,
0.062193192541599274,
0.0659925788640976,
0.01727415807545185,
0.008974377065896988,
-0.022478297352790833,
-0.0545077845454216,
-0.053265530616045,
-0.03707314282655716,
-0.04528552666306496,
-0.013785431161522865,
-0.022582899779081345,
-0.05708944797515869,
-0.03486013412475586,
-0.03196520730853081,
-0.011960815638303757,
-0.03425391763448715,
0.018910272046923637,
0.03659326210618019,
0.03869073837995529,
0.04617901146411896,
0.039762161672115326,
-0.055822160094976425,
-0.018267929553985596,
0.0766390785574913,
0.011572304181754589,
0.02300470881164074,
-0.05018839240074158,
-0.015385856851935387,
0.05164404585957527,
0.01785256713628769,
0.00006222796946531162,
0.018086377531290054,
0.08092868328094482,
-0.0073216562159359455,
-0.001497188350185752,
0.008283186703920364,
-0.004829114768654108,
-0.0056237513199448586,
-0.0026747481897473335,
-0.00745280971750617,
-0.031356122344732285,
-0.019620342180132866,
-0.011817395687103271,
0.01787152700126171,
0.052198875695466995,
-0.060012031346559525,
-0.034031644463539124,
-0.006618167739361525,
0.03355122730135918,
-0.0031619006767868996,
0.025250010192394257,
-0.012498527765274048,
0.028756294399499893,
-0.044968124479055405,
-0.024911100044846535,
0.002127324929460883,
0.003988263662904501,
0.007135783322155476,
0.05605729669332504,
0.03522367775440216,
-0.036772873252630234,
0.03347288444638252,
0.031491395086050034,
0.06162853166460991,
0.013472374528646469,
-0.04860803484916687,
0.010923665948212147,
-0.03022274747490883,
0.021510137245059013,
0.0003791073977481574,
-0.020561322569847107,
-0.04377009719610214,
-0.07594997435808182,
0.008566404692828655,
0.028651734814047813,
-0.03279143199324608,
0.009983447380363941,
0.029524412006139755,
-0.05668703094124794,
0.010753150098025799,
0.007411007769405842,
0.02175481617450714,
0.05756737291812897,
-0.05716966837644577,
0.06411375105381012,
-0.009015537798404694,
0.026149030774831772,
-0.06609854847192764,
0.012362838722765446,
-0.006499082315713167,
-0.03395896777510643,
0.02851874567568302,
0.06176857650279999,
0.017994467169046402,
0.039253946393728256,
0.07990448921918869,
0.04713279381394386,
-0.02881225198507309,
0.03230331093072891,
0.024921728298068047,
0.005523807369172573,
-0.06755075603723526,
-0.0072045582346618176,
-0.005517974495887756,
-0.04472258687019348,
-0.007757442072033882,
-0.016493363305926323,
0.006269052159041166,
0.01599186658859253,
-0.002852422883734107,
-0.02481449767947197,
-0.0032067520078271627,
-0.03217802196741104,
-0.02853800542652607,
-0.05782241001725197,
-0.030399829149246216,
-0.00811627134680748,
-0.005427903030067682,
0.037169817835092545,
0.05022916570305824,
-0.002558640670031309,
0.04129892215132713,
0.049232449382543564,
-0.025993943214416504,
-0.016754042357206345,
0.01258120033890009,
0.02363591454923153,
-0.022673262283205986,
-0.040053680539131165,
-0.03927076607942581,
0.05103608965873718,
0.038409046828746796,
-0.02643381431698799,
-0.08352289348840714,
0.021855797618627548,
0.06852839887142181,
-0.024663690477609634,
0.06033853441476822,
-0.000744555436540395,
0.052585165947675705,
0.05977877974510193,
-0.02775646559894085,
0.01654925011098385,
-0.03042888641357422,
0.013404943980276585,
-0.005280198063701391,
0.035461291670799255,
-0.03894868493080139,
-0.03306666389107704,
-0.08048742264509201,
0.010599127039313316,
0.030192503705620766,
0.07454370707273483,
0.03604034706950188,
-0.033694639801979065,
-0.05231346935033798,
-0.01663801074028015,
0.03943217545747757,
-0.059716857969760895,
-0.011398978531360626,
0.0271296426653862,
0.041317932307720184,
-0.04780635982751846,
-0.039837077260017395,
-0.028152383863925934,
0.003973862621933222,
0.03399725630879402,
-0.00858691893517971,
-0.014675450511276722,
-0.04665780067443848,
0.0411360003054142,
-0.0028380448929965496,
-0.043089788407087326,
-0.10236236453056335,
0.016445105895400047,
-0.04054439812898636,
0.005349475424736738,
0.054669104516506195,
0.02554689161479473,
0.040822967886924744,
0.0601777546107769,
0.007467703893780708,
0.03270053118467331,
-0.040620408952236176,
0.03164775297045708,
-0.03389804810285568,
0.005453987512737513,
0.014931133016943932,
-0.03645261004567146,
-0.026965109631419182,
-0.039100438356399536,
-0.039083082228899,
-0.026552746072411537,
-0.01835041679441929,
0.03792247548699379,
-0.03338402509689331,
0.0009881089208647609,
-0.015113012865185738,
0.03138316422700882,
-0.021369675174355507,
-0.01814221404492855,
-0.005699335131794214,
-0.048463113605976105,
-0.08180229365825653,
-0.052004747092723846,
0.02211221307516098,
0.024271219968795776,
0.0030188108794391155,
0.03401477634906769,
0.021053582429885864,
0.018730683252215385,
0.004955414216965437,
-0.02280844748020172,
0.048082105815410614,
0.01738140545785427,
-0.047718945890665054,
-0.03475465998053551,
0.004706732463091612,
0.02681049518287182,
0.028122909367084503,
-0.052730053663253784,
0.02667420729994774,
0.007956498302519321,
-0.0355558916926384,
-0.010344833135604858,
0.0005836653872393072,
0.023153765127062798,
-0.08177102357149124,
-0.05421071872115135,
0.00884390901774168,
-0.05234482139348984,
0.023232154548168182,
-0.025031372904777527,
0.0024333910550922155,
0.015544903464615345,
0.01906266249716282,
0.024037456139922142,
-0.0034686040598899126,
-0.04085187613964081,
0.005667668301612139,
-0.004413285292685032,
0.006067837588489056,
-0.07490341365337372,
0.04218517243862152,
-0.040598344057798386,
0.026674434542655945,
-0.002913090167567134,
-0.008710457012057304,
-0.04062197729945183,
0.02425503171980381,
-0.006373383104801178,
-0.00988225731998682,
-0.005963571835309267,
0.004010137636214495,
-0.040812984108924866,
0.053412411361932755,
-0.001111912657506764,
0.0258491188287735,
-0.02092730812728405,
0.052346371114254,
-0.04191109538078308,
-0.0163983553647995,
-0.02808206155896187,
0.009510315023362637,
-0.039504051208496094,
-0.004511632956564426,
-0.026457468047738075,
-0.039267655462026596,
0.00886506587266922,
0.04057089984416962,
0.03667662292718887,
0.009276444092392921,
-0.024097444489598274,
0.013641632162034512,
0.007703316397964954,
-0.04437217116355896,
0.005325064063072205,
-0.021174903959035873,
-0.024953054264187813,
-0.0010600866517052054,
0.041297245770692825,
0.03476584702730179,
-0.04393469914793968,
-0.06865165382623672,
0.03160621598362923,
0.024808915331959724,
-0.00620913365855813,
0.0035667764022946358,
0.02316521666944027,
0.03247245028614998,
0.056911401450634,
-0.030158057808876038,
0.00031908645178191364,
-0.031943704932928085,
-0.013875660486519337,
0.028885455802083015,
-0.006663077976554632,
0.0310645904392004,
0.016149448230862617,
-0.03559000417590141,
-0.020115332677960396,
0.06281973421573639,
0.02655542828142643,
0.017444273456931114,
-0.007311983499675989,
-0.006839788053184748,
0.027317985892295837,
0.01666073687374592,
-0.0672682598233223,
0.0035063002724200487,
0.04274269565939903,
-0.039822034537792206,
0.07635819166898727,
-0.017925072461366653,
0.042811788618564606,
0.049392521381378174,
-0.005543962121009827,
-0.023610420525074005,
0.046199969947338104,
-0.035158250480890274,
-0.02042073756456375,
0.05416809394955635,
-0.05540866032242775,
-0.010860067792236805,
-0.028122272342443466,
0.06287192553281784,
-0.07235075533390045,
0.05309043452143669,
0.06553720682859421,
0.035005729645490646,
0.00974813848733902,
-0.040462132543325424,
-0.03597257658839226,
0.04219966381788254,
-0.040061287581920624,
0.07004287093877792,
0.010560600087046623,
-0.05261014774441719,
0.07768150418996811,
0.010101022198796272,
-0.07107660174369812,
0.04439753293991089,
0.037323977798223495,
0.01429988443851471,
0.036836616694927216,
0.05522932484745979,
-0.04817602038383484,
0.020847342908382416,
-0.05919719859957695,
0.023725010454654694,
-0.06485894322395325,
0.0003247296845074743,
0.015057486481964588,
-0.018486274406313896,
-0.016972463577985764,
0.021088462322950363,
-0.010991045273840427,
0.02432061918079853,
0.021966055035591125,
-0.05808992311358452,
-0.026229478418827057,
0.014539312571287155,
0.04502293840050697,
-0.015240417793393135,
0.014379527419805527,
-0.00972729828208685,
0.012520579621195793,
0.023694399744272232,
0.015044883824884892,
-0.05864756181836128,
0.002631817013025284,
0.0393020436167717,
-0.06440213322639465,
-0.0325944758951664,
0.005452124867588282,
0.010054192505776882,
-0.029738394543528557,
0.0361751951277256,
0.011453661136329174,
0.01016044057905674,
0.03891509771347046,
-0.008018997497856617,
0.0343284085392952,
-0.049623556435108185,
-0.0124520193785429,
0.011321968398988247,
0.0019908291287720203,
0.014776934869587421,
-0.016052817925810814,
0.017294058576226234,
0.027037980034947395,
0.05756508186459541,
0.015472667291760445,
-0.04167204722762108,
-0.012286640703678131,
0.02997901663184166,
-0.04180258885025978,
0.019530052319169044,
-0.01615603268146515,
-0.07104028016328812,
-0.02898605726659298,
-0.021683594211935997,
-0.0021130037494003773,
0.02052801474928856,
-0.023727281019091606,
-0.004423642065376043,
0.0504479743540287,
-0.024862131103873253,
-0.03973505645990372,
-0.06337760388851166,
-0.023953160271048546,
-0.023318296298384666,
0.012328597716987133,
0.021316608414053917,
-0.02350940741598606,
0.026886658743023872,
-0.05481099709868431,
-0.06595835834741592,
0.05319878086447716,
0.01279546320438385,
-0.022387254983186722,
0.05510983243584633,
0.03160599246621132,
-0.034494344145059586,
0.01365849282592535,
0.057926811277866364,
-0.05114288628101349,
0.017209844663739204,
-0.0029385252855718136,
0.02489973045885563,
0.026046859100461006,
0.029486237093806267,
-0.0012209730921313167,
-0.020653437823057175,
-0.05628160759806633,
-0.05165724828839302,
-0.02924337424337864,
-0.01423290278762579,
0.05726112052798271
] |
bert-large-cased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 388,769 | 2020-04-29T13:52:29Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-af
* source languages: sv
* target languages: af
* OPUS readme: [sv-af](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-af/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-af/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-af/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-af/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.af | 44.4 | 0.623 |
| [
-0.01646343059837818,
-0.032250016927719116,
-0.001705040456727147,
0.040604546666145325,
0.028176208958029747,
0.022241581231355667,
0.0016488838009536266,
-0.0018168243113905191,
-0.05021768808364868,
0.05401906371116638,
0.009408470243215561,
-0.007126869633793831,
0.012568837963044643,
0.04770704731345177,
-0.034603241831064224,
-0.03247959911823273,
-0.01377971563488245,
0.010499282740056515,
-0.0350605845451355,
-0.0044432589784264565,
0.0011444676201790571,
0.003626939607784152,
-0.03406136855483055,
0.036947693675756454,
-0.015882065519690514,
0.0057151722721755505,
-0.02185690775513649,
0.011830109171569347,
0.019634559750556946,
-0.07310225814580917,
-0.007254815194755793,
-0.018867284059524536,
-0.03412064164876938,
-0.01671801321208477,
-0.021314557641744614,
0.03219667077064514,
0.011416446417570114,
0.022031130269169807,
0.07265769690275192,
0.059485748410224915,
-0.00797183159738779,
0.002547966782003641,
-0.007505322340875864,
-0.022782910615205765,
0.04119010269641876,
0.010086164809763432,
-0.03014496900141239,
-0.03239813074469566,
0.022117428481578827,
-0.03388982638716698,
-0.04928544908761978,
-0.05347622558474541,
-0.021636294201016426,
0.03576735407114029,
-0.012048442848026752,
-0.006111225578933954,
-0.09664823114871979,
-0.007416340988129377,
0.06157488003373146,
-0.05804027244448662,
-0.0261624064296484,
0.014499291777610779,
-0.04894886165857315,
0.008708586916327477,
0.05125290900468826,
-0.0365605503320694,
-0.011256290599703789,
-0.04917960986495018,
0.04395763576030731,
-0.029951006174087524,
0.036557067185640335,
-0.025068117305636406,
0.022496134042739868,
-0.07307709753513336,
-0.04612589254975319,
-0.008555633015930653,
0.022535035386681557,
0.055956557393074036,
-0.04163325950503349,
0.05372733250260353,
0.03963904827833176,
-0.01376632321625948,
0.023337744176387787,
-0.010276940651237965,
-0.011289700865745544,
0.04111118242144585,
-0.030379118397831917,
0.004586115013808012,
0.005546969827264547,
0.04849408194422722,
-0.04197791963815689,
-0.030778292566537857,
-0.011564039625227451,
-0.03212419152259827,
-0.009091316722333431,
0.02838815562427044,
0.058504071086645126,
-0.03646622598171234,
-0.00008661341416882351,
0.04226899892091751,
0.019423995167016983,
0.04494026303291321,
0.0009442757582291961,
0.06603443622589111,
-0.027674831449985504,
-0.005437685642391443,
-0.022846795618534088,
-0.028811179101467133,
-0.06018636375665665,
0.008530056104063988,
0.029376566410064697,
-0.03998253867030144,
-0.0024292333982884884,
0.04799019917845726,
0.03559049218893051,
-0.030624432489275932,
0.06917767226696014,
-0.03142885863780975,
-0.0428665466606617,
-0.05473291873931885,
0.05708228424191475,
0.019718393683433533,
0.011583109386265278,
0.020595401525497437,
-0.05034644156694412,
0.023197712376713753,
-0.029466362670063972,
-0.03801460191607475,
0.012898856773972511,
0.029419736936688423,
-0.022355392575263977,
0.03860638290643692,
0.03220278024673462,
-0.06166885420680046,
0.02123764529824257,
-0.011080319993197918,
-0.04296593740582466,
0.05476515367627144,
0.04748351126909256,
0.09183478355407715,
-0.048636872321367264,
-0.033179279416799545,
0.01541373785585165,
0.00908330176025629,
-0.03416579216718674,
0.012579976581037045,
0.00020137200772296637,
-0.026633435860276222,
-0.02215021289885044,
-0.02093036100268364,
0.05133616179227829,
-0.04741203412413597,
-0.018388858065009117,
0.05862051621079445,
-0.022083787247538567,
0.02851715497672558,
-0.022643525153398514,
0.003473066259175539,
0.010933030396699905,
-0.024034226313233376,
-0.026108987629413605,
0.02893085964024067,
0.0032002765219658613,
0.0019101263023912907,
-0.029835494235157967,
-0.057005107402801514,
0.021860670298337936,
0.08410868048667908,
-0.025417832657694817,
-0.028416892513632774,
-0.02553657814860344,
0.001859553623944521,
0.04099412262439728,
0.01848168484866619,
-0.024288056418299675,
0.03631182760000229,
0.05320939049124718,
0.012737044133245945,
0.006723517086356878,
0.07441753149032593,
0.0222356878221035,
-0.014400284737348557,
-0.006526768207550049,
0.02132219448685646,
0.030195629224181175,
-0.017461098730564117,
0.0009271993767470121,
0.04155197739601135,
0.016448745504021645,
-0.014660556800663471,
-0.022769302129745483,
0.058391720056533813,
0.0022671762853860855,
0.007762916851788759,
0.011129018850624561,
-0.022198447957634926,
-0.012854858301579952,
0.04561439901590347,
-0.009919676929712296,
-0.01904350332915783,
-0.0447377972304821,
-0.02544422075152397,
0.011398139409720898,
0.03624681755900383,
0.02385585941374302,
0.0511176772415638,
-0.013905867002904415,
0.10953450202941895,
-0.029507232829928398,
0.01010159496217966,
-0.019082574173808098,
-0.04048330336809158,
0.016034873202443123,
0.06127049773931503,
0.021243786439299583,
0.04028751328587532,
-0.0024955030530691147,
-0.0516262948513031,
0.02984883077442646,
0.06616943329572678,
0.04942512884736061,
0.01112097967416048,
-0.042824964970350266,
-0.010645722039043903,
0.0174629595130682,
0.04015912488102913,
-0.03793542459607124,
-0.06332267820835114,
0.0212412066757679,
0.06918493658304214,
-0.03937244042754173,
0.03186234086751938,
-0.03229132667183876,
0.026669537648558617,
-0.038536619395017624,
-0.044638682156801224,
0.04419168829917908,
0.028418663889169693,
-0.013593107461929321,
0.027905194088816643,
0.011314871720969677,
-0.00818635243922472,
0.0241919606924057,
0.008375904522836208,
0.003473808988928795,
-0.024934787303209305,
0.012242836877703667,
0.018567277118563652,
0.06153653934597969,
-0.03243906423449516,
0.03331264480948448,
-0.024478072300553322,
-0.00010261833813274279,
0.030240541324019432,
-0.07274886220693588,
0.018458176404237747,
0.047116804867982864,
0.011406837962567806,
-0.022711582481861115,
0.00833149440586567,
0.0057430872693657875,
0.019196979701519012,
0.07282901555299759,
0.009240823797881603,
0.056371696293354034,
0.01977549120783806,
0.0644293874502182,
0.09197913855314255,
0.014353311620652676,
0.033917512744665146,
0.041874196380376816,
0.08858078718185425,
-0.00887252576649189,
-0.00754346139729023,
0.04552473500370979,
-0.04581661522388458,
0.023883624002337456,
-0.03939898684620857,
0.0325218066573143,
0.019194336608052254,
0.00020314395078457892,
0.027039572596549988,
0.003600517986342311,
-0.01907796412706375,
0.00797007791697979,
-0.014978514052927494,
-0.021130671724677086,
0.048428844660520554,
0.011917304247617722,
0.010639509186148643,
0.00966720748692751,
-0.0007976444903761148,
0.018919900059700012,
-0.06837537884712219,
-0.07086451351642609,
0.01794503442943096,
-0.03612757846713066,
0.0015996150905266404,
-0.05978255718946457,
-0.014340038411319256,
-0.06684042513370514,
-0.025153527036309242,
0.0405745767056942,
0.0032043661922216415,
-0.007799765095114708,
-0.02392205409705639,
0.00687352055683732,
-0.035008035600185394,
-0.029263967648148537,
-0.03514745086431503,
-0.03463427349925041,
-0.04032031074166298,
-0.07649261504411697,
0.044342733919620514,
0.01192089356482029,
0.025208722800016403,
-0.020823350176215172,
0.015059997327625751,
-0.008624169044196606,
-0.014875260181725025,
0.08146998286247253,
0.054352402687072754,
-0.025208882987499237,
-0.024847932159900665,
0.05310870334506035,
-0.03623982146382332,
-0.004919450264424086,
-0.023789554834365845,
-0.019818993285298347,
0.07091154158115387,
0.05172278732061386,
0.019752882421016693,
0.006108968518674374,
-0.02740170620381832,
-0.05879377946257591,
-0.06338393688201904,
-0.03975989669561386,
-0.04460902139544487,
-0.013133795000612736,
-0.022656720131635666,
-0.05863320454955101,
-0.037121910601854324,
-0.02840236946940422,
-0.0052177938632667065,
-0.028522903099656105,
0.019752059131860733,
0.02997763268649578,
0.03962448984384537,
0.03958449512720108,
0.03249798342585564,
-0.044920675456523895,
-0.03267892450094223,
0.08089061081409454,
0.008464855141937733,
0.005331580061465502,
-0.047318484634160995,
-0.014630340039730072,
0.05240337923169136,
0.012152619659900665,
0.005273277405649424,
0.01486536581069231,
0.08229539543390274,
-0.003379081841558218,
0.0037588763516396284,
0.013831689022481441,
-0.005472538527101278,
-0.004761272110044956,
-0.005352451000362635,
-0.014173964969813824,
-0.04111699387431145,
-0.022159870713949203,
-0.019023388624191284,
0.015486038289964199,
0.04700341448187828,
-0.06682444363832474,
-0.02733333595097065,
-0.004856043495237827,
0.03496026247739792,
0.010036572813987732,
0.02271561324596405,
-0.010249701328575611,
0.01594981551170349,
-0.04572226107120514,
-0.027229221537709236,
0.001889512175694108,
0.011378113180398941,
0.00038918486097827554,
0.055987291038036346,
0.03233367204666138,
-0.031245198100805283,
0.051989443600177765,
0.024823274463415146,
0.06399888545274734,
0.015772834420204163,
-0.040976133197546005,
0.024924470111727715,
-0.03018331713974476,
0.020011311396956444,
-0.0004643112770281732,
-0.026693692430853844,
-0.04777999594807625,
-0.07654079049825668,
0.004090890288352966,
0.02517196536064148,
-0.03341206535696983,
0.01728547364473343,
0.03297936171293259,
-0.05092230066657066,
0.006899083498865366,
0.0007940364303067327,
0.01998237334191799,
0.050855234265327454,
-0.05731946602463722,
0.06357095390558243,
-0.010622289031744003,
0.024676088243722916,
-0.060135625302791595,
0.012712288647890091,
-0.008458830416202545,
-0.042518336325883865,
0.03600359335541725,
0.058635931462049484,
0.009879378601908684,
0.046738069504499435,
0.08102472126483917,
0.0530092790722847,
-0.025041494518518448,
0.03282643482089043,
0.03385959938168526,
0.011647989973425865,
-0.06459137052297592,
-0.0019045887747779489,
-0.006752641871571541,
-0.05164988338947296,
-0.003378532128408551,
-0.021467428654432297,
0.01352770533412695,
0.01903291419148445,
-0.005909155588597059,
-0.017959360033273697,
-0.009080597199499607,
-0.03185579925775528,
-0.037034545093774796,
-0.0647352933883667,
-0.029027406126260757,
-0.009907693602144718,
-0.001021926524117589,
0.045844756066799164,
0.04952672868967056,
0.0009310319437645376,
0.047822799533605576,
0.04354073479771614,
-0.023486506193876266,
-0.02243919111788273,
0.012012063525617123,
0.024291621521115303,
-0.018626028671860695,
-0.05062786117196083,
-0.04028131067752838,
0.046528782695531845,
0.04111767187714577,
-0.028577610850334167,
-0.0833120048046112,
0.007089159917086363,
0.06684523820877075,
-0.028326842933893204,
0.05274871364235878,
-0.0018782721599563956,
0.057966168969869614,
0.05695142224431038,
-0.018180010840296745,
0.018023433163762093,
-0.029314344748854637,
0.01917518489062786,
0.0003617517650127411,
0.03390023484826088,
-0.04468291997909546,
-0.03228459134697914,
-0.08964365720748901,
0.011630464345216751,
0.028950000181794167,
0.07788495719432831,
0.04772472381591797,
-0.035958025604486465,
-0.057464104145765305,
-0.009072497487068176,
0.04146707430481911,
-0.05721553787589073,
-0.010019881650805473,
0.0214125644415617,
0.04996552690863609,
-0.04651680961251259,
-0.04235145077109337,
-0.028296194970607758,
-0.00012103562767151743,
0.03488430380821228,
-0.003004904603585601,
-0.01793820410966873,
-0.05268651619553566,
0.04190979152917862,
-0.006171802058815956,
-0.044077467173337936,
-0.11931294202804565,
0.009753177873790264,
-0.03506685048341751,
-0.0036751911975443363,
0.050672054290771484,
0.017090851441025734,
0.03124070167541504,
0.05683780834078789,
0.006145336199551821,
0.023531785234808922,
-0.03768979385495186,
0.02590940147638321,
-0.03502028435468674,
0.005336901638656855,
0.01828267052769661,
-0.02819766290485859,
-0.0295033548027277,
-0.03575662150979042,
-0.04175589606165886,
-0.02164638601243496,
-0.02137759141623974,
0.022132156416773796,
-0.026736825704574585,
0.005092951934784651,
-0.015534574165940285,
0.033097799867391586,
-0.018039122223854065,
-0.014405542053282261,
-0.010946591384708881,
-0.05409291386604309,
-0.08180207014083862,
-0.04047885909676552,
0.02196134254336357,
0.022837545722723007,
0.0157777052372694,
0.036822523921728134,
0.008234221488237381,
0.02153576724231243,
0.008460271172225475,
-0.02705303393304348,
0.04347889497876167,
0.017523007467389107,
-0.04442419484257698,
-0.031961433589458466,
0.008768722414970398,
0.03607141971588135,
0.02136150561273098,
-0.04855543002486229,
0.026415931060910225,
0.002510271966457367,
-0.03485032543540001,
-0.016330482438206673,
-0.0006412207731045783,
0.039597414433956146,
-0.07863426953554153,
-0.051561661064624786,
0.006109708920121193,
-0.05117179825901985,
0.02852819301187992,
-0.018223613500595093,
0.0036987734492868185,
0.02083698660135269,
0.022862520068883896,
0.028760045766830444,
0.0055849854834377766,
-0.04529838263988495,
0.0027005253359675407,
-0.00011984745651716366,
0.0019484518561512232,
-0.07329779863357544,
0.04145987704396248,
-0.04012047126889229,
0.018410785123705864,
-0.008940574713051319,
-0.00423198938369751,
-0.03415963426232338,
0.034480366855859756,
-0.0063483924604952335,
-0.010018602944910526,
-0.015230951830744743,
0.00031044671777635813,
-0.04201691225171089,
0.05401434376835823,
0.002840102417394519,
0.016065267845988274,
-0.02378135360777378,
0.06906111538410187,
-0.038846563547849655,
-0.014880839735269547,
-0.030111083760857582,
0.018714670091867447,
-0.030076762661337852,
-0.007531214039772749,
-0.019618958234786987,
-0.03677007555961609,
0.00929614994674921,
0.04020512476563454,
0.035103894770145416,
0.015615500509738922,
-0.024932485073804855,
0.013249515555799007,
0.015950430184602737,
-0.04880759119987488,
-0.002471762243658304,
-0.01450685691088438,
-0.026324667036533356,
-0.003659686306491494,
0.049634337425231934,
0.03423276171088219,
-0.03929093852639198,
-0.07248374819755554,
0.02098834328353405,
0.024022668600082397,
-0.00983968935906887,
0.004879973363131285,
0.015730690211057663,
0.03864576295018196,
0.05855318158864975,
-0.024208081886172295,
0.006316232495009899,
-0.022348282858729362,
-0.01602310687303543,
0.029332110658288002,
-0.014447948895394802,
0.02707768976688385,
0.0041651432402431965,
-0.046667780727148056,
-0.017220592126250267,
0.06355229765176773,
0.02672581560909748,
0.02111034467816353,
-0.0015117200091481209,
-0.011365220881998539,
0.014103319495916367,
0.022619297727942467,
-0.07049154490232468,
0.010195610113441944,
0.045575398951768875,
-0.03250616043806076,
0.07531749457120895,
-0.02073454111814499,
0.04932911694049835,
0.05346239358186722,
-0.00023815481108613312,
-0.021916484460234642,
0.049453724175691605,
-0.02434459887444973,
-0.029850231483578682,
0.05582321062684059,
-0.055811963975429535,
-0.016735566779971123,
-0.0123241962864995,
0.06476858258247375,
-0.06923739612102509,
0.05519792437553406,
0.05316720902919769,
0.033256880939006805,
0.0015007811598479748,
-0.04023472219705582,
-0.032163772732019424,
0.038192037492990494,
-0.037665992975234985,
0.0784461721777916,
0.024356195703148842,
-0.05327507108449936,
0.07066292315721512,
0.0048407153226435184,
-0.07731758058071136,
0.04003698006272316,
0.03473975509405136,
0.018060393631458282,
0.025835497304797173,
0.05266881361603737,
-0.047013066709041595,
0.024388710036873817,
-0.058210596442222595,
0.016340414062142372,
-0.07259616255760193,
-0.0019470287952572107,
0.018518444150686264,
-0.02188061736524105,
-0.01883586123585701,
0.029131783172488213,
-0.025321651250123978,
0.024022124707698822,
0.01906876638531685,
-0.04993942007422447,
-0.021357793360948563,
0.015298443846404552,
0.034762658178806305,
-0.01924133114516735,
0.021686749532818794,
-0.02339680679142475,
0.019915295764803886,
0.025883091613650322,
0.018321648240089417,
-0.06526340544223785,
0.005010286811739206,
0.026790142059326172,
-0.05656147748231888,
-0.030142633244395256,
0.009671908803284168,
0.006885088514536619,
-0.03210051730275154,
0.03055683709681034,
0.012379064224660397,
-0.0017130515770986676,
0.03864685818552971,
-0.020507322624325752,
0.0415213517844677,
-0.057065680623054504,
-0.003101025242358446,
0.006693885661661625,
0.00009821679850574583,
0.0167183056473732,
-0.01668613590300083,
0.02319205552339554,
0.01884538307785988,
0.05853927880525589,
0.015233310870826244,
-0.04197823628783226,
-0.01159161888062954,
0.03234578296542168,
-0.0332103967666626,
0.016814395785331726,
-0.021327108144760132,
-0.0664239153265953,
-0.03705163672566414,
-0.01483231782913208,
-0.008302347734570503,
0.013468402437865734,
-0.01280123833566904,
0.002766004065051675,
0.053716618567705154,
-0.0311508160084486,
-0.04416356235742569,
-0.07696014642715454,
-0.01133307721465826,
-0.025968555361032486,
0.013356547802686691,
0.021531783044338226,
-0.028449583798646927,
0.025587866082787514,
-0.04842361807823181,
-0.0654568299651146,
0.06130395084619522,
0.01029649656265974,
-0.026028305292129517,
0.05638330057263374,
0.02189883030951023,
-0.030502866953611374,
0.014500784687697887,
0.0590442456305027,
-0.05262970179319382,
0.01857423037290573,
0.002914769109338522,
0.0303658377379179,
0.01359777245670557,
0.026819618418812752,
-0.01788393035531044,
-0.03300978243350983,
-0.05765433609485626,
-0.0556083582341671,
-0.034753914922475815,
-0.008878754451870918,
0.069692462682724
] |
bert-large-uncased-whole-word-masking-finetuned-squad | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"question-answering",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | question-answering | {
"architectures": [
"BertForQuestionAnswering"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 480,510 | 2020-04-29T13:52:41Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-ase
* source languages: sv
* target languages: ase
* OPUS readme: [sv-ase](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-ase/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-ase/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ase/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ase/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.ase | 40.5 | 0.572 |
| [
-0.013531362637877464,
-0.03155975416302681,
0.007620497141033411,
0.031283918768167496,
0.038196664303541183,
0.013799442909657955,
0.0029963082633912563,
0.00021108833607286215,
-0.05424084514379501,
0.053743135184049606,
0.004925841465592384,
-0.004870586097240448,
0.01055233832448721,
0.050339557230472565,
-0.03389487788081169,
-0.02874932810664177,
-0.014744928106665611,
0.015294828452169895,
-0.038199279457330704,
-0.010311094112694263,
-0.000746747013181448,
0.0049698734655976295,
-0.0377238392829895,
0.03472699224948883,
-0.02199534699320793,
0.0022462005726993084,
-0.03265511617064476,
0.00238444609567523,
0.024187099188566208,
-0.071834035217762,
-0.00754714896902442,
-0.018648026511073112,
-0.03702173009514809,
-0.017039673402905464,
-0.025172444060444832,
0.030931688845157623,
0.012138089165091515,
0.012249679304659367,
0.06332613527774811,
0.057401783764362335,
-0.00959243904799223,
0.000016729856724850833,
0.00003865991675411351,
-0.018774133175611496,
0.039141587913036346,
0.006141552701592445,
-0.028365181758999825,
-0.02978231944143772,
0.01584908924996853,
-0.035914938896894455,
-0.04741364344954491,
-0.05412815883755684,
-0.010965149849653244,
0.03300536423921585,
-0.009514939971268177,
-0.007203594781458378,
-0.09287192672491074,
-0.011272991076111794,
0.07116837799549103,
-0.0609964095056057,
-0.03303302824497223,
0.009013461880385876,
-0.04570811986923218,
0.00913372915238142,
0.05500146374106407,
-0.030259011313319206,
-0.007605597842484713,
-0.05246906727552414,
0.041417475789785385,
-0.032535895705223083,
0.03906599059700966,
-0.025011707097291946,
0.022005466744303703,
-0.07782863825559616,
-0.04511623457074165,
-0.0038582845591008663,
0.022215528413653374,
0.05566280707716942,
-0.04490411654114723,
0.05263352766633034,
0.0455910749733448,
-0.02045370638370514,
0.028755515813827515,
-0.00703012989833951,
-0.01791573315858841,
0.03713532164692879,
-0.03602377325296402,
0.010247924365103245,
0.007372661028057337,
0.04478318616747856,
-0.037533506751060486,
-0.03006480447947979,
-0.014386400580406189,
-0.03683903068304062,
-0.016823934391140938,
0.027181627228856087,
0.059709660708904266,
-0.03868236765265465,
0.0021114361006766558,
0.04194338619709015,
0.020486269146203995,
0.039027031511068344,
0.0019991928711533546,
0.0662812739610672,
-0.03029874712228775,
-0.007757904008030891,
-0.015795523300766945,
-0.031514279544353485,
-0.05480470508337021,
0.007883938029408455,
0.026419851928949356,
-0.031403280794620514,
-0.007258680183440447,
0.04120825231075287,
0.03763251379132271,
-0.038138482719659805,
0.06526534259319305,
-0.029110174626111984,
-0.034126538783311844,
-0.043710626661777496,
0.048905353993177414,
0.019076306372880936,
0.014118842780590057,
0.010721847414970398,
-0.03992016986012459,
0.02327042445540428,
-0.029297787696123123,
-0.0377591997385025,
0.011945556849241257,
0.02658248133957386,
-0.021800080314278603,
0.03882560878992081,
0.031101970002055168,
-0.05987977236509323,
0.022624153643846512,
-0.013111118227243423,
-0.04694074019789696,
0.04796423017978668,
0.04487526789307594,
0.08697707206010818,
-0.038014966994524,
-0.025121377781033516,
0.01081978902220726,
0.0022299811244010925,
-0.03167898207902908,
0.00972908828407526,
-0.000014735907825524919,
-0.027892349287867546,
-0.02119016833603382,
-0.02464340440928936,
0.05546950921416283,
-0.04428476840257645,
-0.020903458818793297,
0.06262989342212677,
-0.02175750397145748,
0.025638097897171974,
-0.020640598610043526,
0.0006818724214099348,
0.015316879376769066,
-0.0298834890127182,
-0.03043263405561447,
0.03019830957055092,
-0.000445494893938303,
0.007476754020899534,
-0.0292902160435915,
-0.05523300915956497,
0.01663661189377308,
0.07925693690776825,
-0.024729540571570396,
-0.026043808087706566,
-0.026754021644592285,
0.0038937493227422237,
0.04611183702945709,
0.01882203295826912,
-0.025289861485362053,
0.03608786687254906,
0.057176247239112854,
0.010501599870622158,
0.003715104190632701,
0.06959716230630875,
0.017108825966715813,
-0.01703065074980259,
-0.011902776546776295,
0.015591908246278763,
0.032877009361982346,
-0.021152697503566742,
0.0015231495490297675,
0.037748027592897415,
0.014977632090449333,
-0.010560473427176476,
-0.026945943012833595,
0.06327172368764877,
0.0006925191846676171,
0.010416422970592976,
0.017231840640306473,
-0.023690398782491684,
-0.013650774955749512,
0.05140992999076843,
-0.0032668844796717167,
-0.023154107853770256,
-0.03512563183903694,
-0.031951140612363815,
0.018280982971191406,
0.03329768031835556,
0.024633008986711502,
0.05681861937046051,
-0.012275333516299725,
0.10700469464063644,
-0.020848557353019714,
0.009853188879787922,
-0.020281650125980377,
-0.0380793958902359,
0.01370202749967575,
0.06810218095779419,
0.0206142570823431,
0.04071759805083275,
-0.0022453349083662033,
-0.04653845354914665,
0.03305688500404358,
0.06350675225257874,
0.0456632561981678,
0.005140434019267559,
-0.05593031272292137,
-0.014906599186360836,
0.017756586894392967,
0.03725239261984825,
-0.03374221920967102,
-0.06041446328163147,
0.030304761603474617,
0.06588070094585419,
-0.034664884209632874,
0.02159082144498825,
-0.033483169972896576,
0.02341749332845211,
-0.035280805081129074,
-0.041223037987947464,
0.04697795212268829,
0.024897219613194466,
-0.011105085723102093,
0.021012337878346443,
0.010597645305097103,
-0.014288720674812794,
0.028359076008200645,
0.012939611449837685,
0.0022896304726600647,
-0.027415797114372253,
0.009771885350346565,
0.011208085343241692,
0.055466365069150925,
-0.032519347965717316,
0.03244848549365997,
-0.01909966953098774,
-0.00048816329217515886,
0.021978043019771576,
-0.06430519372224808,
0.016479603946208954,
0.04410352185368538,
0.01650465838611126,
-0.01694803684949875,
0.014310398139059544,
0.010049612261354923,
0.02306109108030796,
0.08040501922369003,
0.011721591465175152,
0.06527789682149887,
0.02391384355723858,
0.0676652193069458,
0.09493531286716461,
0.012268297374248505,
0.031272921711206436,
0.04293317347764969,
0.09613645821809769,
-0.01488399412482977,
-0.005236824508756399,
0.03960675373673439,
-0.05270273983478546,
0.02152032032608986,
-0.031207703053951263,
0.029551897197961807,
0.010174605995416641,
0.0032805907540023327,
0.02886912226676941,
0.006152565591037273,
-0.013091840781271458,
0.010931014083325863,
-0.013565494678914547,
-0.02135046385228634,
0.04496072232723236,
0.01578626036643982,
0.014088292606174946,
0.005969226360321045,
0.004525645170360804,
0.023173676803708076,
-0.06262766569852829,
-0.06970378011465073,
0.014913213439285755,
-0.03979308158159256,
0.005713428370654583,
-0.06443867832422256,
-0.011840482242405415,
-0.06820143014192581,
-0.01624499261379242,
0.03188672289252281,
0.003221553284674883,
-0.00710630277171731,
-0.022548817098140717,
0.00906209647655487,
-0.028964320197701454,
-0.03528224676847458,
-0.039269957691431046,
-0.03743522986769676,
-0.04067009687423706,
-0.07635858654975891,
0.038142651319503784,
0.013119051232933998,
0.022451451048254967,
-0.014964000321924686,
0.013850737363100052,
-0.009281305596232414,
-0.017583748325705528,
0.08581273257732391,
0.0433349534869194,
-0.02215016819536686,
-0.02409432642161846,
0.05590270087122917,
-0.039184700697660446,
-0.0003302236436866224,
-0.020288148894906044,
-0.012189711444079876,
0.06676579266786575,
0.055165745317935944,
0.02337675727903843,
-0.0005636500427499413,
-0.021227775141596794,
-0.04712052270770073,
-0.068070188164711,
-0.04117641970515251,
-0.04522161930799484,
-0.01489621214568615,
-0.027909135445952415,
-0.05560732260346413,
-0.03490034118294716,
-0.026125218719244003,
-0.007679544389247894,
-0.032900504767894745,
0.022672684863209724,
0.04028625413775444,
0.0357748307287693,
0.03584977239370346,
0.0263750571757555,
-0.049280788749456406,
-0.03848285228013992,
0.07993560284376144,
0.0070975543931126595,
0.011279256083071232,
-0.0589122548699379,
-0.01181058119982481,
0.05469304695725441,
0.008250904269516468,
0.009294367395341396,
0.017406033352017403,
0.07828930020332336,
-0.002682720310986042,
-0.0024632280692458153,
0.017893344163894653,
-0.007646115962415934,
-0.006068965420126915,
-0.0027010084595531225,
-0.014299132861196995,
-0.03687535226345062,
-0.029154179617762566,
-0.017072509974241257,
0.019023647531867027,
0.04254143685102463,
-0.0629502460360527,
-0.022595679387450218,
-0.008187235333025455,
0.03762686997652054,
0.012992593459784985,
0.021872352808713913,
-0.007089435122907162,
0.010478075593709946,
-0.047307319939136505,
-0.026421144604682922,
0.0000650060610496439,
0.010033921338617802,
-0.00107415986713022,
0.059122007340192795,
0.035842474550008774,
-0.03664463013410568,
0.04940120503306389,
0.033516936004161835,
0.0651230663061142,
0.010603690519928932,
-0.043372321873903275,
0.021416684612631798,
-0.0237109437584877,
0.02770964615046978,
0.010670820251107216,
-0.021290525794029236,
-0.042814429849386215,
-0.06784205883741379,
0.009698247537016869,
0.029369859024882317,
-0.03244369849562645,
0.015342720784246922,
0.028417065739631653,
-0.047744762152433395,
0.014293151907622814,
-0.015575708821415901,
0.018969234079122543,
0.043495360761880875,
-0.051375534385442734,
0.0543036051094532,
0.001092479913495481,
0.02132175862789154,
-0.05856209993362427,
0.01299796998500824,
-0.009192481637001038,
-0.04013559967279434,
0.03343049809336662,
0.06027456745505333,
0.002872378332540393,
0.047246262431144714,
0.08099189400672913,
0.05275386571884155,
-0.021389897912740707,
0.035723213106393814,
0.03358246386051178,
0.00611367542296648,
-0.07657623291015625,
-0.00245332601480186,
-0.0016090215649455786,
-0.05382169038057327,
0.001878818729892373,
-0.024467237293720245,
0.010499526746571064,
0.020346393808722496,
-0.007087848614901304,
-0.021464040502905846,
-0.020119495689868927,
-0.03244664520025253,
-0.030855005607008934,
-0.07075274735689163,
-0.027140427380800247,
-0.017813120037317276,
-0.0028778468258678913,
0.03624627739191055,
0.05304497107863426,
0.004328009206801653,
0.04518299922347069,
0.0472748689353466,
-0.024851428344845772,
-0.018850790336728096,
0.01440882682800293,
0.021485881879925728,
-0.017341962084174156,
-0.06001121178269386,
-0.03713822364807129,
0.04827729985117912,
0.04210435971617699,
-0.03411567956209183,
-0.08248765766620636,
0.006433655042201281,
0.06984298676252365,
-0.03569880872964859,
0.05038129910826683,
0.0028039133176207542,
0.06069311127066612,
0.062212903052568436,
-0.01709417812526226,
0.014371748082339764,
-0.03209938853979111,
0.013891460373997688,
0.005954109597951174,
0.03175870701670647,
-0.03460641950368881,
-0.03511582687497139,
-0.08191749453544617,
0.0014586718752980232,
0.025235867127776146,
0.07141710072755814,
0.04835041984915733,
-0.03245742991566658,
-0.05882783606648445,
-0.01048755832016468,
0.04148126021027565,
-0.06511913985013962,
-0.011518760584294796,
0.022043999284505844,
0.046403542160987854,
-0.05201905965805054,
-0.039836276322603226,
-0.03623419255018234,
0.001611907733604312,
0.034622568637132645,
0.00006700267840642482,
-0.018923306837677956,
-0.0503043457865715,
0.033160001039505005,
-0.00683949701488018,
-0.05683916062116623,
-0.1185932382941246,
0.006801809184253216,
-0.03286789730191231,
0.0036517996340990067,
0.04900968819856644,
0.021976452320814133,
0.04162827506661415,
0.06509577482938766,
-0.0016751725925132632,
0.020057249814271927,
-0.038847457617521286,
0.018256861716508865,
-0.027324074879288673,
0.004920530132949352,
0.010136077180504799,
-0.024111207574605942,
-0.036168377846479416,
-0.03905796632170677,
-0.048524755984544754,
-0.027605654671788216,
-0.019929910078644753,
0.03019396774470806,
-0.03129115328192711,
0.010744146071374416,
-0.008335140533745289,
0.027835609391331673,
-0.018166037276387215,
-0.017203114926815033,
-0.017158452421426773,
-0.052714113146066666,
-0.09487000852823257,
-0.03631576895713806,
0.02546664886176586,
0.017860546708106995,
0.008300013840198517,
0.0354415662586689,
0.018006758764386177,
0.020746035501360893,
0.008347295224666595,
-0.0258741844445467,
0.04517685994505882,
0.010783073492348194,
-0.047172531485557556,
-0.03194255009293556,
0.017012592405080795,
0.0407850407063961,
0.0199731457978487,
-0.04788322001695633,
0.026655809953808784,
0.007197071798145771,
-0.03498276695609093,
-0.011581352911889553,
-0.002788388170301914,
0.031745072454214096,
-0.0744960680603981,
-0.05279172584414482,
0.014148830436170101,
-0.05209799110889435,
0.032113946974277496,
-0.0174204483628273,
0.010647923685610294,
0.013614053837954998,
0.030796172097325325,
0.030009174719452858,
0.0018429473275318742,
-0.03610207885503769,
0.003330056555569172,
0.0002718624018598348,
0.0018076837295666337,
-0.07300964742898941,
0.03975402191281319,
-0.044509124010801315,
0.02194380760192871,
-0.000024365901481360197,
-0.0022109108977019787,
-0.030420605093240738,
0.036157164722681046,
-0.008864080533385277,
-0.00833482202142477,
-0.01612628810107708,
0.0036357578355818987,
-0.04434969276189804,
0.06059204041957855,
0.009426864795386791,
0.01385681051760912,
-0.022491969168186188,
0.06536019593477249,
-0.04273277148604393,
-0.013153172098100185,
-0.030838388949632645,
0.013272895477712154,
-0.026388466358184814,
-0.010217959061264992,
-0.020062103867530823,
-0.03663112223148346,
0.0003785923181567341,
0.043475404381752014,
0.027195073664188385,
0.01564352959394455,
-0.03172844275832176,
0.011184724047780037,
0.016130244359374046,
-0.045752424746751785,
-0.004997159354388714,
-0.013560625724494457,
-0.023116083815693855,
-0.008147583343088627,
0.049757834523916245,
0.03640035167336464,
-0.03371233493089676,
-0.07047059386968613,
0.02293594926595688,
0.021806884557008743,
-0.0058403899893164635,
0.0031975782476365566,
0.01481990423053503,
0.036861639469861984,
0.061903465539216995,
-0.035762716084718704,
0.001776328543201089,
-0.02152946963906288,
-0.021928977221250534,
0.02697305753827095,
-0.017728088423609734,
0.024788469076156616,
-0.0028672306798398495,
-0.053410667926073074,
-0.02503289468586445,
0.06636523455381393,
0.031636081635951996,
0.021898919716477394,
-0.0017453577602282166,
-0.015470150858163834,
0.016183113679289818,
0.009600255638360977,
-0.0714518129825592,
0.011710845865309238,
0.048721492290496826,
-0.03572029992938042,
0.07237105071544647,
-0.022268088534474373,
0.045315612107515335,
0.05374085158109665,
0.010165994055569172,
-0.026575535535812378,
0.05575534328818321,
-0.01841025985777378,
-0.024648424237966537,
0.0568038746714592,
-0.05900650471448898,
-0.016114462167024612,
-0.014916980639100075,
0.06094712018966675,
-0.07273191958665848,
0.05248621851205826,
0.05597446858882904,
0.037054117769002914,
-0.006050804164260626,
-0.039645228534936905,
-0.030124953016638756,
0.04420178383588791,
-0.03671816363930702,
0.07608947157859802,
0.01775345765054226,
-0.054071683436632156,
0.06609734892845154,
0.0076868562027812,
-0.07483044266700745,
0.03977192938327789,
0.031428027898073196,
0.010619730688631535,
0.03648001700639725,
0.054592203348875046,
-0.05075444281101227,
0.028178686276078224,
-0.05543706193566322,
0.01228967122733593,
-0.07704377174377441,
-0.004540260415524244,
0.0213156808167696,
-0.019727516919374466,
-0.014939631335437298,
0.028787553310394287,
-0.02390873059630394,
0.02491735853254795,
0.018042130395770073,
-0.05041857808828354,
-0.016713688150048256,
0.019472388550639153,
0.04111918807029724,
-0.02363475225865841,
0.02042842097580433,
-0.02203846350312233,
0.02257099561393261,
0.02800961397588253,
0.018538039177656174,
-0.06494994461536407,
0.006137236952781677,
0.03524816408753395,
-0.05510375276207924,
-0.03005203604698181,
0.003281921613961458,
0.005899387411773205,
-0.03546611964702606,
0.026873761788010597,
0.017474889755249023,
0.0055945091880857944,
0.03723102807998657,
-0.019450899213552475,
0.041807156056165695,
-0.050679393112659454,
-0.0029636528342962265,
0.011313004419207573,
-0.003168653231114149,
0.03009810298681259,
-0.013387131504714489,
0.029849892482161522,
0.021403763443231583,
0.0567157082259655,
0.013094133697450161,
-0.04361298680305481,
-0.014285294339060783,
0.027547553181648254,
-0.03475762903690338,
0.013880535960197449,
-0.02623485028743744,
-0.0707022100687027,
-0.028262443840503693,
-0.013319906778633595,
-0.011575157754123211,
0.009493035264313221,
-0.02165657840669155,
-0.003573130816221237,
0.04914465174078941,
-0.030635541304945946,
-0.04202241823077202,
-0.07252023369073868,
-0.02080945298075676,
-0.02203953079879284,
0.014234403148293495,
0.022825060412287712,
-0.02902410551905632,
0.022495951503515244,
-0.04042286053299904,
-0.0667961984872818,
0.06748408079147339,
0.00975211150944233,
-0.026662571355700493,
0.0653943195939064,
0.02132311463356018,
-0.03319403901696205,
0.016901923343539238,
0.06304235756397247,
-0.05104789882898331,
0.019281066954135895,
0.005665521137416363,
0.03122403845191002,
0.017502013593912125,
0.03523530811071396,
-0.01678251475095749,
-0.026862209662795067,
-0.060477498918771744,
-0.05564397573471069,
-0.03597264736890793,
-0.015556705184280872,
0.06894540041685104
] |
bert-large-uncased-whole-word-masking | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 76,685 | 2020-04-29T13:53:03Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-bcl
* source languages: sv
* target languages: bcl
* OPUS readme: [sv-bcl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-bcl/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-bcl/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bcl/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bcl/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.bcl | 39.5 | 0.607 |
| [
-0.016759686172008514,
-0.02087964490056038,
0.0005199289880692959,
0.04109744727611542,
0.024054955691099167,
0.02088460512459278,
0.006316446699202061,
0.0031911979895085096,
-0.04339348524808884,
0.049122776836156845,
0.010579443536698818,
-0.016768217086791992,
0.011608085595071316,
0.05170970782637596,
-0.033909086138010025,
-0.025759276002645493,
-0.006009653210639954,
0.010022790171205997,
-0.038362905383110046,
-0.008310334756970406,
-0.0030345723498612642,
0.004221951588988304,
-0.0303672943264246,
0.03981852903962135,
-0.010512018576264381,
-0.002480100840330124,
-0.022698769345879555,
0.020224912092089653,
0.020936131477355957,
-0.061208609491586685,
0.0005422327085398138,
-0.019963212311267853,
-0.03367151692509651,
-0.014248025603592396,
-0.023471666499972343,
0.03450608253479004,
0.008945509791374207,
0.017014799639582634,
0.0729011595249176,
0.06195787340402603,
-0.004158231429755688,
0.0017458453075960279,
-0.002428522566333413,
-0.025864742696285248,
0.04148735851049423,
0.0014560489216819406,
-0.027536936104297638,
-0.02850847691297531,
0.020600564777851105,
-0.03839314356446266,
-0.05017992481589317,
-0.05687042325735092,
-0.0184010062366724,
0.03343312069773674,
-0.00912032462656498,
-0.0056526754051446915,
-0.09464649111032486,
-0.0017045959830284119,
0.06503118574619293,
-0.058848217129707336,
-0.039974916726350784,
0.01224510557949543,
-0.051400188356637955,
0.010970902629196644,
0.04031035304069519,
-0.03294506296515465,
-0.006478710565716028,
-0.050070490688085556,
0.045379240065813065,
-0.03039090521633625,
0.03774743527173996,
-0.019644200801849365,
0.010530349798500538,
-0.06522279232740402,
-0.03881924971938133,
-0.016731373965740204,
0.027127189561724663,
0.04809611290693283,
-0.03863372281193733,
0.04098493233323097,
0.04195058345794678,
-0.015823969617486,
0.031658172607421875,
-0.00418592244386673,
-0.007586504332721233,
0.03867139667272568,
-0.038149941712617874,
-0.009684613905847073,
0.009444477036595345,
0.047038957476615906,
-0.03865237534046173,
-0.032906025648117065,
-0.018448863178491592,
-0.03264525532722473,
-0.007060886826366186,
0.021588683128356934,
0.04811950400471687,
-0.03216768056154251,
-0.008030877448618412,
0.03766414150595665,
0.02149815857410431,
0.046718448400497437,
-0.00016856211004778743,
0.07338316738605499,
-0.023330356925725937,
-0.01126683596521616,
-0.025106871500611305,
-0.02391713112592697,
-0.05669843778014183,
-0.0012389515759423375,
0.0325503908097744,
-0.043772801756858826,
-0.006048327311873436,
0.052512526512145996,
0.03937382623553276,
-0.04203128069639206,
0.06682759523391724,
-0.03688507527112961,
-0.039557501673698425,
-0.05073731392621994,
0.04419081285595894,
0.007826466113328934,
0.012333745136857033,
0.02042715810239315,
-0.06008407473564148,
0.01966845989227295,
-0.0350131019949913,
-0.03823317959904671,
0.009746499359607697,
0.02856634557247162,
-0.018488889560103416,
0.04299655929207802,
0.03497346118092537,
-0.06354574859142303,
0.01698412373661995,
-0.012478973716497421,
-0.039895232766866684,
0.05610562488436699,
0.04235706850886345,
0.09499316662549973,
-0.051946971565485,
-0.032229162752628326,
0.016263220459222794,
0.006032857578247786,
-0.031063536182045937,
0.02024165354669094,
0.0021115392446517944,
-0.01892702467739582,
-0.016270603984594345,
-0.021095773205161095,
0.05518558993935585,
-0.047867074608802795,
-0.021311109885573387,
0.053016435354948044,
-0.022560128942131996,
0.027125459164381027,
-0.027058564126491547,
-0.00719098886474967,
0.014131415635347366,
-0.03187654912471771,
-0.026027346029877663,
0.030196666717529297,
0.007005202118307352,
0.0020242922473698854,
-0.03052048571407795,
-0.05472156032919884,
0.029546501114964485,
0.08041331171989441,
-0.020093189552426338,
-0.029690811410546303,
-0.01889115944504738,
0.005172083619982004,
0.0363248772919178,
0.023195873945951462,
-0.028902627527713776,
0.03371139615774155,
0.05356290563941002,
0.01647012121975422,
0.002817666158080101,
0.07539963722229004,
0.016545182093977928,
-0.01755550317466259,
-0.006371499504894018,
0.021009624004364014,
0.02899063192307949,
-0.012842482887208462,
-0.0042083412408828735,
0.03829130902886391,
0.01768297702074051,
-0.01113926898688078,
-0.008911985903978348,
0.05805829539895058,
0.0039810314774513245,
0.0022373006213456392,
0.014841444790363312,
-0.016349462792277336,
-0.014040006324648857,
0.04838567599654198,
-0.007982151582837105,
-0.014872008934617043,
-0.03559991717338562,
-0.025007201358675957,
0.006713440641760826,
0.03602757677435875,
0.0362267829477787,
0.04984847456216812,
-0.013958104886114597,
0.09365855157375336,
-0.03580280393362045,
0.01092196349054575,
-0.022608229890465736,
-0.038298409432172775,
0.016549982130527496,
0.06426138430833817,
0.02029966004192829,
0.041035085916519165,
0.004030458629131317,
-0.04659627750515938,
0.033986352384090424,
0.06564085185527802,
0.0630473643541336,
0.010432068258523941,
-0.04749537259340286,
-0.01304726954549551,
0.013527392409741879,
0.04082454368472099,
-0.03587699308991432,
-0.0646016076207161,
0.017835846170783043,
0.07365549355745316,
-0.042800210416316986,
0.03179004415869713,
-0.026714038103818893,
0.026773601770401,
-0.03721730783581734,
-0.043609440326690674,
0.046354349702596664,
0.022173453122377396,
-0.009138043038547039,
0.018069909885525703,
0.014295232482254505,
-0.009755546227097511,
0.019634315744042397,
0.011371880769729614,
-0.0037970487028360367,
-0.030898669734597206,
0.01430224347859621,
0.023862551897764206,
0.05055540055036545,
-0.028676671907305717,
0.041147492825984955,
-0.03154977038502693,
0.0009234962053596973,
0.028955738991498947,
-0.062283311039209366,
0.014542494900524616,
0.047766633331775665,
0.015052305534482002,
-0.017607232555747032,
0.0029675231780856848,
0.006769657135009766,
0.023344503715634346,
0.08632680773735046,
0.0033100841101258993,
0.05282227694988251,
0.013620924204587936,
0.06094077229499817,
0.09825897216796875,
0.022381387650966644,
0.0317339189350605,
0.048795972019433975,
0.08956362307071686,
-0.011854613199830055,
-0.008190196007490158,
0.05011647194623947,
-0.04743647202849388,
0.02095319703221321,
-0.055256061255931854,
0.03257079795002937,
0.028218241408467293,
-0.0058823819272220135,
0.016864370554685593,
0.006962969433516264,
-0.020549358800053596,
0.009748956188559532,
-0.017111478373408318,
-0.018850715830922127,
0.04617639258503914,
0.016798267140984535,
0.005905206315219402,
0.007098929490894079,
-0.0012814919464290142,
0.02459580823779106,
-0.06778816133737564,
-0.07645568996667862,
0.02185789681971073,
-0.03817756474018097,
0.0058303396217525005,
-0.059520378708839417,
-0.01721150241792202,
-0.07180080562829971,
-0.017645806074142456,
0.04201831296086311,
0.007249827496707439,
-0.015460405498743057,
-0.021735379472374916,
0.011484425514936447,
-0.034309498965740204,
-0.019350534304976463,
-0.04005170986056328,
-0.04117012768983841,
-0.03686133399605751,
-0.08506327122449875,
0.045438677072525024,
0.009691406972706318,
0.023058583959937096,
-0.023470686748623848,
0.019619623199105263,
-0.007886466570198536,
-0.015301688574254513,
0.07833537459373474,
0.057308297604322433,
-0.025557726621627808,
-0.018788831308484077,
0.053534407168626785,
-0.03806597739458084,
0.0019147561397403479,
-0.0234251469373703,
-0.014906629920005798,
0.06418581306934357,
0.053030893206596375,
0.014163044281303883,
0.001881869276985526,
-0.03037509135901928,
-0.05795852467417717,
-0.056451018899679184,
-0.04415528103709221,
-0.04841151088476181,
-0.010234605520963669,
-0.03152827173471451,
-0.05417109653353691,
-0.04067999869585037,
-0.0273603405803442,
-0.0018422820139676332,
-0.028148554265499115,
0.020873427391052246,
0.029965635389089584,
0.039643339812755585,
0.03264443948864937,
0.031422797590494156,
-0.057732582092285156,
-0.02829112857580185,
0.07780350744724274,
0.008634124882519245,
0.014802571386098862,
-0.05081005394458771,
-0.005233884789049625,
0.05093447118997574,
0.014235807582736015,
0.012307271361351013,
0.013483479619026184,
0.089419424533844,
0.00017304549692198634,
0.006908117327839136,
0.00426492327824235,
-0.007336397655308247,
-0.003448586678132415,
-0.001442277105525136,
-0.006425878498703241,
-0.04793845862150192,
-0.025138938799500465,
-0.018058445304632187,
0.020257100462913513,
0.04250294715166092,
-0.06631120294332504,
-0.029075859114527702,
0.002184799173846841,
0.02660713531076908,
0.004975497256964445,
0.017514003440737724,
-0.015505675226449966,
0.01681048981845379,
-0.04354497417807579,
-0.02726302295923233,
-0.00007239992555696517,
0.008389049209654331,
-0.002669921377673745,
0.06254270672798157,
0.021331340074539185,
-0.03119945526123047,
0.045863308012485504,
0.034381233155727386,
0.05948109179735184,
0.012434209696948528,
-0.0511801540851593,
0.010910113342106342,
-0.020870860666036606,
0.01844407431781292,
-0.007358836941421032,
-0.035482361912727356,
-0.04144253581762314,
-0.06990022212266922,
0.0023550649639219046,
0.0267688799649477,
-0.041359640657901764,
0.015503291971981525,
0.025878285989165306,
-0.04457574337720871,
0.004850577563047409,
-0.00500059686601162,
0.01881018839776516,
0.03582150489091873,
-0.04862343147397041,
0.07094603031873703,
-0.007535766344517469,
0.02022402174770832,
-0.05832874774932861,
0.013249970972537994,
-0.01999937929213047,
-0.030735798180103302,
0.034406259655952454,
0.059016402810811996,
0.016871962696313858,
0.05439434573054314,
0.08496294915676117,
0.06111886724829674,
-0.03864182159304619,
0.03326915577054024,
0.02350642904639244,
0.004698078613728285,
-0.05552409216761589,
-0.001715966034680605,
-0.004314641002565622,
-0.05905968323349953,
0.005860301200300455,
-0.018869146704673767,
0.01456647552549839,
0.015535104088485241,
-0.004149075131863356,
-0.01938021555542946,
-0.011328387074172497,
-0.026646118611097336,
-0.03468027338385582,
-0.06949038803577423,
-0.03231165185570717,
-0.014420170336961746,
-0.012022886425256729,
0.04776298254728317,
0.05434980243444443,
-0.0013311043148860335,
0.05183557793498039,
0.05336422100663185,
-0.022632667794823647,
-0.021923787891864777,
0.009583711624145508,
0.02487809769809246,
-0.020456278696656227,
-0.061244454234838486,
-0.043291546404361725,
0.05150081589818001,
0.031814102083444595,
-0.027064817026257515,
-0.08259245753288269,
0.013371258974075317,
0.0730990394949913,
-0.025988031178712845,
0.05240567401051521,
0.003957681357860565,
0.057039037346839905,
0.0590728335082531,
-0.016924487426877022,
0.01541020069271326,
-0.02791609987616539,
0.01175590232014656,
-0.003945198841392994,
0.03036474622786045,
-0.04573991894721985,
-0.03311773017048836,
-0.08014503121376038,
0.016473714262247086,
0.02662365324795246,
0.0892777144908905,
0.04675017669796944,
-0.034121323376894,
-0.05782846361398697,
-0.018222924321889877,
0.04451541230082512,
-0.05187258496880531,
-0.011248842813074589,
0.019220560789108276,
0.050857141613960266,
-0.04485224559903145,
-0.04116020351648331,
-0.038676053285598755,
-0.004518736619502306,
0.03524169698357582,
0.004509821999818087,
-0.02077142335474491,
-0.05564308539032936,
0.03549725189805031,
-0.004860938526690006,
-0.03872833028435707,
-0.10916358977556229,
0.006070282310247421,
-0.0332266204059124,
-0.002107691252604127,
0.04634861275553703,
0.026366235688328743,
0.038790881633758545,
0.05696941539645195,
0.007420711684972048,
0.020354988053441048,
-0.04205283150076866,
0.027633992955088615,
-0.034813519567251205,
0.00466529605910182,
0.016781795769929886,
-0.02782278135418892,
-0.024087898433208466,
-0.03988424316048622,
-0.04400280490517616,
-0.02527289092540741,
-0.015640243887901306,
0.022112436592578888,
-0.020070787519216537,
0.007064059842377901,
-0.008803759701550007,
0.027539614588022232,
-0.021662196144461632,
-0.025308748707175255,
-0.018264280632138252,
-0.04620452970266342,
-0.08862300962209702,
-0.03408302739262581,
0.022421611472964287,
0.02797410637140274,
0.010288052260875702,
0.029485799372196198,
0.016515010967850685,
0.026050860062241554,
0.005650822538882494,
-0.034358784556388855,
0.0456782691180706,
0.018854690715670586,
-0.04793773591518402,
-0.02834477089345455,
0.01170962955802679,
0.03369173780083656,
0.024404965341091156,
-0.05177932232618332,
0.02034940756857395,
0.00042828780715353787,
-0.030916724354028702,
-0.014102064073085785,
0.003665142459794879,
0.03145488724112511,
-0.07897291332483292,
-0.05671742185950279,
-0.0013517924817278981,
-0.04969162121415138,
0.04289129748940468,
-0.02464441955089569,
-0.006046529393643141,
0.026806049048900604,
0.02523382194340229,
0.036840468645095825,
-0.0009018969722092152,
-0.0458955317735672,
-0.0065340218134224415,
-0.003126653144136071,
0.0005676982109434903,
-0.06971891224384308,
0.04685448110103607,
-0.048954784870147705,
0.02681974694132805,
-0.0072381822392344475,
-0.0019493327708914876,
-0.02735104039311409,
0.031992584466934204,
-0.008421283215284348,
-0.01183327753096819,
-0.026265783235430717,
0.006497513502836227,
-0.04384111613035202,
0.046578262001276016,
0.005727829411625862,
0.014547241851687431,
-0.021745840087532997,
0.06462245434522629,
-0.04682096838951111,
-0.0026346296072006226,
-0.027675088495016098,
0.01625722460448742,
-0.03456402197480202,
0.0014356699539348483,
-0.013814139179885387,
-0.035101670771837234,
0.0013392752734944224,
0.03292090818285942,
0.03473067283630371,
0.011905032210052013,
-0.027352111414074898,
0.007714617066085339,
0.01809309981763363,
-0.04508724436163902,
-0.01080051064491272,
-0.018862254917621613,
-0.014903534203767776,
-0.01165513601154089,
0.04962844401597977,
0.025583872571587563,
-0.04411099851131439,
-0.06588800251483917,
0.01316424086689949,
0.025787824764847755,
-0.009410438127815723,
0.004048722796142101,
0.021106332540512085,
0.030798066407442093,
0.062413375824689865,
-0.026409851387143135,
-0.000006608855983358808,
-0.02723458781838417,
-0.018447905778884888,
0.02534126490354538,
-0.021515872329473495,
0.033308278769254684,
0.007509777322411537,
-0.04307655245065689,
-0.020156770944595337,
0.06962505728006363,
0.012508280575275421,
0.015211550518870354,
-0.00392888393253088,
-0.015685953199863434,
-0.00004186777732684277,
0.0190816018730402,
-0.07247740030288696,
0.016514316201210022,
0.03831569850444794,
-0.029180170968174934,
0.07062602788209915,
-0.03149005025625229,
0.03695371374487877,
0.055941127240657806,
0.0044104536063969135,
-0.019715717062354088,
0.04668198525905609,
-0.03117583878338337,
-0.021905651316046715,
0.05271768942475319,
-0.05667293816804886,
-0.010358931496739388,
-0.01332817878574133,
0.06452281028032303,
-0.07528413087129593,
0.05957045406103134,
0.05955975130200386,
0.03782936558127403,
0.005632507614791393,
-0.033998988568782806,
-0.03602840006351471,
0.026662135496735573,
-0.03156440332531929,
0.08081098645925522,
0.0224909745156765,
-0.05549011752009392,
0.07137070596218109,
0.006867589429020882,
-0.06846270710229874,
0.043079692870378494,
0.035702142864465714,
0.017625609412789345,
0.0212637297809124,
0.04611366614699364,
-0.046896252781152725,
0.02805834636092186,
-0.06013378128409386,
0.013884658925235271,
-0.07192818075418472,
0.0027590529061853886,
0.021183772012591362,
-0.0144340293481946,
-0.011679098010063171,
0.02700653299689293,
-0.021374497562646866,
0.016062648966908455,
0.02238236926496029,
-0.05171898752450943,
-0.027529334649443626,
0.017773034051060677,
0.040882550179958344,
-0.019832050427794456,
0.020411431789398193,
-0.021540841087698936,
0.023429833352565765,
0.02707289159297943,
0.026596326380968094,
-0.06401214748620987,
-0.0012805585283786058,
0.028994429856538773,
-0.061310868710279465,
-0.03995462879538536,
0.002077058656141162,
0.010694433934986591,
-0.032337598502635956,
0.02744074910879135,
0.004446318838745356,
-0.006743528414517641,
0.033303361386060715,
-0.02275712788105011,
0.03815696761012077,
-0.05292884260416031,
-0.0023251809179782867,
0.008420012891292572,
0.012930968776345253,
0.020580194890499115,
-0.014797070063650608,
0.020727097988128662,
0.013685685582458973,
0.05588855594396591,
0.01642123982310295,
-0.037280477583408356,
-0.012642929330468178,
0.034453507512807846,
-0.035786159336566925,
0.008769444189965725,
-0.014936567284166813,
-0.06316016614437103,
-0.03337378427386284,
-0.017731545493006706,
-0.003784501226618886,
0.02255076728761196,
-0.014671966433525085,
0.007869436405599117,
0.053947873413562775,
-0.03024458885192871,
-0.048691507428884506,
-0.07519946247339249,
-0.014795907773077488,
-0.03357641398906708,
0.007246824447065592,
0.012494578957557678,
-0.025220343843102455,
0.02679598331451416,
-0.05162118747830391,
-0.0694923922419548,
0.05921027809381485,
0.01721164397895336,
-0.029975630342960358,
0.05803157389163971,
0.03591000661253929,
-0.0335734561085701,
0.0149310864508152,
0.05775455757975578,
-0.05417560040950775,
0.0239814855158329,
0.011378726921975613,
0.02510426566004753,
0.01583966054022312,
0.029485348612070084,
-0.021278927102684975,
-0.03471224009990692,
-0.05691753700375557,
-0.05103097856044769,
-0.037876129150390625,
-0.007943102158606052,
0.06932234019041061
] |
bert-large-uncased | [
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1810.04805",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"BertForMaskedLM"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 1,058,496 | 2020-04-29T13:53:28Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-bem
* source languages: sv
* target languages: bem
* OPUS readme: [sv-bem](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-bem/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-bem/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bem/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bem/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.bem | 22.3 | 0.473 |
| [
-0.018502937629818916,
-0.032558634877204895,
0.0023784381337463856,
0.04048726707696915,
0.030712643638253212,
0.02450881339609623,
0.005873582791537046,
0.0006199518102221191,
-0.0434538833796978,
0.05667421594262123,
0.006610406097024679,
-0.015457520261406898,
0.010597657412290573,
0.05647411197423935,
-0.03065100684762001,
-0.026402505114674568,
-0.008247187361121178,
0.010937364771962166,
-0.04461956024169922,
-0.009070129133760929,
-0.000007621864369866671,
0.0004277412954252213,
-0.031329698860645294,
0.03293059766292572,
-0.02202514372766018,
-0.0019689772743731737,
-0.020641449838876724,
0.020769590511918068,
0.019765350967645645,
-0.06783182919025421,
-0.0019278061809018254,
-0.01861332170665264,
-0.04018110781908035,
-0.02469533495604992,
-0.026872921735048294,
0.02528434433043003,
0.01546997670084238,
0.016444580629467964,
0.07532326132059097,
0.06816968321800232,
-0.009569421410560608,
0.004215280059725046,
0.0011555529199540615,
-0.024397894740104675,
0.03419174253940582,
0.007540695834904909,
-0.027674967423081398,
-0.03159445896744728,
0.02496938593685627,
-0.026316296309232712,
-0.05089239776134491,
-0.061314307153224945,
-0.016924157738685608,
0.02884388156235218,
-0.012176187708973885,
-0.0053049479611217976,
-0.09401492774486542,
-0.009117169305682182,
0.06388696283102036,
-0.051594022661447525,
-0.027563201263546944,
0.018785161897540092,
-0.05138814076781273,
0.012153014540672302,
0.04544786363840103,
-0.031666360795497894,
-0.0069081163965165615,
-0.045152291655540466,
0.048126183450222015,
-0.03636060282588005,
0.03666716441512108,
-0.03672084957361221,
0.01650388352572918,
-0.07901149988174438,
-0.041335877031087875,
-0.006027757190167904,
0.022135943174362183,
0.05447054281830788,
-0.04794543981552124,
0.051853079348802567,
0.047439269721508026,
-0.013052837923169136,
0.03122684545814991,
0.0003928712976630777,
-0.01631844975054264,
0.03998734802007675,
-0.04279961809515953,
-0.002557343803346157,
0.007019480690360069,
0.045263178646564484,
-0.047435212880373,
-0.030075177550315857,
-0.01804886758327484,
-0.029101282358169556,
-0.009128261357545853,
0.0367792509496212,
0.05514148250222206,
-0.04276067763566971,
0.0030617706943303347,
0.038124218583106995,
0.022336160764098167,
0.048394545912742615,
0.007394638378173113,
0.07004613429307938,
-0.02885526791214943,
-0.0019985076505690813,
-0.022882575169205666,
-0.020254306495189667,
-0.05364936962723732,
0.0025644362904131413,
0.028178973123431206,
-0.04738175868988037,
-0.0037363450974226,
0.04288864880800247,
0.028853312134742737,
-0.036398936063051224,
0.0768200010061264,
-0.029347065836191177,
-0.050019409507513046,
-0.05276070907711983,
0.06309272348880768,
0.01517314650118351,
0.019129451364278793,
0.019469140097498894,
-0.05849640816450119,
0.0176838468760252,
-0.03051909990608692,
-0.04007316753268242,
0.00748013099655509,
0.02943965420126915,
-0.015260434709489346,
0.02768024429678917,
0.03173469752073288,
-0.0708027109503746,
0.020186418667435646,
-0.006424556951969862,
-0.034907422959804535,
0.05696461349725723,
0.05036614090204239,
0.09323180466890335,
-0.03935509920120239,
-0.03453079238533974,
0.011508297175168991,
-0.0001313050597673282,
-0.03089946322143078,
0.012158870697021484,
-0.0030769316945225,
-0.022671760991215706,
-0.023487305268645287,
-0.019297173246741295,
0.052703749388456345,
-0.047676682472229004,
-0.01834028959274292,
0.05875099450349808,
-0.022550486028194427,
0.021626010537147522,
-0.024392737075686455,
-0.003915632143616676,
0.009767535142600536,
-0.0139796556904912,
-0.028644444420933723,
0.03522004559636116,
0.0008005622657947242,
0.00513990456238389,
-0.03675781562924385,
-0.055894237011671066,
0.0254591703414917,
0.0828254446387291,
-0.023336367681622505,
-0.030196120962500572,
-0.026020105928182602,
0.001146200462244451,
0.040790870785713196,
0.030340293422341347,
-0.022781267762184143,
0.03672431781888008,
0.056884825229644775,
0.017251182347536087,
0.0015582145424559712,
0.07226161658763885,
0.012204690836369991,
-0.020811377093195915,
-0.0044523561373353004,
0.02398785762488842,
0.026146551594138145,
-0.02228429540991783,
0.0031872771214693785,
0.049467384815216064,
0.01353248581290245,
-0.017652273178100586,
-0.022555729374289513,
0.05175633728504181,
-0.0021484086755663157,
0.011287183500826359,
0.01086069643497467,
-0.023036353290081024,
-0.020871443673968315,
0.04672194644808769,
-0.005475908983498812,
-0.01791895367205143,
-0.0399567075073719,
-0.02472016215324402,
0.00541822612285614,
0.038974206894636154,
0.02509252168238163,
0.050794608891010284,
-0.013385404832661152,
0.10808777064085007,
-0.033400747925043106,
0.01132518332451582,
-0.020968541502952576,
-0.041737090796232224,
0.012684226967394352,
0.05819733440876007,
0.01479557529091835,
0.04862966015934944,
0.0012300886446610093,
-0.05542993173003197,
0.024640869349241257,
0.07405425608158112,
0.05237158387899399,
0.013561319559812546,
-0.04331919550895691,
-0.01344414334744215,
0.019144801422953606,
0.03368699923157692,
-0.04017391800880432,
-0.06928034871816635,
0.0203075110912323,
0.06926915794610977,
-0.04682096838951111,
0.022250264883041382,
-0.030611691996455193,
0.028007376939058304,
-0.03360021114349365,
-0.04377754032611847,
0.04482909291982651,
0.018656954169273376,
-0.02301269769668579,
0.024893810972571373,
0.007964235730469227,
-0.007958655245602131,
0.01836465671658516,
0.01122825127094984,
-0.004694401286542416,
-0.026694104075431824,
0.0145777752622962,
0.013899746350944042,
0.06389843672513962,
-0.027928968891501427,
0.04567170888185501,
-0.020860565826296806,
0.003608254948630929,
0.028592895716428757,
-0.05945668742060661,
0.013493445701897144,
0.04809783771634102,
0.0144796809181571,
-0.01392707135528326,
0.009737636893987656,
0.0077796680852770805,
0.022891826927661896,
0.06423599272966385,
-0.0027613516431301832,
0.04876183718442917,
0.01840219832956791,
0.061497677117586136,
0.08945024758577347,
0.013543020002543926,
0.03485555201768875,
0.04268251359462738,
0.09454130381345749,
-0.011714225634932518,
-0.0037822439335286617,
0.04643993824720383,
-0.04209010675549507,
0.02386457473039627,
-0.04016256332397461,
0.026515865698456764,
0.019560322165489197,
-0.0022562099620699883,
0.025818057358264923,
0.000042886080336757004,
-0.017059437930583954,
0.005598446819931269,
-0.01935860700905323,
-0.02850380539894104,
0.04577787593007088,
0.007371334824711084,
0.007439464330673218,
0.01165512204170227,
-0.004060061182826757,
0.02286491170525551,
-0.06988891959190369,
-0.06482260674238205,
0.023008067160844803,
-0.027681514620780945,
0.0036917580291628838,
-0.053614385426044464,
-0.021323835477232933,
-0.0601629875600338,
-0.025900622829794884,
0.040568869560956955,
0.007510639727115631,
-0.0036482946015894413,
-0.019703688099980354,
0.011111688800156116,
-0.03289971500635147,
-0.033128004521131516,
-0.037769243121147156,
-0.037234801799058914,
-0.03995285928249359,
-0.08012301474809647,
0.039485394954681396,
0.01308341883122921,
0.023451002314686775,
-0.019156038761138916,
0.016597801819443703,
-0.010605743154883385,
-0.011645416729152203,
0.0841597467660904,
0.052653081715106964,
-0.022851012647151947,
-0.020086396485567093,
0.055098745971918106,
-0.03554897755384445,
-0.0033478494733572006,
-0.025826388970017433,
-0.018260611221194267,
0.07491957396268845,
0.0458928607404232,
0.022244153544306755,
0.0009259788203053176,
-0.019951656460762024,
-0.05342632904648781,
-0.06264512985944748,
-0.040569860488176346,
-0.044152162969112396,
-0.010731495916843414,
-0.02686593122780323,
-0.05480185151100159,
-0.03242305666208267,
-0.03460274636745453,
-0.007062866818159819,
-0.036801278591156006,
0.02019321732223034,
0.03667159751057625,
0.03401331230998039,
0.03522616624832153,
0.033704984933137894,
-0.05131775885820389,
-0.03177227824926376,
0.07559718191623688,
0.01565427891910076,
0.0028580399230122566,
-0.05071011930704117,
-0.008785497397184372,
0.0483877956867218,
0.01479981280863285,
0.010725311003625393,
0.014426488429307938,
0.08150886744260788,
0.0027180868200957775,
0.010389618575572968,
0.00992649607360363,
-0.012732557021081448,
-0.010528919287025928,
-0.007080611307173967,
-0.01428603008389473,
-0.0432061105966568,
-0.020018380135297775,
-0.010343660600483418,
0.010993586853146553,
0.043069858103990555,
-0.06504978984594345,
-0.028555117547512054,
0.0029400046914815903,
0.036144666373729706,
0.011372183449566364,
0.018788691610097885,
-0.008703184314072132,
0.016192153096199036,
-0.03553331270813942,
-0.02988390065729618,
0.004497405607253313,
0.008244111202657223,
0.006193934939801693,
0.04847104102373123,
0.03142259642481804,
-0.03889361768960953,
0.04454352706670761,
0.026827406138181686,
0.05718373507261276,
0.016269104555249214,
-0.037782493978738785,
0.01465664803981781,
-0.02738560363650322,
0.023298799991607666,
-0.004534243606030941,
-0.029377298429608345,
-0.04226885735988617,
-0.07991330325603485,
-0.0009852946968749166,
0.019146334379911423,
-0.032251957803964615,
0.016506733372807503,
0.028866514563560486,
-0.04463077336549759,
0.005424377508461475,
-0.003280197037383914,
0.017506366595625877,
0.042831990867853165,
-0.05318545550107956,
0.06121908873319626,
-0.022827573120594025,
0.017324967309832573,
-0.0640186294913292,
0.012145652435719967,
-0.018684906885027885,
-0.03249846771359444,
0.024269651621580124,
0.052035488188266754,
0.011718841269612312,
0.058206893503665924,
0.09021789580583572,
0.05063081905245781,
-0.03160753473639488,
0.025161828845739365,
0.02918197028338909,
0.003704481991007924,
-0.06026700139045715,
-0.0056061819195747375,
-0.003770425682887435,
-0.05504379794001579,
-0.0051589724607765675,
-0.01815110817551613,
0.013711797073483467,
0.007941094227135181,
-0.0069871884770691395,
-0.023363742977380753,
-0.0100511210039258,
-0.026512885466217995,
-0.03392842039465904,
-0.06047002226114273,
-0.03636690229177475,
-0.01624259166419506,
-0.0037555259186774492,
0.04143063351511955,
0.053508371114730835,
0.00524935033172369,
0.048740535974502563,
0.04597921669483185,
-0.022199856117367744,
-0.02159891650080681,
0.0056793359108269215,
0.021204592660069466,
-0.013400760479271412,
-0.06072543188929558,
-0.04593498259782791,
0.048663996160030365,
0.044041093438863754,
-0.026693828403949738,
-0.07772505283355713,
0.01429422851651907,
0.06884068995714188,
-0.03501613065600395,
0.04844479262828827,
0.003833462717011571,
0.05306323990225792,
0.05551837384700775,
-0.030454160645604134,
0.011254959739744663,
-0.03176740184426308,
0.014237212017178535,
-0.0008073778008110821,
0.041664570569992065,
-0.044851694256067276,
-0.04340227693319321,
-0.07760647684335709,
0.01109878160059452,
0.03031759522855282,
0.08349461853504181,
0.039512183517217636,
-0.038906294852495193,
-0.053767427802085876,
-0.010845794342458248,
0.03619671240448952,
-0.0569719597697258,
-0.004616915713995695,
0.021644985303282738,
0.047334372997283936,
-0.044268328696489334,
-0.04998491331934929,
-0.029467061161994934,
0.0009865333558991551,
0.04159929230809212,
-0.001156033598817885,
-0.019953178241848946,
-0.05445467308163643,
0.03945747762918472,
0.003377276472747326,
-0.04856206476688385,
-0.1129758283495903,
0.008838951587677002,
-0.03411950170993805,
-0.007497847080230713,
0.03807055205106735,
0.019960373640060425,
0.037705909460783005,
0.06338398903608322,
0.010047969408333302,
0.022684480994939804,
-0.03625916689634323,
0.024931468069553375,
-0.040534816682338715,
0.004367442335933447,
0.025457963347434998,
-0.03286845609545708,
-0.030476922169327736,
-0.037201475352048874,
-0.04431213438510895,
-0.03042861819267273,
-0.025259938091039658,
0.021226875483989716,
-0.0376761294901371,
0.004875760525465012,
-0.009644167497754097,
0.02694198302924633,
-0.018425609916448593,
-0.021991292014718056,
-0.015183655545115471,
-0.04922392964363098,
-0.08124268800020218,
-0.04011695832014084,
0.021446850150823593,
0.0302758626639843,
0.007654343731701374,
0.04090355709195137,
0.012647855095565319,
0.019496489316225052,
0.009411158040165901,
-0.02402244694530964,
0.04804076999425888,
0.01941441185772419,
-0.04608196020126343,
-0.03101779706776142,
0.007930642925202847,
0.029299361631274223,
0.026446422562003136,
-0.04964805394411087,
0.03274163976311684,
0.008603371679782867,
-0.024649443104863167,
-0.012397678568959236,
0.002494209446012974,
0.034332357347011566,
-0.07927490770816803,
-0.054993148893117905,
0.0017036894569173455,
-0.055001143366098404,
0.03256877139210701,
-0.025291064754128456,
-0.002286743838340044,
0.019204625859856606,
0.020298486575484276,
0.038833923637866974,
0.007350002881139517,
-0.0492563433945179,
-0.0030247007962316275,
-0.003200208768248558,
-0.0006712827598676085,
-0.07232150435447693,
0.045683421194553375,
-0.0395306758582592,
0.026172170415520668,
-0.007984978146851063,
-0.004267116542905569,
-0.04068597033619881,
0.03487366810441017,
-0.007137737236917019,
-0.0008544870070181787,
-0.013634839095175266,
0.0030600682366639376,
-0.04638824239373207,
0.052784886211156845,
-0.004787190351635218,
0.012280717492103577,
-0.02884618006646633,
0.06495599448680878,
-0.042781174182891846,
-0.011370297521352768,
-0.02288966253399849,
0.011031280271708965,
-0.02696780115365982,
-0.006274516228586435,
-0.018225939944386482,
-0.039098843932151794,
0.012712069787085056,
0.03214884176850319,
0.03664172440767288,
0.01554267667233944,
-0.022408822551369667,
0.006511868443340063,
0.02075171284377575,
-0.0531410314142704,
-0.004173869267106056,
-0.009796002879738808,
-0.03047327511012554,
-0.004909246228635311,
0.04289812222123146,
0.040860503911972046,
-0.04176029562950134,
-0.06979826092720032,
0.014921402558684349,
0.023043429479002953,
-0.006389889400452375,
0.0006759954849258065,
0.02401018887758255,
0.03406260535120964,
0.06602150946855545,
-0.03178127855062485,
0.004539742600172758,
-0.02823212556540966,
-0.021949097514152527,
0.02831990085542202,
-0.019375408068299294,
0.029533665627241135,
-0.0018336225766688585,
-0.044665366411209106,
-0.019572002813220024,
0.0649464800953865,
0.023841679096221924,
0.01816035620868206,
0.00012784195132553577,
-0.011871688067913055,
0.009903390891849995,
0.02528516761958599,
-0.06561282277107239,
0.009939469397068024,
0.04214121401309967,
-0.027400346472859383,
0.07112057507038116,
-0.030361264944076538,
0.04157915338873863,
0.05688576400279999,
0.0012655045138671994,
-0.017584113404154778,
0.045508742332458496,
-0.02105269953608513,
-0.03034314699470997,
0.057570841163396835,
-0.05168542265892029,
-0.010334870778024197,
-0.02063450589776039,
0.060343969613313675,
-0.07119864970445633,
0.04916322976350784,
0.04928392544388771,
0.03111255168914795,
-0.0038289169315248728,
-0.04866641387343407,
-0.025755183771252632,
0.04000644013285637,
-0.03681660071015358,
0.07641442865133286,
0.01870478130877018,
-0.05568242818117142,
0.06839045137166977,
0.007767464034259319,
-0.07212665677070618,
0.04361376166343689,
0.032048098742961884,
0.02074945904314518,
0.029883787035942078,
0.05871652439236641,
-0.046436287462711334,
0.027111848816275597,
-0.0578230544924736,
0.014728951267898083,
-0.0737895593047142,
0.0023722099140286446,
0.016446061432361603,
-0.02061259001493454,
-0.01822003349661827,
0.03725279122591019,
-0.0323975570499897,
0.014296837151050568,
0.013268237002193928,
-0.051762353628873825,
-0.035844333469867706,
0.020474964752793312,
0.03949475288391113,
-0.01553528942167759,
0.0158817358314991,
-0.016797026619315147,
0.021408066153526306,
0.028168009594082832,
0.016603825613856316,
-0.06521587073802948,
0.0022515584714710712,
0.02487962692975998,
-0.060558900237083435,
-0.027221405878663063,
0.005313387606292963,
0.008634637109935284,
-0.029603470116853714,
0.02701404318213463,
0.011866442859172821,
0.003500207094475627,
0.033864669501781464,
-0.014619695022702217,
0.039234597235918045,
-0.052358344197273254,
-0.010682941414415836,
0.006947500631213188,
0.00038930686423555017,
0.02383328042924404,
-0.02109208144247532,
0.025202443823218346,
0.016272272914648056,
0.05566795915365219,
0.015468021854758263,
-0.033134300261735916,
-0.019881438463926315,
0.02747819572687149,
-0.036206405609846115,
0.012222626246511936,
-0.02639012411236763,
-0.06979116052389145,
-0.0387401208281517,
-0.011989409103989601,
-0.00505185266956687,
0.014070424251258373,
-0.01615104451775551,
0.008897478692233562,
0.055146582424640656,
-0.03343254327774048,
-0.037987299263477325,
-0.07315521687269211,
-0.016445768997073174,
-0.027490602806210518,
0.017796669155359268,
0.024166302755475044,
-0.029279181733727455,
0.028478674590587616,
-0.05493684858083725,
-0.07563776522874832,
0.05928390473127365,
0.015889471396803856,
-0.0260601956397295,
0.052339840680360794,
0.025939105078577995,
-0.039241254329681396,
0.013283043168485165,
0.059061337262392044,
-0.04818624630570412,
0.017494048923254013,
0.0001705478352960199,
0.025846002623438835,
0.02372078225016594,
0.02189509943127632,
-0.02120070904493332,
-0.03715534135699272,
-0.05304877087473869,
-0.047203030437231064,
-0.03714417666196823,
-0.008129367604851723,
0.0682401955127716
] |
ctrl | [
"pytorch",
"tf",
"ctrl",
"en",
"arxiv:1909.05858",
"arxiv:1910.09700",
"transformers",
"license:bsd-3-clause",
"has_space"
] | null | {
"architectures": null,
"model_type": "ctrl",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 17,007 | 2020-04-29T13:54:02Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-bi
* source languages: sv
* target languages: bi
* OPUS readme: [sv-bi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-bi/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-bi/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bi/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bi/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.bi | 30.8 | 0.496 |
| [
-0.019490348175168037,
-0.025495529174804688,
0.003333507338538766,
0.03956287354230881,
0.02155712991952896,
0.02218366228044033,
0.0031248251907527447,
0.0005159344291314483,
-0.044382959604263306,
0.050417233258485794,
0.006737901829183102,
-0.0176641047000885,
0.015765083953738213,
0.05476200580596924,
-0.03494323045015335,
-0.02756146714091301,
-0.011749504134058952,
0.011807864531874657,
-0.04037882760167122,
-0.006488289218395948,
-0.00595915736630559,
0.005517123732715845,
-0.03030891716480255,
0.04157786816358566,
-0.0166306234896183,
-0.0018615492153912783,
-0.02556062862277031,
0.013467855751514435,
0.01730327308177948,
-0.07003317773342133,
-0.004463937133550644,
-0.024409884586930275,
-0.04128262773156166,
-0.01818423718214035,
-0.027446435764431953,
0.03650037571787834,
0.006883975584059954,
0.018702536821365356,
0.07585179060697556,
0.06131097301840782,
-0.001495119882747531,
-0.0015231535071507096,
-0.006734770257025957,
-0.02433367632329464,
0.045219190418720245,
0.005582349840551615,
-0.02826269343495369,
-0.03738851472735405,
0.016042178496718407,
-0.03634219244122505,
-0.049086280167102814,
-0.054117124527692795,
-0.024584772065281868,
0.02514754980802536,
-0.010246348567306995,
-0.0009944107150658965,
-0.10026814043521881,
-0.009923333302140236,
0.0616798959672451,
-0.058779217302799225,
-0.029901009052991867,
0.015201839618384838,
-0.04907631501555443,
0.009143524803221226,
0.048260875046253204,
-0.03299270570278168,
-0.006161640398204327,
-0.05188731476664543,
0.04425305128097534,
-0.035257838666439056,
0.037817008793354034,
-0.028277620673179626,
0.020893888548016548,
-0.074226014316082,
-0.049961160868406296,
-0.01357848010957241,
0.0244432482868433,
0.05235517397522926,
-0.04267297685146332,
0.047401200979948044,
0.0449628047645092,
-0.010409236885607243,
0.02361290343105793,
-0.0033861291594803333,
-0.006113965064287186,
0.04148741811513901,
-0.033996403217315674,
-0.006208977662026882,
0.003886965336278081,
0.04610315337777138,
-0.04493231326341629,
-0.026838820427656174,
-0.0133889801800251,
-0.028708456084132195,
-0.006215028930455446,
0.023742569610476494,
0.05535615235567093,
-0.03650462627410889,
0.002946886233985424,
0.04475679621100426,
0.017948297783732414,
0.04800419136881828,
0.0031209595035761595,
0.07518836855888367,
-0.029731672257184982,
-0.0025034358259290457,
-0.025927485898137093,
-0.024529358372092247,
-0.0608697347342968,
-0.0004558796645142138,
0.032896291464567184,
-0.0403524674475193,
0.0029616807587444782,
0.05230627954006195,
0.033243563026189804,
-0.034822870045900345,
0.07651669532060623,
-0.038855765014886856,
-0.038706257939338684,
-0.05201314017176628,
0.056824542582035065,
0.012695825658738613,
0.016341255977749825,
0.02319137565791607,
-0.0561547689139843,
0.025683967396616936,
-0.03141222894191742,
-0.03530474379658699,
0.013168181292712688,
0.02761114202439785,
-0.02471533603966236,
0.037924814969301224,
0.03612957522273064,
-0.058035098016262054,
0.020483236759901047,
-0.007998311892151833,
-0.04452703148126602,
0.05276414752006531,
0.04065590351819992,
0.09793359786272049,
-0.0475815050303936,
-0.032435860484838486,
0.01271969173103571,
0.00561800692230463,
-0.02906033955514431,
0.020599668845534325,
0.0027407051529735327,
-0.014936475083231926,
-0.022444335743784904,
-0.023793082684278488,
0.05048953369259834,
-0.04765459522604942,
-0.02533036656677723,
0.05721038579940796,
-0.01654464565217495,
0.02790837362408638,
-0.028930051252245903,
-0.00704038655385375,
0.006905971560627222,
-0.028640395030379295,
-0.030554084107279778,
0.03499988466501236,
0.004618399310857058,
0.0020354653242975473,
-0.02635355480015278,
-0.05229083076119423,
0.019607428461313248,
0.0795414075255394,
-0.023794561624526978,
-0.023560483008623123,
-0.025753553956747055,
0.0011547146132215858,
0.03842007368803024,
0.019795048981904984,
-0.025880061089992523,
0.03877587988972664,
0.04937949404120445,
0.013482275418937206,
0.010705970227718353,
0.07816354930400848,
0.019651498645544052,
-0.0191629771143198,
-0.007243255153298378,
0.017205534502863884,
0.03777521848678589,
-0.015590629540383816,
0.0016020534094423056,
0.04186477139592171,
0.017379488795995712,
-0.02261182852089405,
-0.01536383107304573,
0.058940522372722626,
0.005490985233336687,
0.00018783065024763346,
0.01621437445282936,
-0.02537003718316555,
-0.01485690288245678,
0.046714842319488525,
-0.00722810672596097,
-0.017142117023468018,
-0.03483245521783829,
-0.026414653286337852,
0.006828754208981991,
0.03646700084209442,
0.026284802705049515,
0.04592801630496979,
-0.013465188443660736,
0.09857966005802155,
-0.026652133092284203,
0.0049947272054851055,
-0.021627888083457947,
-0.03592251241207123,
0.016136474907398224,
0.07015099376440048,
0.01759258285164833,
0.03778086230158806,
-0.0017180900322273374,
-0.053453393280506134,
0.030723746865987778,
0.062121979892253876,
0.059689003974199295,
0.011836729943752289,
-0.04574646055698395,
-0.007246389053761959,
0.010358349420130253,
0.03504541143774986,
-0.0384487546980381,
-0.06697697192430496,
0.022632703185081482,
0.06508414447307587,
-0.041034676134586334,
0.033623069524765015,
-0.03484343737363815,
0.023588886484503746,
-0.033059120178222656,
-0.03783566877245903,
0.050508491694927216,
0.01572677306830883,
-0.012246633879840374,
0.026261892169713974,
0.008725224994122982,
-0.006949513219296932,
0.021546095609664917,
0.013088399544358253,
-0.005004922393709421,
-0.02751483954489231,
0.009112246334552765,
0.023426443338394165,
0.06074226647615433,
-0.030111052095890045,
0.04521191120147705,
-0.03219808638095856,
0.0019955942407250404,
0.03556548431515694,
-0.06835367530584335,
0.019474932923913002,
0.043174754828214645,
0.009769011288881302,
-0.022613851353526115,
0.002969372319057584,
0.00848865881562233,
0.019346462562680244,
0.07842705398797989,
0.002372274873778224,
0.05652233213186264,
0.01612098328769207,
0.06414569914340973,
0.09610776603221893,
0.015888098627328873,
0.033052559942007065,
0.04496350139379501,
0.09046539664268494,
-0.012221211567521095,
-0.01499519869685173,
0.04126603156328201,
-0.04958519712090492,
0.019427772611379623,
-0.04533501714468002,
0.032581329345703125,
0.021750831976532936,
-0.007061319425702095,
0.03269760310649872,
0.0018789737951010466,
-0.013667955994606018,
0.012593509629368782,
-0.018469031900167465,
-0.024878857657313347,
0.04699547588825226,
0.013444500975310802,
0.007719165645539761,
0.013174205087125301,
0.0013651560293510556,
0.024517331272363663,
-0.07430818676948547,
-0.0752217099070549,
0.016881266608834267,
-0.03498496487736702,
-0.00029208604246377945,
-0.05933157354593277,
-0.0210622176527977,
-0.06426159292459488,
-0.021033070981502533,
0.046587325632572174,
0.0032333233393728733,
-0.009065096266567707,
-0.02272489294409752,
0.004744797013700008,
-0.029017534106969833,
-0.02439475990831852,
-0.03146609663963318,
-0.045160211622714996,
-0.03663461282849312,
-0.07833770662546158,
0.04939538985490799,
0.014158281497657299,
0.024423792958259583,
-0.02284925989806652,
0.018679454922676086,
-0.011625365354120731,
-0.018945010378956795,
0.07916169613599777,
0.0515449121594429,
-0.027471447363495827,
-0.02111908048391342,
0.06273914128541946,
-0.035909418016672134,
0.0001600199320819229,
-0.015583882108330727,
-0.02405364066362381,
0.07067129015922546,
0.05102390795946121,
0.017508413642644882,
0.00501125305891037,
-0.02249106392264366,
-0.05415768548846245,
-0.06004072725772858,
-0.041244518011808395,
-0.047023821622133255,
-0.01679437793791294,
-0.02353588491678238,
-0.052388206124305725,
-0.03787188604474068,
-0.03145885467529297,
-0.004710765089839697,
-0.022825580090284348,
0.020409591495990753,
0.032963935285806656,
0.03694042190909386,
0.03637418523430824,
0.03178444877266884,
-0.05462693050503731,
-0.020737813785672188,
0.07607859373092651,
0.011177862994372845,
0.004090064205229282,
-0.051881078630685806,
-0.007807956542819738,
0.04930165410041809,
0.013513913378119469,
0.008892614394426346,
0.01565711386501789,
0.08567330241203308,
0.006362498737871647,
0.009303954429924488,
0.008963259868323803,
-0.007325902581214905,
-0.010496195405721664,
-0.00840864796191454,
-0.011130061000585556,
-0.03803347423672676,
-0.014699648134410381,
-0.021879125386476517,
0.015582995489239693,
0.04647354409098625,
-0.07164892554283142,
-0.030493667349219322,
-0.001003026613034308,
0.030423836782574654,
0.0013557533966377378,
0.022619396448135376,
-0.008004085160791874,
0.012829279527068138,
-0.040331725031137466,
-0.027339410036802292,
0.004140485543757677,
0.005748028866946697,
0.0032492484897375107,
0.05977090075612068,
0.02774863690137863,
-0.03337157890200615,
0.054854635149240494,
0.02851249650120735,
0.061490438878536224,
0.010672904551029205,
-0.043750226497650146,
0.01106178667396307,
-0.02949327416718006,
0.02644551359117031,
-0.0075570205226540565,
-0.02546965517103672,
-0.04660306125879288,
-0.07456853240728378,
-0.0010294705862179399,
0.02937765046954155,
-0.03587890416383743,
0.017216404899954796,
0.025104830041527748,
-0.049686890095472336,
0.008944270201027393,
-0.004728429950773716,
0.018458956852555275,
0.04065149277448654,
-0.05504846200346947,
0.06575645506381989,
-0.006950008682906628,
0.025438623502850533,
-0.06119127944111824,
0.01764025166630745,
-0.015408535487949848,
-0.033529747277498245,
0.028776109218597412,
0.05255511403083801,
0.013326426036655903,
0.04628662392497063,
0.08311424404382706,
0.058429181575775146,
-0.027024004608392715,
0.03189735487103462,
0.02648172341287136,
0.00469275563955307,
-0.05787302553653717,
-0.006930135190486908,
-0.0034491862170398235,
-0.05091133713722229,
-0.0008310278644785285,
-0.01853429712355137,
0.012771266512572765,
0.012866643257439137,
-0.009897055104374886,
-0.01686980575323105,
-0.013717858120799065,
-0.029255744069814682,
-0.034539975225925446,
-0.06627435237169266,
-0.026621945202350616,
-0.0138888293877244,
-0.005859822500497103,
0.04684881493449211,
0.05280182510614395,
-0.0014623793540522456,
0.051677603274583817,
0.05003822594881058,
-0.021046359091997147,
-0.01997254602611065,
0.011142127215862274,
0.025397827848792076,
-0.022116582840681076,
-0.055887069553136826,
-0.04220668226480484,
0.05092005804181099,
0.03804555535316467,
-0.029517166316509247,
-0.081446073949337,
0.011248222552239895,
0.06989868730306625,
-0.02832154743373394,
0.051925867795944214,
-0.00023069244343787432,
0.05130881443619728,
0.051098331809043884,
-0.019966835156083107,
0.011970370076596737,
-0.023625236004590988,
0.013896365649998188,
0.00005850902743986808,
0.029263397678732872,
-0.04523970186710358,
-0.0347672700881958,
-0.08560293912887573,
0.01037981454282999,
0.029208436608314514,
0.08588407188653946,
0.04495946690440178,
-0.03386130928993225,
-0.054604385048151016,
-0.013033370487391949,
0.041148632764816284,
-0.055130671709775925,
-0.014216439798474312,
0.024571776390075684,
0.05123595893383026,
-0.03946465626358986,
-0.04739045351743698,
-0.03512879088521004,
0.001769218361005187,
0.034120433032512665,
0.00768999382853508,
-0.012481747195124626,
-0.0585579052567482,
0.045889757573604584,
-0.007283957675099373,
-0.041790179908275604,
-0.11441243439912796,
0.004574073012918234,
-0.03742705658078194,
0.0009089645463973284,
0.04851319268345833,
0.02360045351088047,
0.0342252179980278,
0.0630258098244667,
0.007639911957085133,
0.020469171926379204,
-0.03916144743561745,
0.023150527849793434,
-0.03695345297455788,
0.007696992252022028,
0.017281925305724144,
-0.02755260281264782,
-0.032740697264671326,
-0.034347664564847946,
-0.04097316041588783,
-0.028539976105093956,
-0.01623738557100296,
0.02073880471289158,
-0.02869945764541626,
0.005100536160171032,
-0.012609950266778469,
0.03406573832035065,
-0.017031894996762276,
-0.01942761428654194,
-0.015113058499991894,
-0.047043800354003906,
-0.08850560337305069,
-0.03693817928433418,
0.022924629971385002,
0.028649484738707542,
0.011186199262738228,
0.0337110199034214,
0.016449637711048126,
0.020635327324271202,
0.007941591553390026,
-0.028535712510347366,
0.041835345327854156,
0.01841745153069496,
-0.042006053030490875,
-0.030730504542589188,
0.006515296176075935,
0.03436562418937683,
0.021595841273665428,
-0.0533209927380085,
0.02606462687253952,
0.0004128959262743592,
-0.027491413056850433,
-0.017460498958826065,
-0.0011174248065799475,
0.03416720777750015,
-0.07665035128593445,
-0.0548870787024498,
0.0024101927410811186,
-0.05210059508681297,
0.03731280192732811,
-0.018362654373049736,
0.0006481767632067204,
0.02446129359304905,
0.030529843643307686,
0.035256337374448776,
0.0019167134305462241,
-0.04491965100169182,
0.0010919768828898668,
0.00017790572019293904,
0.0009927513310685754,
-0.06740245223045349,
0.047757308930158615,
-0.04116800054907799,
0.02305222675204277,
-0.0015590464463457465,
0.001428595744073391,
-0.030578196048736572,
0.03532589599490166,
-0.005529439076781273,
-0.012765140272676945,
-0.019207067787647247,
-0.0025797574780881405,
-0.04662730544805527,
0.04727580398321152,
0.00898723304271698,
0.019237574189901352,
-0.026590563356876373,
0.0624275766313076,
-0.04093916714191437,
-0.015475582331418991,
-0.02983531728386879,
0.01910780742764473,
-0.033634528517723083,
-0.0015881346771493554,
-0.01904458925127983,
-0.03501046821475029,
0.0011594909010455012,
0.0367157980799675,
0.03543739765882492,
0.012887697666883469,
-0.02156764082610607,
0.011477012187242508,
0.0239252969622612,
-0.047331083565950394,
-0.003994393162429333,
-0.020456133410334587,
-0.01976090297102928,
-0.00009133469575317577,
0.05306076630949974,
0.03436645492911339,
-0.04092496633529663,
-0.0690930038690567,
0.01690591685473919,
0.029669519513845444,
-0.0027589863166213036,
0.0023137805983424187,
0.019985206425189972,
0.03452196344733238,
0.05562162399291992,
-0.021078472957015038,
0.00006939683225937188,
-0.024130957201123238,
-0.023512423038482666,
0.028157366439700127,
-0.01572396419942379,
0.02140498347580433,
0.008800151757895947,
-0.04805898293852806,
-0.014681280590593815,
0.06556735187768936,
0.02107701264321804,
0.02052955888211727,
0.0024677403271198273,
-0.012758724391460419,
0.013429216109216213,
0.021894637495279312,
-0.07159252464771271,
0.011076794937252998,
0.0400981679558754,
-0.02998553216457367,
0.07132519781589508,
-0.0286165289580822,
0.04170927777886391,
0.054215557873249054,
0.005915668793022633,
-0.021717963740229607,
0.05255332961678505,
-0.019940882921218872,
-0.023039845749735832,
0.05674850940704346,
-0.060794249176979065,
-0.019729679450392723,
-0.014341341331601143,
0.061264991760253906,
-0.0740082859992981,
0.054351359605789185,
0.054896287620067596,
0.038508180528879166,
0.005122216418385506,
-0.0355653315782547,
-0.039422787725925446,
0.03291824087500572,
-0.0345488078892231,
0.08097673952579498,
0.019229725003242493,
-0.04898807406425476,
0.07553347200155258,
0.004487589467316866,
-0.06649532169103622,
0.04350601136684418,
0.03677298501133919,
0.01771525666117668,
0.019759327173233032,
0.04841265082359314,
-0.044582758098840714,
0.025117533281445503,
-0.05787542834877968,
0.011947309598326683,
-0.0690813884139061,
-0.0038517906796187162,
0.02155417948961258,
-0.017757117748260498,
-0.012566558085381985,
0.026519641280174255,
-0.021076546981930733,
0.02372606098651886,
0.021487202495336533,
-0.04738127812743187,
-0.026944098994135857,
0.018011780455708504,
0.039239611476659775,
-0.0163425300270319,
0.021181974560022354,
-0.020619750022888184,
0.02123444154858589,
0.029552431777119637,
0.018620280548930168,
-0.05986407771706581,
-0.0017883370164781809,
0.02803225815296173,
-0.059521645307540894,
-0.033249981701374054,
0.0022637066431343555,
0.013186921365559101,
-0.036187101155519485,
0.02905447967350483,
0.008781141601502895,
-0.005154779180884361,
0.03361915796995163,
-0.023492224514484406,
0.032993823289871216,
-0.0499081090092659,
-0.0035941607784479856,
0.007911277003586292,
0.007941212505102158,
0.017471669241786003,
-0.017236465588212013,
0.02230045013129711,
0.022334415465593338,
0.058298058807849884,
0.0200568288564682,
-0.0405377633869648,
-0.015884138643741608,
0.03171640262007713,
-0.03443187475204468,
0.013010063208639622,
-0.0279970932751894,
-0.06761124730110168,
-0.033979419618844986,
-0.017139235511422157,
-0.002403511432930827,
0.019833194091916084,
-0.014981013722717762,
0.008875158615410328,
0.050568729639053345,
-0.031186997890472412,
-0.0392136424779892,
-0.07123185694217682,
-0.014187547378242016,
-0.024551164358854294,
0.014395684003829956,
0.017247740179300308,
-0.023351458832621574,
0.031741686165332794,
-0.04857953265309334,
-0.07217954844236374,
0.05569882690906525,
0.011940750293433666,
-0.030826721340417862,
0.05929083749651909,
0.030190320685505867,
-0.028092894703149796,
0.010608570650219917,
0.05752996355295181,
-0.0542951300740242,
0.025523021817207336,
0.003007272956892848,
0.019382959231734276,
0.012389035895466805,
0.02679070271551609,
-0.021465232595801353,
-0.03610598295927048,
-0.055488329380750656,
-0.052299804985523224,
-0.03651237115263939,
-0.012014578096568584,
0.06585662066936493
] |
distilbert-base-cased-distilled-squad | [
"pytorch",
"tf",
"rust",
"safetensors",
"openvino",
"distilbert",
"question-answering",
"en",
"dataset:squad",
"arxiv:1910.01108",
"arxiv:1910.09700",
"transformers",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"has_space"
] | question-answering | {
"architectures": [
"DistilBertForQuestionAnswering"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 257,745 | 2020-04-29T13:54:29Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-bzs
* source languages: sv
* target languages: bzs
* OPUS readme: [sv-bzs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-bzs/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-bzs/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bzs/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-bzs/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.bzs | 29.4 | 0.484 |
| [
-0.016843870282173157,
-0.030883632600307465,
-0.003053459106013179,
0.04123523458838463,
0.02472548745572567,
0.023578522726893425,
0.002119176322594285,
0.0017430539010092616,
-0.04436877742409706,
0.052066851407289505,
0.014401664026081562,
-0.014996137470006943,
0.01286276988685131,
0.05210215598344803,
-0.03382308781147003,
-0.029391951858997345,
-0.004162336699664593,
0.011073094792664051,
-0.04468049108982086,
-0.009470402263104916,
-0.003368718083947897,
0.010603561997413635,
-0.034851253032684326,
0.040595587342977524,
-0.021515633910894394,
0.0010198286036029458,
-0.01848999597132206,
0.013231389224529266,
0.018739724531769753,
-0.0693984180688858,
-0.0040193102322518826,
-0.021642392501235008,
-0.036845140159130096,
-0.01840299554169178,
-0.024281218647956848,
0.030111227184534073,
0.01240096241235733,
0.02001185342669487,
0.07567260414361954,
0.060706622898578644,
-0.005512238945811987,
-0.00011063691636081785,
-0.003980097360908985,
-0.025868520140647888,
0.041098520159721375,
0.007804322522133589,
-0.02749939262866974,
-0.035358116030693054,
0.024648146703839302,
-0.030304405838251114,
-0.04703613370656967,
-0.05620351433753967,
-0.018472837284207344,
0.029084831476211548,
-0.011126445606350899,
-0.0066613694652915,
-0.09280546754598618,
-0.0057427119463682175,
0.06532437354326248,
-0.05997728183865547,
-0.03159135952591896,
0.013362946920096874,
-0.05169474706053734,
0.011302394792437553,
0.048148028552532196,
-0.034899912774562836,
-0.008751113899052143,
-0.049341775476932526,
0.046344928443431854,
-0.036342717707157135,
0.03735576197504997,
-0.027597062289714813,
0.018698526546359062,
-0.07215338945388794,
-0.047051265835762024,
-0.011046124622225761,
0.02604212798178196,
0.05691536143422127,
-0.04221129044890404,
0.05128038302063942,
0.042477019131183624,
-0.014641950838267803,
0.029828067868947983,
-0.00674910843372345,
-0.013406247831881046,
0.040682367980480194,
-0.031995128840208054,
-0.0024033845402300358,
0.009146442636847496,
0.04497859999537468,
-0.03872048109769821,
-0.030515452846884727,
-0.013160448521375656,
-0.0311902966350317,
-0.009317902848124504,
0.026703717187047005,
0.055604394525289536,
-0.033693477511405945,
-0.0002220369060523808,
0.04537643864750862,
0.01969403214752674,
0.04261856526136398,
-0.0010276593966409564,
0.07349462807178497,
-0.027488689869642258,
-0.006251663435250521,
-0.024669239297509193,
-0.024838490411639214,
-0.06340493261814117,
0.00043657023343257606,
0.030525868758559227,
-0.04231836646795273,
-0.00702167022973299,
0.045375432819128036,
0.03908827528357506,
-0.03817548602819443,
0.0736047625541687,
-0.03156034275889397,
-0.041827697306871414,
-0.04824306443333626,
0.05526076629757881,
0.0147886136546731,
0.013935304246842861,
0.02301909402012825,
-0.057090770453214645,
0.01700707897543907,
-0.036029137670993805,
-0.03900252282619476,
0.009196578525006771,
0.026666956022381783,
-0.022829262539744377,
0.037186168134212494,
0.035878684371709824,
-0.06074386462569237,
0.017813950777053833,
-0.015348559245467186,
-0.041475605219602585,
0.05791464075446129,
0.046902090311050415,
0.09350062906742096,
-0.04865352809429169,
-0.032435450702905655,
0.009355364367365837,
0.004693381488323212,
-0.03467072173953056,
0.01711711473762989,
-0.004222366493195295,
-0.021867426112294197,
-0.019832417368888855,
-0.021654164418578148,
0.055238641798496246,
-0.044114962220191956,
-0.023573137819767,
0.058790095150470734,
-0.017708025872707367,
0.027573425322771072,
-0.02649712935090065,
-0.002751419320702553,
0.009645477868616581,
-0.024425959214568138,
-0.026864277198910713,
0.03141895681619644,
0.002398685785010457,
0.004555679392069578,
-0.03172740712761879,
-0.054354678839445114,
0.025688733905553818,
0.08580490201711655,
-0.024993497878313065,
-0.024794962257146835,
-0.022783152759075165,
-0.0006627951515838504,
0.04077470675110817,
0.018436867743730545,
-0.028877582401037216,
0.03811240196228027,
0.05329637974500656,
0.01004426833242178,
0.00617124792188406,
0.07126601040363312,
0.023501863703131676,
-0.017714645713567734,
-0.008729835040867329,
0.01645584963262081,
0.0331687405705452,
-0.01829603686928749,
-0.0017309053801000118,
0.03951316699385643,
0.019242381677031517,
-0.017726637423038483,
-0.020452437922358513,
0.06370719522237778,
0.002214564708992839,
0.007902020588517189,
0.014061183668673038,
-0.021873561665415764,
-0.015538392588496208,
0.05050757899880409,
-0.007945232093334198,
-0.021091759204864502,
-0.03745569661259651,
-0.024034816771745682,
0.007475346326828003,
0.03893906623125076,
0.026845350861549377,
0.05195276066660881,
-0.016208039596676826,
0.10364046692848206,
-0.030633099377155304,
0.008837282657623291,
-0.020772695541381836,
-0.03750728443264961,
0.01421508938074112,
0.0655917078256607,
0.021138371899724007,
0.04127012938261032,
-0.00026547451852820814,
-0.05139238014817238,
0.02722819894552231,
0.06138848140835762,
0.055142614990472794,
0.009217428043484688,
-0.04220275580883026,
-0.011887172237038612,
0.011570289731025696,
0.03850323706865311,
-0.03223065659403801,
-0.06635614484548569,
0.017471641302108765,
0.07061728090047836,
-0.045037709176540375,
0.031133253127336502,
-0.032687608152627945,
0.024438146501779556,
-0.03223534673452377,
-0.040838778018951416,
0.044330962002277374,
0.02039102464914322,
-0.016316542401909828,
0.02355978637933731,
0.012047686614096165,
-0.013641215860843658,
0.023587264120578766,
0.008404674008488655,
-0.0003723519912455231,
-0.030626649037003517,
0.013930984772741795,
0.021526621654629707,
0.05555574223399162,
-0.028364863246679306,
0.03615541011095047,
-0.026003852486610413,
-0.0005092873470857739,
0.03210098668932915,
-0.06987994909286499,
0.015239669941365719,
0.04792076721787453,
0.013952137902379036,
-0.01557712722569704,
0.004935998935252428,
0.008956486359238625,
0.022904178127646446,
0.07527662068605423,
0.004921921528875828,
0.0577472448348999,
0.013383082114160061,
0.06338249146938324,
0.0952046811580658,
0.016884397715330124,
0.03663793206214905,
0.04230941832065582,
0.09374553710222244,
-0.012894051149487495,
-0.006851252634078264,
0.046604081988334656,
-0.048695553094148636,
0.02117685228586197,
-0.04278760775923729,
0.030608266592025757,
0.023790143430233,
-0.0031303116120398045,
0.026164192706346512,
0.005153530277311802,
-0.013980266638100147,
0.008628231473267078,
-0.012123114429414272,
-0.021275028586387634,
0.045569803565740585,
0.011366607621312141,
0.009942902252078056,
0.009413626044988632,
-0.000958939956035465,
0.019445545971393585,
-0.07208021730184555,
-0.06948961317539215,
0.02280990034341812,
-0.03417230024933815,
0.0014147552428767085,
-0.056884728372097015,
-0.018944095820188522,
-0.06376118957996368,
-0.021446138620376587,
0.04540342465043068,
0.0026962843257933855,
-0.006267166696488857,
-0.02602037973701954,
0.006897022947669029,
-0.028051059693098068,
-0.028816863894462585,
-0.035556089133024216,
-0.03806760534644127,
-0.03485139459371567,
-0.07709106057882309,
0.041908878833055496,
0.010640415363013744,
0.023395339027047157,
-0.023799361661076546,
0.019231213256716728,
-0.012345071882009506,
-0.01578875444829464,
0.08109378069639206,
0.05576001852750778,
-0.02497090958058834,
-0.02018672600388527,
0.054203253239393234,
-0.03599347919225693,
0.0007235179073177278,
-0.025111211463809013,
-0.01776203140616417,
0.06926146894693375,
0.05237293988466263,
0.019259367138147354,
0.0032990858890116215,
-0.02769169770181179,
-0.057572077959775925,
-0.06303570419549942,
-0.04211421683430672,
-0.04400567337870598,
-0.01054644025862217,
-0.03142165765166283,
-0.05526735261082649,
-0.03642740845680237,
-0.034641463309526443,
-0.0041882628574967384,
-0.03201746940612793,
0.020106784999370575,
0.029893696308135986,
0.034642383456230164,
0.03666163608431816,
0.03434241563081741,
-0.055318161845207214,
-0.025748100131750107,
0.07544457167387009,
0.006841365713626146,
0.008752456866204739,
-0.05402635782957077,
-0.009126914665102959,
0.04923981428146362,
0.015233860351145267,
0.011857446283102036,
0.01690981537103653,
0.08482221513986588,
-0.0003895143454428762,
0.007633765693753958,
0.009022871032357216,
-0.003385338466614485,
-0.006164426449686289,
-0.005070993676781654,
-0.011200512759387493,
-0.04025723412632942,
-0.019391564652323723,
-0.017287058755755424,
0.01687462441623211,
0.041918590664863586,
-0.06788121163845062,
-0.030614487826824188,
-0.000886376656126231,
0.03372667729854584,
0.006807909347116947,
0.01960770972073078,
-0.010195632465183735,
0.018075905740261078,
-0.03871177136898041,
-0.026117004454135895,
0.001382937771268189,
0.009462535381317139,
0.0008960316772572696,
0.054874517023563385,
0.027561984956264496,
-0.0333155021071434,
0.052116475999355316,
0.02592296712100506,
0.06346885859966278,
0.013516594655811787,
-0.044779080897569656,
0.016726328060030937,
-0.02677205204963684,
0.02100798860192299,
-0.002300180261954665,
-0.025986790657043457,
-0.046864211559295654,
-0.07593157142400742,
0.00521668279543519,
0.026304462924599648,
-0.032712291926145554,
0.018117601051926613,
0.027907894924283028,
-0.047980163246393204,
0.003783229971304536,
-0.0003649139543995261,
0.02257663756608963,
0.048029929399490356,
-0.05328681692481041,
0.06703628599643707,
-0.013471311889588833,
0.020051520317792892,
-0.05786311253905296,
0.011501836590468884,
-0.01618528738617897,
-0.03815852478146553,
0.03834202513098717,
0.05985535681247711,
0.01723092421889305,
0.0487993098795414,
0.0849473774433136,
0.05451779067516327,
-0.029003268107771873,
0.029111292213201523,
0.027609430253505707,
0.007010067813098431,
-0.06192045658826828,
-0.007543481886386871,
-0.006259327754378319,
-0.051116835325956345,
-0.0009264262625947595,
-0.016746098175644875,
0.011454671621322632,
0.014881003648042679,
-0.0046423375606536865,
-0.019551008939743042,
-0.01516067236661911,
-0.030290553346276283,
-0.03237549960613251,
-0.0684618428349495,
-0.03180363029241562,
-0.014158163219690323,
-0.001224755309522152,
0.046579353511333466,
0.049195997416973114,
-0.0016238052630797029,
0.0480167455971241,
0.04757816344499588,
-0.025439832359552383,
-0.020142797380685806,
0.008976387791335583,
0.02306315116584301,
-0.01762896589934826,
-0.056605059653520584,
-0.04342976585030556,
0.048331763595342636,
0.03897108510136604,
-0.029508547857403755,
-0.0803283154964447,
0.012277659960091114,
0.06619853526353836,
-0.029261117801070213,
0.054025232791900635,
0.0023363297805190086,
0.05804957449436188,
0.0561714731156826,
-0.01914948597550392,
0.01614535041153431,
-0.030419794842600822,
0.014473901130259037,
0.0055979108437895775,
0.037198543548583984,
-0.04126572608947754,
-0.031017402186989784,
-0.08585923910140991,
0.010557110421359539,
0.025796858593821526,
0.08312971889972687,
0.043184634298086166,
-0.03788498416543007,
-0.05563148483633995,
-0.01600535959005356,
0.04233137518167496,
-0.05716399475932121,
-0.01289957296103239,
0.021169306710362434,
0.04590868577361107,
-0.04623923450708389,
-0.0456957183778286,
-0.03433540463447571,
0.00017147754260804504,
0.033835481852293015,
0.002075181808322668,
-0.01925322785973549,
-0.05394904688000679,
0.03954719007015228,
-0.00512647582218051,
-0.04040820896625519,
-0.11410371959209442,
0.008727550506591797,
-0.03591885045170784,
0.00029307292425073683,
0.04844284802675247,
0.021509142592549324,
0.03512127324938774,
0.060305941849946976,
0.007158081978559494,
0.02261042222380638,
-0.04112252965569496,
0.023314308375120163,
-0.03529312461614609,
0.004323730710893869,
0.017973465844988823,
-0.03151976689696312,
-0.031968627125024796,
-0.03810378909111023,
-0.03676775470376015,
-0.023853162303566933,
-0.0230244230479002,
0.02174324169754982,
-0.03040097840130329,
0.0037932805716991425,
-0.010673497803509235,
0.029059048742055893,
-0.019691145047545433,
-0.018167434260249138,
-0.008851156570017338,
-0.04936007782816887,
-0.08100101351737976,
-0.04099724069237709,
0.024150678887963295,
0.024540914222598076,
0.013166835531592369,
0.036385245621204376,
0.014485234394669533,
0.014286761172115803,
0.00389957707375288,
-0.029812730848789215,
0.04223710671067238,
0.015618362464010715,
-0.044378213584423065,
-0.032306306064128876,
0.005941792391240597,
0.03197420760989189,
0.02352910488843918,
-0.051443856209516525,
0.024576403200626373,
0.00043151710997335613,
-0.031369972974061966,
-0.014894613064825535,
-0.0033850788604468107,
0.03206431865692139,
-0.0760328397154808,
-0.06084141880273819,
0.006684375926852226,
-0.049873799085617065,
0.03137769177556038,
-0.024390600621700287,
0.0025565936230123043,
0.02363077737390995,
0.024114221334457397,
0.029801221564412117,
-0.0010894408915191889,
-0.04563583433628082,
0.0016117253107950091,
-0.004898215178400278,
0.004794865846633911,
-0.0699630007147789,
0.04814126342535019,
-0.04037559777498245,
0.025287190452218056,
-0.005078866146504879,
-0.004099094308912754,
-0.029500985518097878,
0.03339926153421402,
-0.010499510914087296,
-0.008169428445398808,
-0.021306462585926056,
0.004213810432702303,
-0.04107256606221199,
0.051130261272192,
0.008903062902390957,
0.018894851207733154,
-0.02401003986597061,
0.06498470902442932,
-0.03943272680044174,
-0.009083865210413933,
-0.027246223762631416,
0.020116271451115608,
-0.036210980266332626,
-0.003302290104329586,
-0.018618658185005188,
-0.03706446290016174,
0.0008074768702499568,
0.034265048801898956,
0.036404799669981,
0.014723353087902069,
-0.02876170165836811,
0.010528577491641045,
0.019208183512091637,
-0.04224277287721634,
-0.002461860189214349,
-0.016806727275252342,
-0.023196300491690636,
-0.0053969332948327065,
0.0477362759411335,
0.034314338117837906,
-0.03928679600358009,
-0.07218731194734573,
0.017683211714029312,
0.026333779096603394,
-0.009954355657100677,
0.003470376366749406,
0.01841617561876774,
0.03863026574254036,
0.05956193432211876,
-0.02669111266732216,
0.0028003547340631485,
-0.026295851916074753,
-0.018205175176262856,
0.02523982524871826,
-0.017464667558670044,
0.029820458963513374,
0.0032961221877485514,
-0.04376399517059326,
-0.02047150954604149,
0.06514783948659897,
0.020334504544734955,
0.02184480056166649,
-0.00012349229655228555,
-0.012548982165753841,
0.012461187317967415,
0.021071232855319977,
-0.07059173285961151,
0.007809116039425135,
0.0456092394888401,
-0.031645651906728745,
0.07451004534959793,
-0.02696509286761284,
0.04082746431231499,
0.05563400313258171,
0.0006615408346988261,
-0.02492784708738327,
0.052217748016119,
-0.02505229413509369,
-0.026605218648910522,
0.05376233905553818,
-0.05380482226610184,
-0.016153674572706223,
-0.017344823107123375,
0.06319078803062439,
-0.07283059507608414,
0.05447707697749138,
0.05686468258500099,
0.03686637058854103,
0.002317747799679637,
-0.0393015593290329,
-0.03096756339073181,
0.035388700664043427,
-0.032103292644023895,
0.07536812126636505,
0.0180716160684824,
-0.05222729220986366,
0.0734468623995781,
0.000574196339584887,
-0.07044515013694763,
0.042266666889190674,
0.03477302938699722,
0.014644344337284565,
0.023070095106959343,
0.058589499443769455,
-0.045615971088409424,
0.02513241395354271,
-0.05919637903571129,
0.015499980188906193,
-0.07172170281410217,
0.0009269309230148792,
0.02206190675497055,
-0.018398994579911232,
-0.016903577372431755,
0.029326530173420906,
-0.02025897614657879,
0.020152855664491653,
0.021205389872193336,
-0.047935910522937775,
-0.02541210688650608,
0.02391980215907097,
0.041383154690265656,
-0.020837122574448586,
0.015372835099697113,
-0.020547904074192047,
0.019884703680872917,
0.028682192787528038,
0.020391274243593216,
-0.061431754380464554,
0.0011406706180423498,
0.03197687491774559,
-0.061521586030721664,
-0.03059973381459713,
0.0003753069322556257,
0.010631750337779522,
-0.03424563631415367,
0.029516544193029404,
0.012337314896285534,
0.002583121880888939,
0.03530563786625862,
-0.019014598801732063,
0.03838850557804108,
-0.05093739181756973,
-0.00806854572147131,
0.007313281297683716,
0.005503042135387659,
0.022107336670160294,
-0.01786866970360279,
0.018167976289987564,
0.020843008533120155,
0.05969507619738579,
0.01437931228429079,
-0.03773586452007294,
-0.014659136533737183,
0.029559053480625153,
-0.03565853461623192,
0.013560576364398003,
-0.018699251115322113,
-0.06755644083023071,
-0.03600050508975983,
-0.015204343013465405,
-0.0050795660354197025,
0.012182389385998249,
-0.01655726507306099,
0.00832191202789545,
0.05469636619091034,
-0.030723391100764275,
-0.04136689752340317,
-0.07338067889213562,
-0.013755438849329948,
-0.025450054556131363,
0.008722009137272835,
0.02068578265607357,
-0.02585456520318985,
0.027839601039886475,
-0.05354847013950348,
-0.06428099423646927,
0.059942204505205154,
0.009954012930393219,
-0.02960897795855999,
0.06031301990151405,
0.029839150607585907,
-0.031713057309389114,
0.01012896653264761,
0.06316153705120087,
-0.05220149829983711,
0.018572982400655746,
0.0008009382290765643,
0.025099454447627068,
0.014421718195080757,
0.031048988923430443,
-0.02137516811490059,
-0.03544154390692711,
-0.055773887783288956,
-0.05662421137094498,
-0.03784940391778946,
-0.009854236617684364,
0.06682056188583374
] |
distilbert-base-cased | [
"pytorch",
"tf",
"onnx",
"distilbert",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1910.01108",
"transformers",
"license:apache-2.0",
"has_space"
] | null | {
"architectures": null,
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 574,859 | 2020-04-29T13:54:41Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-ceb
* source languages: sv
* target languages: ceb
* OPUS readme: [sv-ceb](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-ceb/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-ceb/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ceb/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ceb/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.ceb | 39.2 | 0.609 |
| [
-0.014031704515218735,
-0.025438033044338226,
-0.004184320569038391,
0.0348963625729084,
0.03355003520846367,
0.020555684342980385,
-0.0024367200676351786,
-0.001073420513421297,
-0.05089770257472992,
0.054659634828567505,
0.008214105851948261,
-0.011920290999114513,
0.010117584839463234,
0.047453634440898895,
-0.035865169018507004,
-0.024300431832671165,
-0.013352153822779655,
0.010744534432888031,
-0.04421323165297508,
-0.008889026939868927,
-0.00152515375521034,
0.009147917851805687,
-0.032857950776815414,
0.03640930727124214,
-0.017255518585443497,
0.003529646899551153,
-0.02123953029513359,
0.015787167474627495,
0.016564082354307175,
-0.06824804097414017,
-0.0037165936082601547,
-0.021157927811145782,
-0.03243684023618698,
-0.01644783280789852,
-0.02193298749625683,
0.02944718301296234,
0.013369735330343246,
0.024417271837592125,
0.07709506899118423,
0.061110660433769226,
-0.007712976541370153,
0.0039713140577077866,
-0.0077650342136621475,
-0.026235107332468033,
0.03714428469538689,
0.003095658728852868,
-0.030535563826560974,
-0.029090235009789467,
0.024365589022636414,
-0.03800039738416672,
-0.05316973105072975,
-0.05367423966526985,
-0.01704288460314274,
0.03186213597655296,
-0.014622710645198822,
-0.003016485134139657,
-0.0977277159690857,
-0.007417702116072178,
0.06600546091794968,
-0.05543937534093857,
-0.03390076011419296,
0.016843901947140694,
-0.056608933955430984,
0.010179207660257816,
0.04630719870328903,
-0.032367512583732605,
-0.010652606375515461,
-0.04990150034427643,
0.0411091223359108,
-0.026525868102908134,
0.03586934879422188,
-0.028596676886081696,
0.02272486500442028,
-0.06856566667556763,
-0.04306788742542267,
-0.007556886412203312,
0.023254362866282463,
0.058415189385414124,
-0.036140456795692444,
0.04738263040781021,
0.03458474949002266,
-0.013138532638549805,
0.02854488044977188,
-0.007961384952068329,
-0.013356293551623821,
0.04181528463959694,
-0.03235914558172226,
-0.002179427072405815,
0.00510052964091301,
0.05093938112258911,
-0.0407521016895771,
-0.03050779551267624,
-0.014842065051198006,
-0.0347682423889637,
-0.013386051170527935,
0.02921712026000023,
0.06155185028910637,
-0.03277361020445824,
0.0019526819232851267,
0.04281987249851227,
0.017442837357521057,
0.04694734513759613,
0.0003190880815964192,
0.06630896031856537,
-0.030177701264619827,
-0.002836457919329405,
-0.025776367634534836,
-0.03028792329132557,
-0.06135078892111778,
0.0075154355727136135,
0.028943438082933426,
-0.03995407745242119,
-0.008480560034513474,
0.04405678063631058,
0.032806236296892166,
-0.03592100739479065,
0.07078620791435242,
-0.02877914160490036,
-0.035899627953767776,
-0.05302438884973526,
0.05648291856050491,
0.013541261665523052,
0.01318186242133379,
0.030316350981593132,
-0.05334428697824478,
0.023109054192900658,
-0.030831335112452507,
-0.03861153498291969,
0.016297079622745514,
0.02271188795566559,
-0.020001936703920364,
0.03867638483643532,
0.030800165608525276,
-0.06479718536138535,
0.019736234098672867,
-0.009222757071256638,
-0.041036128997802734,
0.05813537538051605,
0.04152620956301689,
0.09688422828912735,
-0.04820758104324341,
-0.03153260797262192,
0.009381493553519249,
0.006157128140330315,
-0.025266103446483612,
0.016400378197431564,
0.004091003909707069,
-0.02041255310177803,
-0.01858438365161419,
-0.022425781935453415,
0.05447661504149437,
-0.04820327088236809,
-0.02102929912507534,
0.05570148676633835,
-0.01702214777469635,
0.02419096976518631,
-0.026242006570100784,
-0.005662572104483843,
0.01530615333467722,
-0.022155756130814552,
-0.022736385464668274,
0.03463093191385269,
0.008401735685765743,
0.000719549017958343,
-0.03047207184135914,
-0.058956075459718704,
0.015052559785544872,
0.08539576828479767,
-0.01927601732313633,
-0.027210500091314316,
-0.024116938933730125,
0.00017469035810790956,
0.04695452004671097,
0.022697998210787773,
-0.027752036228775978,
0.03560972213745117,
0.057570911943912506,
0.012217448092997074,
0.0025169344153255224,
0.07604262977838516,
0.021619975566864014,
-0.02416597306728363,
-0.003639735048636794,
0.01956363022327423,
0.035319194197654724,
-0.025906775146722794,
-0.003669619793072343,
0.04614618048071861,
0.015692049637436867,
-0.018261868506669998,
-0.02357439324259758,
0.061156339943408966,
-0.00011815487960120663,
0.004390357527881861,
0.01503052469342947,
-0.0238752793520689,
-0.019334418699145317,
0.048194412142038345,
-0.0034020913299173117,
-0.021784916520118713,
-0.044583093374967575,
-0.016703931614756584,
0.015336242504417896,
0.041181780397892,
0.02869594842195511,
0.049675486981868744,
-0.01752479560673237,
0.10010471194982529,
-0.03518915921449661,
0.007875406183302402,
-0.019171953201293945,
-0.03694576397538185,
0.013511201366782188,
0.06183219328522682,
0.017180541530251503,
0.04119419306516647,
0.00010303214367013425,
-0.04870156943798065,
0.03533349558711052,
0.062067534774541855,
0.047215674072504044,
0.00987654086202383,
-0.038148075342178345,
-0.010930567979812622,
0.014316806569695473,
0.03979320451617241,
-0.03959957882761955,
-0.06592273712158203,
0.02184034138917923,
0.07183495908975601,
-0.039219312369823456,
0.028327740728855133,
-0.02891441062092781,
0.018524909391999245,
-0.030250288546085358,
-0.04099959880113602,
0.04836467653512955,
0.018195275217294693,
-0.009561112150549889,
0.019853346049785614,
0.009735996834933758,
-0.013177324086427689,
0.022627267986536026,
0.011982415802776814,
-0.0006372983334586024,
-0.023673979565501213,
0.010956421494483948,
0.022855045273900032,
0.05691668763756752,
-0.031190574169158936,
0.03816084936261177,
-0.02702486142516136,
0.000949597277212888,
0.02774609439074993,
-0.06681697815656662,
0.017213936895132065,
0.042343683540821075,
0.013444311916828156,
-0.019689977169036865,
0.007023185957223177,
0.005205448716878891,
0.02087284065783024,
0.07485263049602509,
0.004760575946420431,
0.05792026221752167,
0.016513997688889503,
0.06547629088163376,
0.09010087698698044,
0.019217586144804955,
0.0366990901529789,
0.04521915689110756,
0.09068753570318222,
-0.010505386628210545,
-0.00623224675655365,
0.0483270026743412,
-0.0483931340277195,
0.019842009991407394,
-0.04917590692639351,
0.03353133052587509,
0.015914972871541977,
-0.006142549216747284,
0.023727014660835266,
0.0019498351030051708,
-0.01260448805987835,
0.004025047644972801,
-0.016406018286943436,
-0.026320727542042732,
0.048209406435489655,
0.007765909656882286,
0.011254099197685719,
0.012305431999266148,
-0.005447295028716326,
0.02535286359488964,
-0.06762108206748962,
-0.069398432970047,
0.021871384233236313,
-0.038422513753175735,
0.003296254202723503,
-0.060087572783231735,
-0.020341243594884872,
-0.06920500099658966,
-0.018467305228114128,
0.04048336297273636,
0.004499678034335375,
-0.006905009504407644,
-0.020879749208688736,
0.010704916901886463,
-0.030429508537054062,
-0.027884000912308693,
-0.036367788910865784,
-0.03762274980545044,
-0.03549971058964729,
-0.08310970664024353,
0.03939244896173477,
0.010432213544845581,
0.02360861748456955,
-0.026759738102555275,
0.016997558996081352,
-0.011969025246798992,
-0.012681687250733376,
0.08280102908611298,
0.054980017244815826,
-0.024112029001116753,
-0.025939999148249626,
0.056592244654893875,
-0.028789648786187172,
0.0021198412869125605,
-0.029602089896798134,
-0.02226617932319641,
0.07115800678730011,
0.046948958188295364,
0.01833445578813553,
0.0055468082427978516,
-0.023711072281003,
-0.056118905544281006,
-0.06016780063509941,
-0.03781038895249367,
-0.050328969955444336,
-0.011285184882581234,
-0.028520694002509117,
-0.05312370881438255,
-0.034455858170986176,
-0.03429568558931351,
0.001749890623614192,
-0.03306139260530472,
0.021941501647233963,
0.027949342504143715,
0.0393853485584259,
0.03691545128822327,
0.036743417382240295,
-0.0431705042719841,
-0.03144615888595581,
0.07336371392011642,
0.007275398354977369,
0.012089715339243412,
-0.05236915126442909,
-0.007279082667082548,
0.05121830850839615,
0.010605448856949806,
0.005497639067471027,
0.013593919575214386,
0.08392338454723358,
0.004594343714416027,
0.0033675821032375097,
0.009138397872447968,
-0.0014188175555318594,
-0.014826271682977676,
-0.004653526935726404,
-0.01251604501157999,
-0.04149903729557991,
-0.025565465912222862,
-0.01863909512758255,
0.01680603064596653,
0.04332640394568443,
-0.06818003207445145,
-0.026061533018946648,
0.0016394946724176407,
0.027509354054927826,
0.0022535035386681557,
0.01653759740293026,
-0.010526011697947979,
0.01680919900536537,
-0.0366840586066246,
-0.025455927476286888,
0.002802623901516199,
0.0085756815969944,
0.001590520958416164,
0.05514699965715408,
0.028168585151433945,
-0.03427356109023094,
0.0541088804602623,
0.029468625783920288,
0.05973391979932785,
0.018159301951527596,
-0.04000904783606529,
0.012859945185482502,
-0.029596928507089615,
0.016052506864070892,
0.004444223362952471,
-0.03058505617082119,
-0.045715607702732086,
-0.07871831953525543,
0.0007527553243562579,
0.025132985785603523,
-0.03223056718707085,
0.013675183989107609,
0.029357237741351128,
-0.03900718688964844,
0.004730741027742624,
-0.004103656858205795,
0.01699078269302845,
0.04115859791636467,
-0.04694420471787453,
0.06625373661518097,
-0.012948784045875072,
0.019862627610564232,
-0.06207481771707535,
0.0039027812890708447,
-0.015110621228814125,
-0.03191343694925308,
0.03213713318109512,
0.06002289429306984,
0.01650087535381317,
0.05169419199228287,
0.09162399172782898,
0.04883171617984772,
-0.02687922678887844,
0.03219446912407875,
0.028085267171263695,
0.0061609940603375435,
-0.06202027201652527,
-0.0030580938328057528,
-0.009864638559520245,
-0.05011763796210289,
0.005803901236504316,
-0.0219892505556345,
0.010468292981386185,
0.015692804008722305,
-0.001052445382811129,
-0.013202926144003868,
-0.010367108508944511,
-0.02725968323647976,
-0.037128008902072906,
-0.06674438714981079,
-0.037647269666194916,
-0.016238797456026077,
-0.004000707995146513,
0.04356970638036728,
0.050683096051216125,
-0.004734785296022892,
0.04595726355910301,
0.048158563673496246,
-0.022380059584975243,
-0.02577848546206951,
0.009206940419971943,
0.02443462796509266,
-0.017839541658759117,
-0.05995924398303032,
-0.04124250262975693,
0.04597565904259682,
0.037833113223314285,
-0.021813509985804558,
-0.08006113022565842,
0.013610512018203735,
0.07010098546743393,
-0.03125660866498947,
0.0500834658741951,
-0.0016323315212503076,
0.05262291058897972,
0.053425226360559464,
-0.019027400761842728,
0.012294338084757328,
-0.030333327129483223,
0.015168997459113598,
0.001073335763067007,
0.0422280877828598,
-0.04236486926674843,
-0.034704167395830154,
-0.08701283484697342,
0.008107917383313179,
0.03229955956339836,
0.08420007675886154,
0.04060600697994232,
-0.034255173057317734,
-0.04987932741641998,
-0.013207684271037579,
0.04104679822921753,
-0.06343240290880203,
-0.014077083207666874,
0.020357662811875343,
0.05504656210541725,
-0.04525351524353027,
-0.0502990297973156,
-0.028284115716814995,
0.00008916522347135469,
0.03988112136721611,
-0.002616012003272772,
-0.017945973202586174,
-0.06111867353320122,
0.03436462581157684,
0.002631538547575474,
-0.04485585168004036,
-0.11867565661668777,
0.005586538929492235,
-0.033967386931180954,
-0.004842142574489117,
0.04225752875208855,
0.024454154074192047,
0.03233989328145981,
0.06364164501428604,
0.0020828235428780317,
0.02107124589383602,
-0.03829332813620567,
0.024854019284248352,
-0.03503616899251938,
0.006320866756141186,
0.01609533652663231,
-0.03401987627148628,
-0.031002676114439964,
-0.0353676863014698,
-0.037344809621572495,
-0.027871670201420784,
-0.01853053644299507,
0.021548407152295113,
-0.029083896428346634,
0.0002367027336731553,
-0.017246775329113007,
0.037500347942113876,
-0.021019889041781425,
-0.019669534638524055,
-0.012307886965572834,
-0.05314658209681511,
-0.08722174912691116,
-0.043235283344984055,
0.01882859319448471,
0.03329535201191902,
0.01074813399463892,
0.03782743588089943,
0.010485689155757427,
0.02080629952251911,
0.012830689549446106,
-0.029219750314950943,
0.04066264629364014,
0.015699710696935654,
-0.04219461604952812,
-0.03173532336950302,
0.0032119625248014927,
0.033507972955703735,
0.023497948423027992,
-0.05381001904606819,
0.023186031728982925,
0.0023595704697072506,
-0.033699970692396164,
-0.018737178295850754,
-0.0034570652060210705,
0.03296864777803421,
-0.07760521024465561,
-0.05512513220310211,
0.0018512102542445064,
-0.049695227295160294,
0.03495378419756889,
-0.022825097665190697,
-0.00012549145321827382,
0.019716044887900352,
0.025166567414999008,
0.03082069382071495,
0.006823747884482145,
-0.049948323518037796,
0.0010641257977113128,
0.0018684330862015486,
0.000035288070648675784,
-0.06524967402219772,
0.044672735035419464,
-0.04545307904481888,
0.025717945769429207,
-0.011102287098765373,
-0.006664687301963568,
-0.03398290276527405,
0.028980227187275887,
-0.007526429370045662,
-0.007307255174964666,
-0.014145046472549438,
0.008285744115710258,
-0.04652482271194458,
0.04984249919652939,
0.007429555524140596,
0.017259933054447174,
-0.026092736050486565,
0.06610491126775742,
-0.0433267205953598,
-0.009218215942382812,
-0.032596196979284286,
0.011148856021463871,
-0.03344402089715004,
-0.00480992766097188,
-0.018320927396416664,
-0.042212337255477905,
0.0033532450906932354,
0.03413812071084976,
0.03718706965446472,
0.017046542838215828,
-0.024470053613185883,
0.0049370815977454185,
0.013390596956014633,
-0.04811403155326843,
-0.0052995639853179455,
-0.01846947893500328,
-0.021263573318719864,
-0.005810816306620836,
0.04936946928501129,
0.03309822455048561,
-0.040293727070093155,
-0.06621289998292923,
0.022351477295160294,
0.025348369032144547,
-0.008604077622294426,
0.0032875866163522005,
0.017922943457961082,
0.03925888240337372,
0.05966257303953171,
-0.027102775871753693,
0.0005895126378163695,
-0.023494040593504906,
-0.01683458313345909,
0.027507314458489418,
-0.013641665689647198,
0.02714953012764454,
0.002003283938392997,
-0.04524305462837219,
-0.017017755657434464,
0.06346849352121353,
0.01880853809416294,
0.020609619095921516,
-0.002251866739243269,
-0.014357274398207664,
0.005102349910885096,
0.022468602284789085,
-0.06804388016462326,
0.005537530407309532,
0.04666990786790848,
-0.03859391808509827,
0.06971695274114609,
-0.031167523935437202,
0.04376818984746933,
0.052949462085962296,
-0.0008367710979655385,
-0.02845868095755577,
0.04844741150736809,
-0.023904593661427498,
-0.026458218693733215,
0.0539831668138504,
-0.05692044645547867,
-0.01308462768793106,
-0.013796678744256496,
0.06275780498981476,
-0.0754728764295578,
0.053265366703271866,
0.057670410722494125,
0.03669431805610657,
0.0023600906133651733,
-0.03767300397157669,
-0.02800310216844082,
0.04022384062409401,
-0.03785708546638489,
0.07872302085161209,
0.021623149514198303,
-0.0483807735145092,
0.07393693923950195,
0.005969122983515263,
-0.07388050854206085,
0.039234600961208344,
0.035683389753103256,
0.016259409487247467,
0.025629496201872826,
0.059139713644981384,
-0.05094176530838013,
0.024775413796305656,
-0.0620143823325634,
0.01688145101070404,
-0.07222622632980347,
-0.001017343020066619,
0.020436499267816544,
-0.0174789447337389,
-0.020746326074004173,
0.03465741127729416,
-0.020377488806843758,
0.02286221832036972,
0.02092866599559784,
-0.048456136137247086,
-0.029383152723312378,
0.015394357033073902,
0.04011891782283783,
-0.016824830323457718,
0.017798958346247673,
-0.02135349251329899,
0.01887146383523941,
0.031801026314496994,
0.01915888302028179,
-0.06316296756267548,
-0.0013093582820147276,
0.030101656913757324,
-0.05307164043188095,
-0.026630014181137085,
0.004568086005747318,
0.007633767556399107,
-0.032847583293914795,
0.03575582429766655,
0.0059308940544724464,
0.007305186241865158,
0.038945626467466354,
-0.01944080926477909,
0.03685452789068222,
-0.05483359470963478,
-0.006887122988700867,
0.005510763265192509,
0.004751304164528847,
0.021097853779792786,
-0.01929137296974659,
0.024406958371400833,
0.020021449774503708,
0.05514422059059143,
0.014881365932524204,
-0.036830298602581024,
-0.016609592363238335,
0.029263313859701157,
-0.04289480671286583,
0.011194928549230099,
-0.0219661183655262,
-0.06222909316420555,
-0.03699206933379173,
-0.019248556345701218,
-0.004302144516259432,
0.013275273144245148,
-0.015449713915586472,
0.003885965095832944,
0.055818866938352585,
-0.03463957831263542,
-0.03831317648291588,
-0.07205205410718918,
-0.019149266183376312,
-0.02816842868924141,
0.008964977227151394,
0.020751766860485077,
-0.018206221982836723,
0.02713894285261631,
-0.05017928034067154,
-0.06939618289470673,
0.05502435937523842,
0.017245348542928696,
-0.030020983889698982,
0.06620428711175919,
0.029544124379754066,
-0.02617894671857357,
0.009608766995370388,
0.05916180834174156,
-0.052742116153240204,
0.026759890839457512,
0.006799289491027594,
0.027448207139968872,
0.017417825758457184,
0.023548901081085205,
-0.018635982647538185,
-0.03792260214686394,
-0.05307581275701523,
-0.05810707435011864,
-0.03799166530370712,
-0.006292440928518772,
0.06491667032241821
] |
distilbert-base-multilingual-cased | [
"pytorch",
"tf",
"onnx",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"af",
"sq",
"ar",
"an",
"hy",
"ast",
"az",
"ba",
"eu",
"bar",
"be",
"bn",
"inc",
"bs",
"br",
"bg",
"my",
"ca",
"ceb",
"ce",
"zh",
"cv",
"hr",
"cs",
"da",
"nl",
"en",
"et",
"fi",
"fr",
"gl",
"ka",
"de",
"el",
"gu",
"ht",
"he",
"hi",
"hu",
"is",
"io",
"id",
"ga",
"it",
"ja",
"jv",
"kn",
"kk",
"ky",
"ko",
"la",
"lv",
"lt",
"roa",
"nds",
"lm",
"mk",
"mg",
"ms",
"ml",
"mr",
"mn",
"min",
"ne",
"new",
"nb",
"nn",
"oc",
"fa",
"pms",
"pl",
"pt",
"pa",
"ro",
"ru",
"sco",
"sr",
"scn",
"sk",
"sl",
"aze",
"es",
"su",
"sw",
"sv",
"tl",
"tg",
"th",
"ta",
"tt",
"te",
"tr",
"uk",
"ud",
"uz",
"vi",
"vo",
"war",
"cy",
"fry",
"pnb",
"yo",
"dataset:wikipedia",
"arxiv:1910.01108",
"arxiv:1910.09700",
"transformers",
"license:apache-2.0",
"autotrain_compatible",
"has_space"
] | fill-mask | {
"architectures": [
"DistilBertForMaskedLM"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 8,339,633 | 2020-04-29T13:55:29Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-crs
* source languages: sv
* target languages: crs
* OPUS readme: [sv-crs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-crs/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-crs/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-crs/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-crs/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.crs | 32.4 | 0.512 |
| [
-0.0169678945094347,
-0.02684083953499794,
-0.00031479718745686114,
0.03856533765792847,
0.0310565996915102,
0.017772413790225983,
-0.00047410899423994124,
-0.00009213864541379735,
-0.04308989271521568,
0.05452718585729599,
0.012138043530285358,
-0.013340798206627369,
0.013370456174015999,
0.05302415415644646,
-0.029487015679478645,
-0.03232412412762642,
-0.0156848281621933,
0.013963951729238033,
-0.04664791747927666,
-0.009916108101606369,
0.005112911108881235,
0.006375819910317659,
-0.032577287405729294,
0.032066792249679565,
-0.019388187676668167,
0.002306047361344099,
-0.01397678256034851,
0.009659292176365852,
0.016630280762910843,
-0.06898687034845352,
-0.007069833111017942,
-0.024938853457570076,
-0.03251570463180542,
-0.015901431441307068,
-0.01959090493619442,
0.0354907289147377,
0.010176817886531353,
0.022605491802096367,
0.06906769424676895,
0.05851469561457634,
-0.008264400064945221,
0.0017827554838731885,
-0.007573987357318401,
-0.022521071135997772,
0.038552235811948776,
0.006512435153126717,
-0.02954738773405552,
-0.037784986197948456,
0.02412959560751915,
-0.03095686249434948,
-0.04951855540275574,
-0.05604996904730797,
-0.018280500546097755,
0.033528659492731094,
-0.012002779170870781,
-0.007784979417920113,
-0.09722122550010681,
-0.007833295501768589,
0.06471330672502518,
-0.056909121572971344,
-0.024672770872712135,
0.012708492577075958,
-0.05021345987915993,
0.009614103473722935,
0.0457829087972641,
-0.03749841824173927,
-0.010893229395151138,
-0.050082895904779434,
0.0431387685239315,
-0.029549451544880867,
0.0407230369746685,
-0.025303920730948448,
0.01799698732793331,
-0.07591903209686279,
-0.049642544239759445,
-0.009017298929393291,
0.02527407556772232,
0.05915684998035431,
-0.04226018860936165,
0.05005046725273132,
0.0439077652990818,
-0.0150659354403615,
0.02892867475748062,
-0.0072206598706543446,
-0.012143298052251339,
0.04344555363059044,
-0.03060946986079216,
0.0014692561235278845,
0.0013179463567212224,
0.04687532037496567,
-0.04092086851596832,
-0.02832021377980709,
-0.01529686152935028,
-0.036333467811346054,
-0.014614329673349857,
0.03129877895116806,
0.06172787770628929,
-0.03458850830793381,
0.00020177433907520026,
0.04178209975361824,
0.021403077989816666,
0.04633994773030281,
0.0011457217624410987,
0.06560716778039932,
-0.025483567267656326,
-0.0022607948631048203,
-0.025924060493707657,
-0.027707701548933983,
-0.06252122670412064,
0.0071733808144927025,
0.031541794538497925,
-0.04033580422401428,
-0.0025807826314121485,
0.04005849361419678,
0.03554695099592209,
-0.033730313181877136,
0.0710567906498909,
-0.03527593985199928,
-0.0434926338493824,
-0.05112111195921898,
0.05006545037031174,
0.019126418977975845,
0.01593216508626938,
0.019364790990948677,
-0.05195266380906105,
0.022346997633576393,
-0.032754700630903244,
-0.042558297514915466,
0.01450343057513237,
0.023554272949695587,
-0.016387276351451874,
0.03372796252369881,
0.031638868153095245,
-0.06546155363321304,
0.01954689808189869,
-0.00982403289526701,
-0.04178137332201004,
0.05229147523641586,
0.043544329702854156,
0.0906272903084755,
-0.048532526940107346,
-0.035546381026506424,
0.016243066638708115,
0.008619184605777264,
-0.0313214436173439,
0.015426545403897762,
0.0015671271830797195,
-0.02836798131465912,
-0.021578151732683182,
-0.02176659181714058,
0.054303985089063644,
-0.041823066771030426,
-0.01832992397248745,
0.05848037824034691,
-0.015862829983234406,
0.02353254333138466,
-0.021123681217432022,
-0.005851075518876314,
0.01632998138666153,
-0.022431593388319016,
-0.024408215656876564,
0.031741999089717865,
0.0032892010640352964,
0.00576498918235302,
-0.028399398550391197,
-0.05734105408191681,
0.02024207077920437,
0.08522524684667587,
-0.029034512117505074,
-0.025761574506759644,
-0.026088178157806396,
-0.002048888709396124,
0.03994966298341751,
0.019765522330999374,
-0.02587391622364521,
0.03372695669531822,
0.05516276881098747,
0.020035503432154655,
0.002314733574166894,
0.07348592579364777,
0.022814059630036354,
-0.01997886784374714,
-0.001333187916316092,
0.021496932953596115,
0.030673157423734665,
-0.02017471194267273,
-0.0013500105123966932,
0.0457007959485054,
0.013961933553218842,
-0.016687465831637383,
-0.01997934654355049,
0.06362545490264893,
0.003370606806129217,
-0.00060567184118554,
0.013797149062156677,
-0.01918588951230049,
-0.01576203666627407,
0.0457100048661232,
-0.007135202642530203,
-0.021805644035339355,
-0.04357558488845825,
-0.02014576829969883,
0.012676994316279888,
0.03698890283703804,
0.020267833024263382,
0.054817382246255875,
-0.017660299316048622,
0.10248696804046631,
-0.031071476638317108,
0.011494504287838936,
-0.016361476853489876,
-0.03999818488955498,
0.010447482578456402,
0.06299731880426407,
0.01695888862013817,
0.0399167574942112,
-0.0031472535338252783,
-0.04690491035580635,
0.03237481042742729,
0.06347145885229111,
0.05114169791340828,
0.009564746171236038,
-0.03871256858110428,
-0.01286066509783268,
0.005880907643586397,
0.042376503348350525,
-0.037939801812171936,
-0.06566747277975082,
0.025906113907694817,
0.06880711764097214,
-0.042580410838127136,
0.032431066036224365,
-0.0347384549677372,
0.024705374613404274,
-0.035368021577596664,
-0.04568062722682953,
0.045113783329725266,
0.02273515611886978,
-0.01652945950627327,
0.02140640653669834,
0.012850877828896046,
-0.008128967136144638,
0.025574319064617157,
0.006664409767836332,
0.00017982286226470023,
-0.026684166863560677,
0.014314066618680954,
0.02171296253800392,
0.054547183215618134,
-0.03227223455905914,
0.035656172782182693,
-0.025671839714050293,
0.0007729685748927295,
0.030631307512521744,
-0.07127221673727036,
0.013444279320538044,
0.04850813373923302,
0.015424439683556557,
-0.0185740627348423,
0.006105388049036264,
0.0070845941081643105,
0.021200984716415405,
0.0738769993185997,
0.005890592001378536,
0.054599110037088394,
0.016140636056661606,
0.0649573802947998,
0.09634538739919662,
0.02148481085896492,
0.03405368700623512,
0.04105089232325554,
0.09066350013017654,
-0.012132033705711365,
-0.0059243375435471535,
0.049976445734500885,
-0.04827728867530823,
0.023458173498511314,
-0.040531568229198456,
0.03172420710325241,
0.015988582745194435,
-0.0003450968652032316,
0.02423379011452198,
0.005684712901711464,
-0.018348412588238716,
0.010272079147398472,
-0.017073865979909897,
-0.02475310117006302,
0.04890904203057289,
0.015398383140563965,
0.007783804554492235,
0.008587486110627651,
-0.00145063700620085,
0.017138248309493065,
-0.06737986207008362,
-0.06566233187913895,
0.016048815101385117,
-0.03640240058302879,
0.0009361851844005287,
-0.05947210639715195,
-0.0198427215218544,
-0.07022304832935333,
-0.02271934784948826,
0.041867561638355255,
0.004616733640432358,
-0.009552495554089546,
-0.02014714479446411,
0.006678588222712278,
-0.034614548087120056,
-0.031320054084062576,
-0.03601539507508278,
-0.036821670830249786,
-0.03961260989308357,
-0.0817122831940651,
0.04232998192310333,
0.011805347166955471,
0.026161223649978638,
-0.01851227506995201,
0.010558169335126877,
-0.015246167778968811,
-0.013652623631060123,
0.07912921905517578,
0.05878645181655884,
-0.023638106882572174,
-0.025949329137802124,
0.055554475635290146,
-0.037127505987882614,
-0.00029511682805605233,
-0.03136361762881279,
-0.021310482174158096,
0.06764453649520874,
0.05002538487315178,
0.023654963821172714,
0.006961395498365164,
-0.02672971598803997,
-0.05582795292139053,
-0.061744485050439835,
-0.03944433480501175,
-0.047276437282562256,
-0.013491530902683735,
-0.030197108164429665,
-0.0543164424598217,
-0.032232578843832016,
-0.02777291089296341,
-0.010827510617673397,
-0.03049454838037491,
0.01986009255051613,
0.029289735481142998,
0.03799491003155708,
0.04013309255242348,
0.027657508850097656,
-0.054074034094810486,
-0.03487461432814598,
0.07460235059261322,
0.008071535266935825,
0.00870051234960556,
-0.04925563186407089,
-0.014145800843834877,
0.050328683108091354,
0.013327179476618767,
0.008477387949824333,
0.012690169736742973,
0.07923553138971329,
-0.005902670789510012,
0.007032742258161306,
0.010218502022325993,
-0.0031911139376461506,
-0.008431067690253258,
-0.004654608201235533,
-0.015577833168208599,
-0.03790769353508949,
-0.021712588146328926,
-0.015078024938702583,
0.014624375849962234,
0.045349907130002975,
-0.06161320209503174,
-0.026416577398777008,
-0.0005645506316795945,
0.026394544169306755,
0.009759369306266308,
0.021924303844571114,
-0.010164656676352024,
0.01700739748775959,
-0.03906077519059181,
-0.028237005695700645,
0.00455813342705369,
0.013039077632129192,
0.004979908932000399,
0.05477381497621536,
0.027485013008117676,
-0.03770553320646286,
0.052374668419361115,
0.025506330654025078,
0.06276123225688934,
0.013181342743337154,
-0.041591398417949677,
0.019700657576322556,
-0.029950164258480072,
0.01578368991613388,
0.005444784183055162,
-0.024511348456144333,
-0.048936184495687485,
-0.07516198605298996,
0.0025036430452018976,
0.02944015897810459,
-0.030229009687900543,
0.012255567125976086,
0.03053753264248371,
-0.0451228953897953,
0.009702544659376144,
-0.005258821416646242,
0.025492139160633087,
0.04494117572903633,
-0.05677931010723114,
0.059809885919094086,
-0.01130321528762579,
0.022385258227586746,
-0.06197334825992584,
0.01087252888828516,
-0.010700942017138004,
-0.03567241504788399,
0.035216689109802246,
0.06537464261054993,
0.009671857580542564,
0.04960308223962784,
0.08441367000341415,
0.050645507872104645,
-0.02835726924240589,
0.025848861783742905,
0.029574384912848473,
0.00848956499248743,
-0.06513559818267822,
-0.005230502225458622,
-0.0032022602390497923,
-0.05076713114976883,
-0.00008885649731382728,
-0.017855752259492874,
0.01502599474042654,
0.019263561815023422,
-0.009997580200433731,
-0.018394269049167633,
-0.013685343787074089,
-0.031638048589229584,
-0.03480987623333931,
-0.07143506407737732,
-0.034659285098314285,
-0.01397864893078804,
-0.002928194124251604,
0.042911630123853683,
0.0534350611269474,
-0.002320938277989626,
0.04659781605005264,
0.044194623827934265,
-0.025066552683711052,
-0.024786170572042465,
0.011462206952273846,
0.025524001568555832,
-0.020316846668720245,
-0.05627203360199928,
-0.04466269537806511,
0.04531460627913475,
0.03709488734602928,
-0.029711296781897545,
-0.0796780064702034,
0.008283507078886032,
0.06850111484527588,
-0.027424346655607224,
0.052446842193603516,
-0.0024684027303010225,
0.06381052732467651,
0.055553823709487915,
-0.021569350734353065,
0.01608288288116455,
-0.035607144236564636,
0.015556702390313148,
-0.0000166073896252783,
0.029185263440012932,
-0.039531927555799484,
-0.035190414637327194,
-0.08571311086416245,
0.012780629098415375,
0.02943878062069416,
0.08172190189361572,
0.04563938081264496,
-0.03582150489091873,
-0.05667576566338539,
-0.014378701336681843,
0.04251275584101677,
-0.05467704311013222,
-0.008721726015210152,
0.024907978251576424,
0.04980994015932083,
-0.04259910434484482,
-0.04603487625718117,
-0.029126152396202087,
0.004992515780031681,
0.030920179560780525,
-0.003928162157535553,
-0.02228069119155407,
-0.056876372545957565,
0.03675822168588638,
-0.004351590760052204,
-0.04355693608522415,
-0.1158304512500763,
0.004873474594205618,
-0.033346813172101974,
-0.003090290119871497,
0.04829591140151024,
0.025296637788414955,
0.029358670115470886,
0.06246330216526985,
0.009023938328027725,
0.0230476725846529,
-0.03894813731312752,
0.02419992908835411,
-0.03565235435962677,
0.004287081770598888,
0.015610245056450367,
-0.025524545460939407,
-0.03125452995300293,
-0.04036645218729973,
-0.0418294221162796,
-0.02265777997672558,
-0.021579060703516006,
0.024744126945734024,
-0.027939023450016975,
0.006742056459188461,
-0.012735050171613693,
0.030560892075300217,
-0.014747596345841885,
-0.022768856957554817,
-0.015065460465848446,
-0.054656047374010086,
-0.0799652710556984,
-0.04225078970193863,
0.022938525304198265,
0.026035895571112633,
0.01000781636685133,
0.03492271527647972,
0.010366346687078476,
0.02109472081065178,
0.007026426028460264,
-0.02453926019370556,
0.04284094646573067,
0.017204871401190758,
-0.044908471405506134,
-0.03285918012261391,
0.00566369853913784,
0.034201592206954956,
0.024732721969485283,
-0.04671989381313324,
0.0235615074634552,
0.006270304322242737,
-0.034188345074653625,
-0.018524087965488434,
0.0016949514392763376,
0.035486187785863876,
-0.07633860409259796,
-0.05429425463080406,
0.00626593641936779,
-0.0541515089571476,
0.033979400992393494,
-0.023086458444595337,
0.0001462828804505989,
0.016830135136842728,
0.02334902621805668,
0.027146289125084877,
-0.001907170983031392,
-0.04599861800670624,
-0.0018154012504965067,
-0.002365900669246912,
-0.00012412256910465658,
-0.0671667829155922,
0.04387813061475754,
-0.04563913866877556,
0.026143604889512062,
-0.00982340332120657,
-0.0001577538496349007,
-0.029645828530192375,
0.03091142512857914,
-0.008024472743272781,
-0.0032396004535257816,
-0.016213230788707733,
0.005889092572033405,
-0.04492116719484329,
0.055221207439899445,
0.003750089555978775,
0.02011614851653576,
-0.02218870259821415,
0.07444329559803009,
-0.042670294642448425,
-0.010650834999978542,
-0.03205970674753189,
0.01250957977026701,
-0.03428317606449127,
-0.006658405996859074,
-0.01649099588394165,
-0.040621016174554825,
0.003716337261721492,
0.04493013024330139,
0.036846790462732315,
0.018133319914340973,
-0.025018295273184776,
0.011844642460346222,
0.013533907942473888,
-0.0471881739795208,
-0.003999690525233746,
-0.017734797671437263,
-0.021639013662934303,
-0.004971296526491642,
0.04770281910896301,
0.03650633990764618,
-0.041114531457424164,
-0.06933315843343735,
0.02528977207839489,
0.020905908197164536,
-0.01026979461312294,
0.0059002842754125595,
0.013881427235901356,
0.03663283586502075,
0.06021161749958992,
-0.027759281918406487,
0.006182522047311068,
-0.025223689153790474,
-0.01707998849451542,
0.02874121628701687,
-0.015936970710754395,
0.02748614177107811,
0.000033933094528038055,
-0.048523761332035065,
-0.020074693486094475,
0.0693843886256218,
0.02164594829082489,
0.02031543105840683,
0.0003591927234083414,
-0.012018275447189808,
0.0130397854372859,
0.02021927200257778,
-0.06758593022823334,
0.011280822567641735,
0.0478149838745594,
-0.026559466496109962,
0.07439263164997101,
-0.027081871405243874,
0.04645712301135063,
0.05109495297074318,
0.0019187716534361243,
-0.031138647347688675,
0.046966552734375,
-0.024373071268200874,
-0.028290338814258575,
0.05950968712568283,
-0.057000692933797836,
-0.01504458673298359,
-0.014177817851305008,
0.06296873092651367,
-0.07531505078077316,
0.05335802584886551,
0.05269365757703781,
0.03808750957250595,
-0.002494231564924121,
-0.038535986095666885,
-0.03390579670667648,
0.04197072982788086,
-0.03564414754509926,
0.08109971880912781,
0.021629493683576584,
-0.04889945685863495,
0.07740536332130432,
0.0041738757863640785,
-0.0767810046672821,
0.03933111950755119,
0.0355212539434433,
0.01739918813109398,
0.027010131627321243,
0.056784842163324356,
-0.05016164109110832,
0.024536747485399246,
-0.05943165346980095,
0.01555484626442194,
-0.06905484199523926,
0.0004797569999936968,
0.02227337472140789,
-0.015526119619607925,
-0.019266825169324875,
0.030876195058226585,
-0.02444445714354515,
0.02094108983874321,
0.02344060316681862,
-0.04733840003609657,
-0.022619450464844704,
0.014086210168898106,
0.039996031671762466,
-0.019999904558062553,
0.015993721783161163,
-0.017491687089204788,
0.02015545219182968,
0.02864800952374935,
0.020158709958195686,
-0.06624597311019897,
-0.0028250066097825766,
0.029831530526280403,
-0.055090371519327164,
-0.029393350705504417,
0.005789252929389477,
0.008728097192943096,
-0.035166796296834946,
0.03869622200727463,
0.009059397503733635,
0.003403135808184743,
0.03752733767032623,
-0.02182479202747345,
0.03965897485613823,
-0.05431368947029114,
-0.006867401767522097,
0.009124659933149815,
0.006199516821652651,
0.02235463075339794,
-0.017116760835051537,
0.025679737329483032,
0.02239765040576458,
0.053542230278253555,
0.014827219769358635,
-0.03993671014904976,
-0.011044067330658436,
0.023660065606236458,
-0.0355464406311512,
0.016118481755256653,
-0.021150479093194008,
-0.06837236881256104,
-0.0335712768137455,
-0.018173938617110252,
-0.010153052397072315,
0.014588323421776295,
-0.016342896968126297,
0.002437741030007601,
0.05486863851547241,
-0.032916247844696045,
-0.037467628717422485,
-0.06930124014616013,
-0.0127736059948802,
-0.024184348061680794,
0.004863933194428682,
0.02141382172703743,
-0.02248496375977993,
0.0289639662951231,
-0.051902156323194504,
-0.06922448426485062,
0.05902567133307457,
0.010641548782587051,
-0.028323883190751076,
0.05770323425531387,
0.029678093269467354,
-0.026683714240789413,
0.013131416402757168,
0.06060149148106575,
-0.053666867315769196,
0.020817959681153297,
0.0010847061639651656,
0.02643813006579876,
0.01693597063422203,
0.02347956970334053,
-0.019128095358610153,
-0.03518277034163475,
-0.057209331542253494,
-0.051028136163949966,
-0.03355228900909424,
-0.004250121768563986,
0.06273450702428818
] |
distilbert-base-uncased-finetuned-sst-2-english | [
"pytorch",
"tf",
"rust",
"safetensors",
"distilbert",
"text-classification",
"en",
"dataset:sst2",
"dataset:glue",
"arxiv:1910.01108",
"doi:10.57967/hf/0181",
"transformers",
"license:apache-2.0",
"model-index",
"has_space"
] | text-classification | {
"architectures": [
"DistilBertForSequenceClassification"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 3,060,704 | 2020-04-29T13:56:00Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-ee
* source languages: sv
* target languages: ee
* OPUS readme: [sv-ee](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-ee/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-ee/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ee/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ee/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.ee | 29.7 | 0.508 |
| [
-0.015157999470829964,
-0.02489834651350975,
0.0022204043343663216,
0.035059016197919846,
0.02986333705484867,
0.02010691724717617,
0.001512163900770247,
-0.00166224199347198,
-0.048512864857912064,
0.05529370903968811,
0.009024754166603088,
-0.01547002512961626,
0.014694945886731148,
0.049242474138736725,
-0.03446933254599571,
-0.027635209262371063,
-0.011739238165318966,
0.010797071270644665,
-0.041734613478183746,
-0.006441555917263031,
-0.004243963863700628,
0.006272462662309408,
-0.03252005577087402,
0.036488864570856094,
-0.02070014923810959,
0.002602376276627183,
-0.017899833619594574,
0.01164474431425333,
0.021393664181232452,
-0.07047587633132935,
-0.008494647219777107,
-0.020460572093725204,
-0.033797893673181534,
-0.01808805577456951,
-0.024255255237221718,
0.031240280717611313,
0.009545104578137398,
0.02106122486293316,
0.07374812662601471,
0.05961160734295845,
-0.009357589296996593,
0.004298483021557331,
-0.008462674915790558,
-0.02286096289753914,
0.038059379905462265,
0.007715203333646059,
-0.02996324561536312,
-0.031848710030317307,
0.022421369329094887,
-0.02946355566382408,
-0.051712051033973694,
-0.053104691207408905,
-0.015455931425094604,
0.03412697836756706,
-0.010954954661428928,
-0.004919546190649271,
-0.09663980454206467,
-0.0056655737571418285,
0.06611744314432144,
-0.05681054666638374,
-0.031739022582769394,
0.017191708087921143,
-0.04906460642814636,
0.009158049710094929,
0.047779954969882965,
-0.038533005863428116,
-0.010024351067841053,
-0.0522194430232048,
0.04378823563456535,
-0.030361713841557503,
0.03507384657859802,
-0.027545716613531113,
0.018309107050299644,
-0.0733383521437645,
-0.04924837499856949,
-0.009175291284918785,
0.024725263938307762,
0.05558899790048599,
-0.04358046129345894,
0.04680510610342026,
0.04154384136199951,
-0.013779629953205585,
0.025917939841747284,
-0.009814886376261711,
-0.0118512362241745,
0.03737354278564453,
-0.029884707182645798,
0.0007032190915197134,
0.005965132266283035,
0.047469545155763626,
-0.04169332981109619,
-0.031674906611442566,
-0.013225981034338474,
-0.034265924245119095,
-0.006868035066872835,
0.03039468638598919,
0.06105002388358116,
-0.03209628909826279,
0.0032092705368995667,
0.043214958161115646,
0.02079739421606064,
0.04328357055783272,
-0.001997748389840126,
0.07104022055864334,
-0.031227370724081993,
-0.0019319419516250491,
-0.021177591755986214,
-0.027063699439167976,
-0.06291498988866806,
0.006175249814987183,
0.028096506372094154,
-0.04214774817228317,
-0.0060005951672792435,
0.04593997076153755,
0.03513122349977493,
-0.03339594602584839,
0.06893287599086761,
-0.03060314618051052,
-0.04173556715250015,
-0.05431557074189186,
0.05434432625770569,
0.01663176901638508,
0.012896919623017311,
0.02237837202847004,
-0.05220026150345802,
0.023328188806772232,
-0.03494350612163544,
-0.03793087974190712,
0.011555256322026253,
0.02458503097295761,
-0.022424163296818733,
0.038222428411245346,
0.03279627859592438,
-0.05941173806786537,
0.022563381120562553,
-0.010206431150436401,
-0.038324154913425446,
0.05833350121974945,
0.04315182566642761,
0.09449733048677444,
-0.046065643429756165,
-0.030526258051395416,
0.011918882839381695,
0.007429450750350952,
-0.03418280556797981,
0.014071337878704071,
-0.0029602237045764923,
-0.0224757120013237,
-0.023102037608623505,
-0.018465783447027206,
0.05282244458794594,
-0.046672023832798004,
-0.01865246891975403,
0.05762003734707832,
-0.01617277041077614,
0.027096563950181007,
-0.024577951058745384,
-0.002761103445664048,
0.01094883680343628,
-0.02397400699555874,
-0.028440585359930992,
0.029159745201468468,
0.0010768629144877195,
0.007690126076340675,
-0.030596045777201653,
-0.054518792778253555,
0.0191743653267622,
0.08399277925491333,
-0.027260342612862587,
-0.027673624455928802,
-0.02818469889461994,
0.0019910777918994427,
0.04173221439123154,
0.017727866768836975,
-0.02598395198583603,
0.03768197447061539,
0.05363756790757179,
0.015855642035603523,
0.006654729135334492,
0.0707731619477272,
0.01760846935212612,
-0.017323438078165054,
-0.007714421488344669,
0.018810389563441277,
0.029694654047489166,
-0.018032168969511986,
0.0013555372133851051,
0.043926678597927094,
0.016818629577755928,
-0.020051969215273857,
-0.02253493294119835,
0.06136227026581764,
0.003263235092163086,
0.0033631662372499704,
0.015552850440144539,
-0.024249223992228508,
-0.016970103606581688,
0.04794198274612427,
-0.007558819837868214,
-0.021291270852088928,
-0.04064011946320534,
-0.02471078373491764,
0.0111268050968647,
0.0358571782708168,
0.023870039731264114,
0.05538014695048332,
-0.013905639760196209,
0.10227444022893906,
-0.026073545217514038,
0.009596910327672958,
-0.019679687917232513,
-0.041407812386751175,
0.014771773479878902,
0.06458410620689392,
0.019256403669714928,
0.03660252317786217,
-0.00387141527608037,
-0.0506061390042305,
0.031227843835949898,
0.0618257038295269,
0.05117639899253845,
0.00490021426230669,
-0.045521482825279236,
-0.009847053326666355,
0.013222808949649334,
0.04053223505616188,
-0.035835109651088715,
-0.06282522529363632,
0.02478284202516079,
0.07161052525043488,
-0.04186297580599785,
0.030033191666007042,
-0.03204856067895889,
0.02539716102182865,
-0.035560544580221176,
-0.04089992120862007,
0.04306980222463608,
0.023451009765267372,
-0.011564911343157291,
0.018412427976727486,
0.0094365319237113,
-0.009556584060192108,
0.024508187547326088,
0.006693427916616201,
0.0005618499126285315,
-0.027469461783766747,
0.011248850263655186,
0.018337689340114594,
0.05972782522439957,
-0.028978828340768814,
0.03938712924718857,
-0.02459467388689518,
0.0011254948331043124,
0.030977727845311165,
-0.06977073848247528,
0.016518132761120796,
0.04610748961567879,
0.01860411837697029,
-0.024293463677167892,
0.0033562523312866688,
0.006882261484861374,
0.02081812545657158,
0.07164346426725388,
0.005034247878938913,
0.055790070444345474,
0.019691646099090576,
0.0657372698187828,
0.09296919405460358,
0.01584414392709732,
0.03362217918038368,
0.0416850671172142,
0.091803640127182,
-0.010850142687559128,
-0.011008401401340961,
0.0457756482064724,
-0.04882296174764633,
0.022843915969133377,
-0.0425170361995697,
0.030926885083317757,
0.018797339871525764,
-0.0027306724805384874,
0.02966650016605854,
0.0027000131085515022,
-0.015131648629903793,
0.009060283191502094,
-0.01560776587575674,
-0.025476956740021706,
0.04630209505558014,
0.012321780435740948,
0.008188524283468723,
0.00951073132455349,
-0.0009934284025803208,
0.023575589060783386,
-0.06931789964437485,
-0.07137605547904968,
0.01830495521426201,
-0.036078646779060364,
0.004581574350595474,
-0.0615176260471344,
-0.01551688089966774,
-0.06842324137687683,
-0.018669508397579193,
0.03981759026646614,
0.0030806255526840687,
-0.008798662573099136,
-0.026982290670275688,
0.006512745283544064,
-0.033793531358242035,
-0.028935717418789864,
-0.03773769363760948,
-0.036027826368808746,
-0.036984946578741074,
-0.0814303457736969,
0.046075042337179184,
0.011920664459466934,
0.02320100925862789,
-0.022600900381803513,
0.017200002446770668,
-0.014275632798671722,
-0.018224768340587616,
0.07837186008691788,
0.05517977848649025,
-0.023692989721894264,
-0.024303436279296875,
0.05426532030105591,
-0.03541549667716026,
0.000916728051379323,
-0.027966275811195374,
-0.01831885054707527,
0.07000970840454102,
0.05003184825181961,
0.020536798983812332,
0.0062215011566877365,
-0.020607387647032738,
-0.056353189051151276,
-0.06239165738224983,
-0.039757344871759415,
-0.04580618441104889,
-0.012252090498805046,
-0.02687181532382965,
-0.058857858180999756,
-0.03875891491770744,
-0.03171826899051666,
-0.006856811698526144,
-0.030926764011383057,
0.018076732754707336,
0.02954750508069992,
0.03960384801030159,
0.03933976963162422,
0.0305995624512434,
-0.0541963055729866,
-0.03176465630531311,
0.07344285398721695,
0.008685888722538948,
0.011544285342097282,
-0.049272555857896805,
-0.011236712336540222,
0.045855581760406494,
0.01265454851090908,
0.006664535962045193,
0.018090546131134033,
0.07982911169528961,
0.0006798956310376525,
0.0034151864238083363,
0.011912408284842968,
-0.005312872119247913,
-0.010074264369904995,
-0.0074171386659145355,
-0.011396561749279499,
-0.04029763117432594,
-0.02186402678489685,
-0.016244690865278244,
0.015324649401009083,
0.04408492147922516,
-0.06566395610570908,
-0.030175982043147087,
-0.002926177578046918,
0.03210890665650368,
0.011707066558301449,
0.023648584261536598,
-0.009650271385908127,
0.01813606731593609,
-0.04241311922669411,
-0.026232097297906876,
0.0051223887130618095,
0.01066782046109438,
0.004222951829433441,
0.05387771129608154,
0.03271446004509926,
-0.034377943724393845,
0.05174962803721428,
0.028385542333126068,
0.06117866188287735,
0.015155994333326817,
-0.04109042137861252,
0.020555827766656876,
-0.030109891667962074,
0.017535481601953506,
0.0014770141569897532,
-0.024775106459856033,
-0.050511252135038376,
-0.07687805593013763,
0.0039896368980407715,
0.030443012714385986,
-0.03262144327163696,
0.01556427776813507,
0.026077985763549805,
-0.04887862876057625,
0.00920175202190876,
-0.004513104911893606,
0.021463967859745026,
0.04765183478593826,
-0.056464679539203644,
0.06276538223028183,
-0.010266045108437538,
0.020238900557160378,
-0.06223077327013016,
0.010410494171082973,
-0.00803486816585064,
-0.03821489214897156,
0.03530104085803032,
0.0603749118745327,
0.012085448019206524,
0.05022140219807625,
0.08558691293001175,
0.050754886120557785,
-0.02662675827741623,
0.029720213264226913,
0.03078949823975563,
0.008948576636612415,
-0.0651404857635498,
-0.007676859386265278,
-0.007931910455226898,
-0.05139032006263733,
-0.0032574778888374567,
-0.02214839868247509,
0.01595090888440609,
0.012831028550863266,
-0.006636349018663168,
-0.020622937008738518,
-0.012562290765345097,
-0.031888797879219055,
-0.03204236552119255,
-0.06711292266845703,
-0.034088384360075,
-0.01454982440918684,
-0.0011017440119758248,
0.04392211511731148,
0.048701927065849304,
-0.0037710689939558506,
0.045038267970085144,
0.0459977388381958,
-0.023303057998418808,
-0.022421466186642647,
0.01339174248278141,
0.02311248891055584,
-0.020118631422519684,
-0.05590489134192467,
-0.04181646555662155,
0.04827934131026268,
0.039490990340709686,
-0.029496653005480766,
-0.08291179686784744,
0.008770599961280823,
0.06806699186563492,
-0.02870086207985878,
0.053090255707502365,
-0.0015154548455029726,
0.054959092289209366,
0.05665036290884018,
-0.019412802532315254,
0.013169169425964355,
-0.028849488124251366,
0.013661001808941364,
0.001771489973179996,
0.033407554030418396,
-0.04102940857410431,
-0.038087841123342514,
-0.08621056377887726,
0.010447635315358639,
0.027559513226151466,
0.08560649305582047,
0.04494113102555275,
-0.038269393146038055,
-0.05692186951637268,
-0.014562468975782394,
0.04219062253832817,
-0.06158880516886711,
-0.010189902037382126,
0.020567486062645912,
0.04855188727378845,
-0.04483827203512192,
-0.0451093465089798,
-0.029140541329979897,
-0.0004044091620016843,
0.035393860191106796,
-0.0010399764869362116,
-0.019346017390489578,
-0.05633268505334854,
0.03737502917647362,
-0.004873043857514858,
-0.04387484863400459,
-0.11878468841314316,
0.007149906363338232,
-0.036253489553928375,
0.0007957828929647803,
0.04852122440934181,
0.023478345945477486,
0.03010055050253868,
0.06066654622554779,
0.004390035755932331,
0.02369135245680809,
-0.03689073398709297,
0.02392572909593582,
-0.033145878463983536,
0.007172531448304653,
0.014447422698140144,
-0.02678646706044674,
-0.03136320784687996,
-0.03853438049554825,
-0.045055124908685684,
-0.02482505887746811,
-0.023260876536369324,
0.022472262382507324,
-0.028912032023072243,
0.003996742889285088,
-0.015337914228439331,
0.031251683831214905,
-0.020286893472075462,
-0.01823554001748562,
-0.01113000139594078,
-0.05459839478135109,
-0.08276605606079102,
-0.04186021909117699,
0.02147761359810829,
0.024646196514368057,
0.01448273379355669,
0.037173543125391006,
0.009481080807745457,
0.018101342022418976,
0.010877784341573715,
-0.029399588704109192,
0.04406065493822098,
0.015546856448054314,
-0.046056974679231644,
-0.03475845605134964,
0.005292078945785761,
0.03703192248940468,
0.02268385887145996,
-0.049852967262268066,
0.02945288084447384,
0.00399366021156311,
-0.030292926356196404,
-0.014941461384296417,
0.0001376071450067684,
0.034380607306957245,
-0.07649838179349899,
-0.05202798545360565,
0.005336141213774681,
-0.052494555711746216,
0.029660897329449654,
-0.02011697180569172,
0.005006664432585239,
0.01657692901790142,
0.023276088759303093,
0.026878902688622475,
0.002092624781653285,
-0.04498827084898949,
0.0042158509604632854,
0.0001972422905964777,
0.0016383768524974585,
-0.07060576975345612,
0.046396445482969284,
-0.044389691203832626,
0.02653520181775093,
-0.0073141539469361305,
-0.0004348952497821301,
-0.030246393755078316,
0.03387428820133209,
-0.007244064938277006,
-0.007931383326649666,
-0.014835362322628498,
0.002299993298947811,
-0.04329667240381241,
0.052367404103279114,
0.006741246674209833,
0.018152661621570587,
-0.024742864072322845,
0.06867549568414688,
-0.040334537625312805,
-0.011961429379880428,
-0.027691636234521866,
0.016677629202604294,
-0.03340272977948189,
-0.0039647771045565605,
-0.017390038818120956,
-0.03633884713053703,
0.0007650156621821225,
0.0396539568901062,
0.03229027986526489,
0.013764094561338425,
-0.028712814673781395,
0.010877742432057858,
0.016837701201438904,
-0.048276979476213455,
-0.0008066407754085958,
-0.014453820884227753,
-0.026494044810533524,
-0.0070172930136322975,
0.04916464537382126,
0.034907322376966476,
-0.03691878542304039,
-0.0723666176199913,
0.021466374397277832,
0.02777831070125103,
-0.010314388200640678,
0.0030018261168152094,
0.014284662902355194,
0.03693914785981178,
0.053534384816884995,
-0.027521269395947456,
0.0029628449119627476,
-0.021325666457414627,
-0.018514469265937805,
0.02375095523893833,
-0.012961764819920063,
0.027897363528609276,
0.004511227365583181,
-0.04493258520960808,
-0.01717597059905529,
0.06531432271003723,
0.02441837452352047,
0.022628208622336388,
-0.00045224191853776574,
-0.010578367859125137,
0.016255976632237434,
0.01880255714058876,
-0.06848211586475372,
0.006021237466484308,
0.04965817183256149,
-0.033266786485910416,
0.07173129916191101,
-0.02514568530023098,
0.04590294510126114,
0.05721508711576462,
-0.000013521524124371354,
-0.024710793048143387,
0.04828110337257385,
-0.020642876625061035,
-0.026714984327554703,
0.05906366929411888,
-0.05785262957215309,
-0.017319858074188232,
-0.01604059338569641,
0.06400230526924133,
-0.07151731103658676,
0.053049810230731964,
0.05219706520438194,
0.035659581422805786,
0.0004392106784507632,
-0.04454359412193298,
-0.031145581975579262,
0.04092836007475853,
-0.03654931113123894,
0.07518021762371063,
0.023764586076140404,
-0.05051964521408081,
0.07070178538560867,
0.004004339221864939,
-0.0773845985531807,
0.04078785702586174,
0.03626244142651558,
0.012549364939332008,
0.026249801740050316,
0.059403643012046814,
-0.048119790852069855,
0.022987578064203262,
-0.05823258310556412,
0.012703962624073029,
-0.07434771955013275,
-0.0008029478485696018,
0.017095303162932396,
-0.020067917183041573,
-0.01966375671327114,
0.03282688185572624,
-0.023415105417370796,
0.01953200064599514,
0.02011212706565857,
-0.05118514597415924,
-0.024153074249625206,
0.019392047077417374,
0.038327138870954514,
-0.01831788755953312,
0.01742144674062729,
-0.020383518189191818,
0.020428739488124847,
0.02850458212196827,
0.017928875982761383,
-0.06376848369836807,
-0.0007906292448751628,
0.030511263757944107,
-0.05528511479496956,
-0.02827286347746849,
0.004156951792538166,
0.010293904691934586,
-0.037696026265621185,
0.03205865994095802,
0.008780556730926037,
0.0014037181390449405,
0.0390099361538887,
-0.021140720695257187,
0.03978656232357025,
-0.05334758013486862,
-0.005407980177551508,
0.008843795396387577,
0.004221061244606972,
0.024887576699256897,
-0.015662815421819687,
0.025025460869073868,
0.017750944942235947,
0.056485023349523544,
0.012782546691596508,
-0.04494202509522438,
-0.015073582530021667,
0.024008072912693024,
-0.034799158573150635,
0.015215116553008556,
-0.021821020171046257,
-0.06763473898172379,
-0.03617563843727112,
-0.01423771120607853,
-0.004532057326287031,
0.015588951297104359,
-0.01920236088335514,
0.005512291099876165,
0.05524788051843643,
-0.03175654262304306,
-0.03969680517911911,
-0.07523638010025024,
-0.014677638188004494,
-0.02283492125570774,
0.011862240731716156,
0.020800810307264328,
-0.022823404520750046,
0.02767030894756317,
-0.050165243446826935,
-0.0672035962343216,
0.06199052184820175,
0.012662781402468681,
-0.029014641419053078,
0.05889297276735306,
0.028055662289261818,
-0.029727594926953316,
0.011017420329153538,
0.06049172952771187,
-0.05076199024915695,
0.022731350734829903,
-0.0006429645582102239,
0.027612248435616493,
0.013517312705516815,
0.025719530880451202,
-0.018280910328030586,
-0.032926663756370544,
-0.05655723437666893,
-0.05464726686477661,
-0.036612242460250854,
-0.011199936270713806,
0.06586098670959473
] |
gpt2 | [
"pytorch",
"tf",
"jax",
"tflite",
"rust",
"safetensors",
"gpt2",
"text-generation",
"en",
"doi:10.57967/hf/0039",
"transformers",
"exbert",
"license:mit",
"has_space"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 21,488,226 | 2020-04-29T13:57:44Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-fi
* source languages: sv
* target languages: fi
* OPUS readme: [sv-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-fi/README.md)
* dataset: opus+bt
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus+bt-2020-04-07.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.zip)
* test set translations: [opus+bt-2020-04-07.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.test.txt)
* test set scores: [opus+bt-2020-04-07.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| fiskmo_testset.sv.fi | 26.9 | 0.623 |
| Tatoeba.sv.fi | 45.2 | 0.678 |
| [
-0.013019328936934471,
-0.038230400532484055,
0.010015035979449749,
0.028826752677559853,
0.02730090171098709,
0.020042985677719116,
0.00022193504264578223,
-0.0015034266980364919,
-0.05555722117424011,
0.05084419250488281,
0.009288660250604153,
-0.011088148690760136,
0.014941670931875706,
0.04601532220840454,
-0.03734804689884186,
-0.02786247245967388,
-0.010920354165136814,
-0.0023801305796951056,
-0.046449050307273865,
-0.0004893899895250797,
-0.0059226579032838345,
0.00006161414057714865,
-0.031106555834412575,
0.035383012145757675,
-0.014168917201459408,
0.009011282585561275,
-0.02829689532518387,
0.010498201474547386,
0.02472333051264286,
-0.07442470639944077,
-0.013470714911818504,
-0.018214013427495956,
-0.03932482749223709,
-0.02029937319457531,
-0.027317384257912636,
0.025806153193116188,
0.0037098778411746025,
0.018418485298752785,
0.06707562506198883,
0.057541634887456894,
0.004936892539262772,
-0.00045283720828592777,
-0.012109646573662758,
-0.01924353465437889,
0.042196597903966904,
0.0041222418658435345,
-0.03375346213579178,
-0.01970932073891163,
0.01851082034409046,
-0.028205880895256996,
-0.04586353152990341,
-0.059135548770427704,
-0.023214491084218025,
0.026320669800043106,
-0.011473538354039192,
0.00384091236628592,
-0.09608735144138336,
0.0018455125391483307,
0.0644015222787857,
-0.062118977308273315,
-0.03475420922040939,
0.013634667731821537,
-0.05217641964554787,
0.005705385468900204,
0.04919138923287392,
-0.029781710356473923,
-0.00045026117004454136,
-0.04984921216964722,
0.04379424825310707,
-0.035222478210926056,
0.03327886015176773,
-0.027943864464759827,
0.020980391651391983,
-0.06892884522676468,
-0.04863816872239113,
-0.015120024792850018,
0.025678401812911034,
0.04765356332063675,
-0.04709891602396965,
0.054184690117836,
0.0480269230902195,
-0.011204537004232407,
0.02290547825396061,
-0.004790922161191702,
-0.006912956479936838,
0.043177276849746704,
-0.029648538678884506,
0.0034062503837049007,
0.010026725940406322,
0.04321134462952614,
-0.04053554683923721,
-0.02734573930501938,
-0.009886511601507664,
-0.03142664581537247,
-0.003687820630148053,
0.027085375040769577,
0.047750186175107956,
-0.03056938387453556,
0.0015465166652575135,
0.03754938393831253,
0.016436006873846054,
0.04849523305892944,
0.0005834890180267394,
0.07254516333341599,
-0.02461373433470726,
0.0022378815338015556,
-0.017967654392123222,
-0.0314224511384964,
-0.06282589584589005,
0.0024545693304389715,
0.0272279791533947,
-0.03918556123971939,
-0.0002618611906655133,
0.04790676757693291,
0.030564628541469574,
-0.03482328727841377,
0.0752204954624176,
-0.02848721481859684,
-0.035107459872961044,
-0.05128438025712967,
0.05934879556298256,
0.02054101973772049,
0.011123336851596832,
0.027575727552175522,
-0.044950541108846664,
0.024967819452285767,
-0.02963600866496563,
-0.034359995275735855,
0.009556299075484276,
0.026386000216007233,
-0.020050043240189552,
0.03265245258808136,
0.034535061568021774,
-0.06445547938346863,
0.011798297055065632,
-0.013623153790831566,
-0.04664100334048271,
0.04871029034256935,
0.040349189192056656,
0.11138884723186493,
-0.04301542788743973,
-0.02593587338924408,
0.00572997098788619,
0.0025746577885001898,
-0.028667327016592026,
0.014642593450844288,
0.0013304055901244283,
-0.02271783910691738,
-0.01874179020524025,
-0.018797118216753006,
0.04709096997976303,
-0.04941493645310402,
-0.012433101423084736,
0.06897623091936111,
-0.019879410043358803,
0.02642866037786007,
-0.02044333703815937,
-0.010224719531834126,
0.010006743483245373,
-0.030811920762062073,
-0.023331305012106895,
0.032096978276968,
0.0040474398992955685,
0.008822969160974026,
-0.03389589115977287,
-0.06026673689484596,
0.025175683200359344,
0.0831078514456749,
-0.020155102014541626,
-0.02839016541838646,
-0.02942034602165222,
0.000522057875059545,
0.035311173647642136,
0.01897178776562214,
-0.018940048292279243,
0.034550994634628296,
0.04521466791629791,
0.01491373497992754,
0.010566658340394497,
0.07514316588640213,
0.01570277102291584,
-0.019297171384096146,
-0.018365826457738876,
0.01643732748925686,
0.039482563734054565,
-0.015823211520910263,
0.0055012172088027,
0.03935503214597702,
0.013832991011440754,
-0.021564513444900513,
-0.021792860701680183,
0.05887625738978386,
0.005882620345801115,
0.008028248324990273,
0.009808442555367947,
-0.027301877737045288,
-0.014426295645534992,
0.056048277765512466,
0.00093222496798262,
-0.023238016292452812,
-0.04414375498890877,
-0.0249385517090559,
0.01554195024073124,
0.03482572361826897,
0.017583420500159264,
0.04587365314364433,
-0.0064605725929141045,
0.10911653935909271,
-0.02745337411761284,
0.00851993728429079,
-0.02459079958498478,
-0.04185685142874718,
0.015522743575274944,
0.07064396888017654,
0.022838015109300613,
0.044780585914850235,
-0.0008025919087231159,
-0.0498337522149086,
0.02515363320708275,
0.05795442685484886,
0.06085566431283951,
0.008274572901427746,
-0.04355187714099884,
-0.005885187070816755,
0.022420868277549744,
0.03423573821783066,
-0.02829909510910511,
-0.06350535154342651,
0.0222261194139719,
0.06488242000341415,
-0.03087364137172699,
0.02770048938691616,
-0.024739332497119904,
0.02154798060655594,
-0.03494884446263313,
-0.04724496975541115,
0.04579031467437744,
0.023713218048214912,
-0.010849498212337494,
0.021084461361169815,
0.010022641159594059,
-0.012983394786715508,
0.023546406999230385,
0.007258069701492786,
-0.0009920564480125904,
-0.03171806409955025,
0.018720198422670364,
0.026758037507534027,
0.06677689403295517,
-0.0301152803003788,
0.034195706248283386,
-0.028570158407092094,
-0.00047302531311288476,
0.02773858793079853,
-0.07150445133447647,
0.014417852275073528,
0.039770789444446564,
0.012864548712968826,
-0.02644204907119274,
0.0046576326712965965,
0.011420944705605507,
0.029315710067749023,
0.08042972534894943,
0.0033468317706137896,
0.06425748020410538,
0.019821656867861748,
0.06069035083055496,
0.0915440022945404,
0.008640536107122898,
0.03461357578635216,
0.0456324964761734,
0.08586180210113525,
-0.008910314179956913,
-0.021550750359892845,
0.04372970387339592,
-0.051920466125011444,
0.017842572182416916,
-0.039511702954769135,
0.027154259383678436,
0.01515645906329155,
-0.0001029878476401791,
0.02169892191886902,
0.007974300533533096,
-0.025209391489624977,
0.0014303873758763075,
-0.012410642579197884,
-0.017554722726345062,
0.04596174508333206,
0.008590186014771461,
0.009911129251122475,
0.008861812762916088,
0.001737510785460472,
0.023908818140625954,
-0.07325755059719086,
-0.07835744321346283,
0.014210125431418419,
-0.03470557928085327,
-0.0001653772924328223,
-0.06196027994155884,
-0.008253875188529491,
-0.060250282287597656,
-0.02414272166788578,
0.03530479595065117,
0.019162358716130257,
-0.006879105232656002,
-0.023605039343237877,
0.008631429634988308,
-0.04165146127343178,
-0.021413542330265045,
-0.033245958387851715,
-0.042471110820770264,
-0.049753766506910324,
-0.06814549118280411,
0.04291505739092827,
0.017889749258756638,
0.029401175677776337,
-0.02279476635158062,
0.017447268590331078,
-0.0069521162658929825,
-0.009475682862102985,
0.08065090328454971,
0.055936381220817566,
-0.03389235585927963,
-0.030078062787652016,
0.058610618114471436,
-0.031754571944475174,
-0.0047475541941821575,
-0.019241172820329666,
-0.023754382506012917,
0.06809927523136139,
0.05064915493130684,
0.011768553406000137,
0.00814263429492712,
-0.017549604177474976,
-0.056271571666002274,
-0.057810794562101364,
-0.035668499767780304,
-0.048081252723932266,
-0.01594332605600357,
-0.02286139316856861,
-0.05881983041763306,
-0.041141659021377563,
-0.03521787375211716,
0.001216189586557448,
-0.036139409989118576,
0.02376985363662243,
0.031125452369451523,
0.040257420390844345,
0.03452475368976593,
0.03288872167468071,
-0.05237556993961334,
-0.026478899642825127,
0.06831452995538712,
-0.000028646099963225424,
0.0005576747353188694,
-0.05416198447346687,
-0.010073835961520672,
0.04173466935753822,
0.007916931994259357,
0.003968629986047745,
0.012705971486866474,
0.08565625548362732,
-0.004472667817026377,
0.006691809743642807,
0.0063916458748281,
-0.008525105193257332,
-0.014373005367815495,
-0.004743474069982767,
-0.009630482643842697,
-0.03745006024837494,
-0.01922472193837166,
-0.015344520099461079,
0.013905397616326809,
0.03828992694616318,
-0.0700918510556221,
-0.02878817915916443,
-0.004171830136328936,
0.03929145634174347,
0.0010976562043651938,
0.016209254041314125,
-0.01912671886384487,
0.014067305251955986,
-0.04575524479150772,
-0.027355177327990532,
0.0040729111060500145,
0.00639739353209734,
0.002276242710649967,
0.054088786244392395,
0.03617384657263756,
-0.03288053721189499,
0.05299757421016693,
0.028713038191199303,
0.0663098469376564,
0.008713903836905956,
-0.0425788089632988,
0.02005857229232788,
-0.029657255858182907,
0.02252116985619068,
-0.008569421246647835,
-0.030312327668070793,
-0.045080848038196564,
-0.07340522110462189,
0.0008736538584344089,
0.029975609853863716,
-0.03481748700141907,
0.012953856959939003,
0.031403426080942154,
-0.050801265984773636,
0.0062480890192091465,
-0.006733349058777094,
0.01700577884912491,
0.0517452247440815,
-0.05909164249897003,
0.0647672563791275,
-0.014302980154752731,
0.023013349622488022,
-0.054595086723566055,
0.013189567252993584,
-0.012151115573942661,
-0.03885728120803833,
0.029201628640294075,
0.054783981293439865,
0.011749371886253357,
0.0358707457780838,
0.08386097103357315,
0.056349072605371475,
-0.021081088110804558,
0.0374724417924881,
0.028929833322763443,
0.009218205697834492,
-0.06290113180875778,
-0.008198278956115246,
-0.006211818195879459,
-0.05553106218576431,
-0.005701303947716951,
-0.0127645842730999,
0.018262702971696854,
0.015001931227743626,
-0.003655035048723221,
-0.018416063860058784,
-0.02113790437579155,
-0.02731681428849697,
-0.0344819650053978,
-0.06360834836959839,
-0.02540762349963188,
-0.002097115386277437,
0.0018495226977393031,
0.03605073690414429,
0.052969351410865784,
0.0009205884416587651,
0.041362062096595764,
0.042840469628572464,
-0.017961541190743446,
-0.020164119079709053,
0.007100265938788652,
0.01811879128217697,
-0.020105430856347084,
-0.056628819555044174,
-0.03790659084916115,
0.053324345499277115,
0.034897882491350174,
-0.03233388811349869,
-0.08350382000207901,
0.010572830215096474,
0.06967506557703018,
-0.031552743166685104,
0.057195864617824554,
-0.008877493441104889,
0.05227672681212425,
0.05563585087656975,
-0.013825171627104282,
0.003942676819860935,
-0.026600638404488564,
0.014710672199726105,
-0.000580718507990241,
0.04156746342778206,
-0.03744015842676163,
-0.0306537002325058,
-0.08883995562791824,
0.016084443777799606,
0.029813533648848534,
0.08137991279363632,
0.043217409402132034,
-0.031024789437651634,
-0.057467564940452576,
-0.012182644568383694,
0.03844500705599785,
-0.06112385913729668,
-0.012290257960557938,
0.02205546200275421,
0.05715062469244003,
-0.0369422547519207,
-0.05307599529623985,
-0.03111756592988968,
0.00864799227565527,
0.03631631284952164,
0.010406002402305603,
-0.021174848079681396,
-0.05815188214182854,
0.03918444365262985,
-0.007420125883072615,
-0.04435217007994652,
-0.11206897348165512,
0.005021331831812859,
-0.031204093247652054,
-0.009145488031208515,
0.04708123207092285,
0.021349867805838585,
0.026778511703014374,
0.06401035934686661,
0.010078780353069305,
0.020454583689570427,
-0.04576028138399124,
0.02749977633357048,
-0.03433401137590408,
0.00516700092703104,
0.004219532944262028,
-0.03127681463956833,
-0.03206048533320427,
-0.02809431031346321,
-0.049577727913856506,
-0.024749767035245895,
-0.03201672434806824,
0.01168073620647192,
-0.025729045271873474,
0.0006396472454071045,
-0.012823089957237244,
0.03149668127298355,
-0.02229100652039051,
-0.016459064558148384,
-0.01939573884010315,
-0.05194496735930443,
-0.0815441906452179,
-0.041717302054166794,
0.011414523236453533,
0.028089670464396477,
0.01900474540889263,
0.03694555163383484,
0.007859373465180397,
0.01998884230852127,
0.013608334586024284,
-0.028458109125494957,
0.03724412992596626,
0.024467207491397858,
-0.04912133142352104,
-0.03389791026711464,
0.01790536753833294,
0.036183860152959824,
0.025361251085996628,
-0.047996263951063156,
0.022809302434325218,
0.0007225126028060913,
-0.032151252031326294,
-0.016336362808942795,
0.0023783256765455008,
0.04142995551228523,
-0.07853811979293823,
-0.05528461933135986,
0.012737015262246132,
-0.04818682000041008,
0.030687475576996803,
-0.022219469770789146,
-0.0009896436240524054,
0.028184227645397186,
0.02552521601319313,
0.029128719121217728,
0.006337933707982302,
-0.04857007414102554,
0.007654406595975161,
0.0037598314229398966,
-0.0025966812390834093,
-0.06792740523815155,
0.04950331896543503,
-0.03847777470946312,
0.02193840593099594,
-0.005529594607651234,
0.0016875287983566523,
-0.032814331352710724,
0.03732725977897644,
0.004509132355451584,
-0.011790267191827297,
-0.013424688018858433,
-0.00948379561305046,
-0.042115990072488785,
0.04337342083454132,
0.0066835167817771435,
0.01168410200625658,
-0.028944475576281548,
0.05896894261240959,
-0.037477511912584305,
-0.022683873772621155,
-0.026280565187335014,
0.0065137725323438644,
-0.03379081189632416,
-0.003538622288033366,
-0.014396771788597107,
-0.038240984082221985,
0.0071933153085410595,
0.032318830490112305,
0.035071250051259995,
0.011344540864229202,
-0.024013560265302658,
0.010644344612956047,
0.016043849289417267,
-0.04378725215792656,
-0.011477360501885414,
-0.02521347999572754,
-0.022466840222477913,
-0.012740056961774826,
0.055737826973199844,
0.041384756565093994,
-0.05242219567298889,
-0.0731133297085762,
0.020435422658920288,
0.03734108805656433,
-0.006150986533612013,
0.006887425202876329,
0.023323409259319305,
0.04585352912545204,
0.053016792982816696,
-0.022946041077375412,
-0.0023498814553022385,
-0.02325444109737873,
-0.020474983379244804,
0.032878343015909195,
-0.015197587199509144,
0.01762266829609871,
0.003156841266900301,
-0.03673259913921356,
-0.017261279746890068,
0.06323623657226562,
0.018396766856312752,
0.018099144101142883,
0.004071430768817663,
-0.02086235024034977,
0.013003813102841377,
0.02443833462893963,
-0.06709703058004379,
0.014122837223112583,
0.05035709962248802,
-0.03759116679430008,
0.07041645050048828,
-0.020799808204174042,
0.04334228113293648,
0.050427164882421494,
0.00635707238689065,
-0.01993725448846817,
0.04704457148909569,
-0.017024539411067963,
-0.023473767563700676,
0.0483703687787056,
-0.05676613748073578,
-0.01863577403128147,
-0.018710782751441002,
0.06721390038728714,
-0.06780994683504105,
0.05171462893486023,
0.052216533571481705,
0.03470815345644951,
0.0019489475525915623,
-0.038815416395664215,
-0.03515600040555,
0.043147556483745575,
-0.04500690847635269,
0.08379051834344864,
0.02133083902299404,
-0.060490261763334274,
0.07033513486385345,
0.00544485729187727,
-0.07440713793039322,
0.04384652152657509,
0.04373951256275177,
0.015547002665698528,
0.028615551069378853,
0.05911293625831604,
-0.04274078831076622,
0.016340570524334908,
-0.05471540614962578,
0.011235604993999004,
-0.07908207178115845,
0.008426518179476261,
0.021284043788909912,
-0.02401041053235531,
-0.018114062026143074,
0.03980502486228943,
-0.018888918682932854,
0.028325887396931648,
0.012118346057832241,
-0.04856140539050102,
-0.020929617807269096,
0.02546815760433674,
0.03797512874007225,
-0.011481747031211853,
0.009022342041134834,
-0.02463560737669468,
0.026396799832582474,
0.025135528296232224,
0.010807458311319351,
-0.059731196612119675,
0.0035708588548004627,
0.032033633440732956,
-0.058561649173498154,
-0.028686311095952988,
0.01651810295879841,
0.0075552030466496944,
-0.036205995827913284,
0.029203249141573906,
0.01721065118908882,
0.0038000501226633787,
0.037662144750356674,
-0.02043379470705986,
0.035190608352422714,
-0.06281085312366486,
-0.0027041274588555098,
-0.0015703801764175296,
-0.0007328632636927068,
0.022929184138774872,
-0.014584138989448547,
0.02223261445760727,
0.022573091089725494,
0.053324662148952484,
0.018623655661940575,
-0.04050557687878609,
-0.012771712616086006,
0.029730137437582016,
-0.02676563523709774,
0.01981077902019024,
-0.023322513327002525,
-0.07097145169973373,
-0.03836322948336601,
-0.014602022245526314,
-0.0005107600009068847,
0.019289663061499596,
-0.009187051095068455,
0.00661698030307889,
0.049041807651519775,
-0.032494984567165375,
-0.03325231000781059,
-0.0774296373128891,
-0.00917449127882719,
-0.026815032586455345,
0.014273861423134804,
0.01939806155860424,
-0.019181106239557266,
0.03534173592925072,
-0.039584409445524216,
-0.06768188625574112,
0.057292383164167404,
0.009649321436882019,
-0.023691687732934952,
0.06460653245449066,
0.024494726210832596,
-0.0271316971629858,
0.01569123938679695,
0.06379873305559158,
-0.053868189454078674,
0.018483944237232208,
0.0029598891269415617,
0.01578223891556263,
0.01817861944437027,
0.021736979484558105,
-0.017952898517251015,
-0.03703625872731209,
-0.05402667075395584,
-0.04404842108488083,
-0.029205603525042534,
-0.008961645886301994,
0.07366740703582764
] |
openai-gpt | [
"pytorch",
"tf",
"rust",
"safetensors",
"openai-gpt",
"text-generation",
"en",
"arxiv:1705.11168",
"arxiv:1803.02324",
"arxiv:1910.09700",
"transformers",
"license:mit",
"has_space"
] | text-generation | {
"architectures": [
"OpenAIGPTLMHeadModel"
],
"model_type": "openai-gpt",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 65,432 | 2020-04-29T13:57:57Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-fj
* source languages: sv
* target languages: fj
* OPUS readme: [sv-fj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-fj/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-fj/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fj/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fj/opus-2020-01-21.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.fj | 27.8 | 0.504 |
| [
-0.017206434160470963,
-0.02878635562956333,
0.0022997797932475805,
0.03934313729405403,
0.026329975575208664,
0.02156422846019268,
0.0023314030840992928,
-0.007573774550110102,
-0.04792700335383415,
0.04850076884031296,
0.01079613994807005,
-0.015483962371945381,
0.008812790736556053,
0.05130248889327049,
-0.03660969436168671,
-0.03309286758303642,
-0.011744818650186062,
0.007220541592687368,
-0.04194630682468414,
-0.002231901278719306,
-0.0004500095674302429,
0.008656540885567665,
-0.03254931420087814,
0.039995841681957245,
-0.017890678718686104,
0.007118479814380407,
-0.015027089044451714,
0.017577772960066795,
0.019103877246379852,
-0.07137740403413773,
-0.006546349264681339,
-0.023334505036473274,
-0.03596256300806999,
-0.014108354225754738,
-0.025721510872244835,
0.02846495807170868,
0.008997514843940735,
0.021261066198349,
0.0746888816356659,
0.06189901381731033,
-0.0028429420199245214,
-0.00041969341691583395,
-0.008537965826690197,
-0.015261754393577576,
0.03892922401428223,
0.00656500831246376,
-0.028602447360754013,
-0.03096332587301731,
0.022054558619856834,
-0.022206982597708702,
-0.05045170709490776,
-0.06044299900531769,
-0.019547948613762856,
0.029612461104989052,
-0.008241659961640835,
-0.00775152025744319,
-0.09610025584697723,
-0.00798042956739664,
0.06119689345359802,
-0.05442195013165474,
-0.02607925608754158,
0.015963299199938774,
-0.05040409788489342,
0.00776520324870944,
0.045259688049554825,
-0.038663942366838455,
-0.012929661199450493,
-0.04535900056362152,
0.0466410331428051,
-0.026972828432917595,
0.0363723486661911,
-0.025413867086172104,
0.024304762482643127,
-0.07020815461874008,
-0.04329013451933861,
-0.003931648563593626,
0.02270980179309845,
0.05647093430161476,
-0.04672640934586525,
0.048235759139060974,
0.03841361403465271,
-0.008022014982998371,
0.025424432009458542,
-0.008212516084313393,
-0.007732074707746506,
0.03714874014258385,
-0.030170632526278496,
0.004555308725684881,
0.003942994866520166,
0.04870784655213356,
-0.0417814701795578,
-0.0347796231508255,
-0.01516685914248228,
-0.03524429723620415,
-0.00864420086145401,
0.03152335435152054,
0.0564909391105175,
-0.03500152379274368,
0.004492767620831728,
0.03797203674912453,
0.020963294431567192,
0.04175626486539841,
0.00016598777438048273,
0.06946677714586258,
-0.025984352454543114,
-0.004485790617763996,
-0.022266462445259094,
-0.030290303751826286,
-0.05925732105970383,
0.004877057392150164,
0.03170634061098099,
-0.042360033839941025,
-0.002810652833431959,
0.049423813819885254,
0.03663875535130501,
-0.03162486106157303,
0.07458004355430603,
-0.03184422105550766,
-0.040223851799964905,
-0.0584525391459465,
0.056403085589408875,
0.02141859568655491,
0.016317980363965034,
0.020244380459189415,
-0.053192805498838425,
0.027413584291934967,
-0.028346288949251175,
-0.03615347295999527,
0.01742166094481945,
0.02023269794881344,
-0.026927949860692024,
0.03889622539281845,
0.03990910202264786,
-0.05556265264749527,
0.015318038873374462,
-0.009937585331499577,
-0.0438210591673851,
0.054194409400224686,
0.04580051079392433,
0.09943997114896774,
-0.04931171238422394,
-0.03884141519665718,
0.01800597831606865,
0.0050005195662379265,
-0.029018735513091087,
0.013682863675057888,
-0.0009645360987633467,
-0.025684354826807976,
-0.024677064269781113,
-0.018080877140164375,
0.051684699952602386,
-0.047229211777448654,
-0.019751504063606262,
0.06385379284620285,
-0.021176248788833618,
0.02279222011566162,
-0.02337603271007538,
0.0034792711958289146,
0.0121057303622365,
-0.024150647222995758,
-0.028192365542054176,
0.028449879959225655,
0.002022924367338419,
0.004182975273579359,
-0.02783561311662197,
-0.05667032301425934,
0.018789540976285934,
0.08715048432350159,
-0.023377366364002228,
-0.02432982251048088,
-0.027459649369120598,
-0.001379433204419911,
0.03736095875501633,
0.018790116533637047,
-0.02409825660288334,
0.04107428714632988,
0.053989510983228683,
0.015181397087872028,
0.0071844435296952724,
0.07313757389783859,
0.022389190271496773,
-0.011467565782368183,
-0.006357308942824602,
0.02188105322420597,
0.03249741345643997,
-0.020045438781380653,
-0.0021806431468576193,
0.04512745141983032,
0.017391521483659744,
-0.016570283100008965,
-0.0167157631367445,
0.060625068843364716,
0.009842881932854652,
0.0029375783633440733,
0.009937094524502754,
-0.026537008583545685,
-0.012225281447172165,
0.041274700313806534,
-0.00941160786896944,
-0.018433401361107826,
-0.045261699706315994,
-0.028673144057393074,
0.009714567102491856,
0.0405515693128109,
0.020556235685944557,
0.0506424680352211,
-0.016638830304145813,
0.1050167828798294,
-0.03128059208393097,
0.01304454542696476,
-0.016104478389024734,
-0.037294529378414154,
0.009854676201939583,
0.0629872977733612,
0.021410586312413216,
0.038410741835832596,
-0.005514031276106834,
-0.050754155963659286,
0.027046145871281624,
0.06323756277561188,
0.05163555592298508,
0.007946236059069633,
-0.04215323552489281,
-0.012265979312360287,
0.01754257082939148,
0.04096316918730736,
-0.03442225977778435,
-0.06345470994710922,
0.020111463963985443,
0.07122091203927994,
-0.03139203414320946,
0.02704194374382496,
-0.030634989961981773,
0.021905560046434402,
-0.033539894968271255,
-0.050319742411375046,
0.04433605074882507,
0.02871926687657833,
-0.013509762473404408,
0.02272624522447586,
0.011862418614327908,
-0.009452251717448235,
0.023220043629407883,
0.002500600880011916,
0.0010548772988840938,
-0.025545326992869377,
0.01085665076971054,
0.023692738264799118,
0.055903077125549316,
-0.02869376912713051,
0.03069463185966015,
-0.02775939367711544,
0.007141193374991417,
0.0344485342502594,
-0.07059244811534882,
0.01911935769021511,
0.046359650790691376,
0.008253738284111023,
-0.026749789714813232,
0.004286673851311207,
0.0161360502243042,
0.02720545418560505,
0.06895124167203903,
0.006561913061887026,
0.06021047383546829,
0.020063158124685287,
0.06783166527748108,
0.09387855976819992,
0.014264591969549656,
0.031368765980005264,
0.041922859847545624,
0.08887800574302673,
-0.014105362817645073,
-0.00849961768835783,
0.0462237149477005,
-0.04269087314605713,
0.02101462334394455,
-0.04597378522157669,
0.03414711728692055,
0.02309338189661503,
-0.00259952899068594,
0.02078068256378174,
0.005696028470993042,
-0.021225782111287117,
0.006269183475524187,
-0.019419435411691666,
-0.02708890102803707,
0.051789700984954834,
0.007685449440032244,
0.012857560999691486,
0.013453039340674877,
-0.0010931488359346986,
0.02214806154370308,
-0.06918198615312576,
-0.06902594119310379,
0.02380969747900963,
-0.03483227640390396,
-0.0015403738943859935,
-0.06250099092721939,
-0.012278839945793152,
-0.0681375190615654,
-0.02449570596218109,
0.03915160894393921,
0.0074788848869502544,
-0.0065856315195560455,
-0.018954532220959663,
0.010117831639945507,
-0.031985290348529816,
-0.024318134412169456,
-0.03653080016374588,
-0.03670136630535126,
-0.043422188609838486,
-0.07966355979442596,
0.04580651968717575,
0.010099319741129875,
0.02081262692809105,
-0.022183919325470924,
0.025274153798818588,
-0.010143580846488476,
-0.017419863492250443,
0.07270773500204086,
0.05140548571944237,
-0.026136646047234535,
-0.021908629685640335,
0.05573422834277153,
-0.037827469408512115,
-0.0014009673614054918,
-0.024690955877304077,
-0.017254818230867386,
0.07343505322933197,
0.0485212467610836,
0.02304653450846672,
0.013819060288369656,
-0.025432128459215164,
-0.05536431446671486,
-0.06707815080881119,
-0.03788631781935692,
-0.0491836778819561,
-0.0061147878877818584,
-0.021861381828784943,
-0.05469198524951935,
-0.037986595183610916,
-0.03364357352256775,
-0.004318257328122854,
-0.03262069448828697,
0.022027581930160522,
0.03153373301029205,
0.03822112828493118,
0.03876824676990509,
0.03297602757811546,
-0.053140971809625626,
-0.02796582132577896,
0.08070724457502365,
0.005514824762940407,
0.00995388813316822,
-0.04424004256725311,
-0.012391436845064163,
0.05364760383963585,
0.017726147547364235,
0.0071527669206261635,
0.013394822366535664,
0.08336535096168518,
0.0013711100909858942,
0.007894388400018215,
0.008265464566648006,
-0.007339853793382645,
-0.0038258410058915615,
-0.0008340274216607213,
-0.011883704923093319,
-0.03972197696566582,
-0.023329108953475952,
-0.013553599826991558,
0.009734402410686016,
0.045292194932699203,
-0.06638562679290771,
-0.02671676129102707,
-0.0015197484754025936,
0.03528928756713867,
0.013518387451767921,
0.025393841788172722,
-0.013767609372735023,
0.01745321974158287,
-0.04726144298911095,
-0.024184659123420715,
-0.0008872081525623798,
0.011986658908426762,
0.008190248161554337,
0.052150171250104904,
0.030180418863892555,
-0.03412218391895294,
0.05320135876536369,
0.026805546134710312,
0.060328397899866104,
0.015779269859194756,
-0.042082540690898895,
0.017259811982512474,
-0.03316711261868477,
0.016797559335827827,
-0.001028847647830844,
-0.028105538338422775,
-0.044741395860910416,
-0.07216817885637283,
0.0029976440127938986,
0.029164645820856094,
-0.030680986121296883,
0.02217424474656582,
0.031183965504169464,
-0.050092924386262894,
0.008586402982473373,
-0.0009446635376662016,
0.025215651839971542,
0.04813850671052933,
-0.05777449160814285,
0.06135014817118645,
-0.012109555304050446,
0.02582288719713688,
-0.06503880023956299,
0.008234730921685696,
-0.013501995243132114,
-0.041001416742801666,
0.03493570536375046,
0.06303207576274872,
0.011919714510440826,
0.049355778843164444,
0.0824357345700264,
0.05099153891205788,
-0.031135989353060722,
0.028277849778532982,
0.038589634001255035,
0.008231699466705322,
-0.06199243664741516,
-0.004750791471451521,
-0.012278188951313496,
-0.05214475840330124,
-0.0060057141818106174,
-0.018384406343102455,
0.015409942716360092,
0.015402506105601788,
-0.008354226127266884,
-0.008732539601624012,
-0.01056719571352005,
-0.025220947340130806,
-0.03331644460558891,
-0.06533996760845184,
-0.030134664848446846,
-0.012510400265455246,
-0.0025286697782576084,
0.039858389645814896,
0.049897074699401855,
0.0007576019270345569,
0.04418032616376877,
0.04182143881917,
-0.02935892343521118,
-0.01978554017841816,
0.009775222279131413,
0.026714149862527847,
-0.016198694705963135,
-0.054584749042987823,
-0.03752797842025757,
0.04788593575358391,
0.03984737768769264,
-0.02818481996655464,
-0.0797288790345192,
0.012248397804796696,
0.06665641069412231,
-0.027966085821390152,
0.05405443534255028,
-0.004434109665453434,
0.059006549417972565,
0.054955124855041504,
-0.01973969303071499,
0.013917618431150913,
-0.03402600437402725,
0.017712393775582314,
0.004621284082531929,
0.028949778527021408,
-0.04657023027539253,
-0.03444669768214226,
-0.08822724223136902,
0.015824027359485626,
0.03164738416671753,
0.08096424490213394,
0.04738222435116768,
-0.03169350326061249,
-0.06334181129932404,
-0.018904484808444977,
0.03900373354554176,
-0.05523946136236191,
-0.009760643355548382,
0.02480095624923706,
0.04816285893321037,
-0.04124625399708748,
-0.04598919302225113,
-0.029129693284630775,
0.004581132438033819,
0.03335811197757721,
-0.005106006748974323,
-0.02117645926773548,
-0.05225158855319023,
0.04079364240169525,
-0.0041414531879127026,
-0.0467752106487751,
-0.11958684772253036,
0.012603199109435081,
-0.03737437352538109,
0.000809060235042125,
0.05206146463751793,
0.017931565642356873,
0.028021447360515594,
0.056416723877191544,
0.007862195372581482,
0.02348306030035019,
-0.04423869028687477,
0.022651800885796547,
-0.03822172433137894,
0.006225763354450464,
0.01816079579293728,
-0.032131679356098175,
-0.029986441135406494,
-0.03573578968644142,
-0.0442579910159111,
-0.020295118913054466,
-0.021349797025322914,
0.017490262165665627,
-0.03286666050553322,
0.0039369454607367516,
-0.017887039110064507,
0.03194482624530792,
-0.019940953701734543,
-0.018829485401511192,
-0.014560488983988762,
-0.06340868026018143,
-0.0770881175994873,
-0.038966480642557144,
0.02690783329308033,
0.025547977536916733,
0.0167054645717144,
0.041359324008226395,
0.007088656537234783,
0.023975394666194916,
0.014365606009960175,
-0.028868403285741806,
0.043324004858732224,
0.024363435804843903,
-0.04232166334986687,
-0.028574727475643158,
0.009122712537646294,
0.0355667807161808,
0.019794590771198273,
-0.04362978786230087,
0.026732278987765312,
-0.0019519384950399399,
-0.03262205049395561,
-0.010671841911971569,
0.004307239316403866,
0.040681786835193634,
-0.07677917927503586,
-0.05353810265660286,
0.0064685409888625145,
-0.05313166230916977,
0.02609308995306492,
-0.027808019891381264,
-0.0026160739362239838,
0.02301684208214283,
0.01926455646753311,
0.028838707134127617,
0.004525996744632721,
-0.044469159096479416,
0.0016430775867775083,
-0.00022078739129938185,
0.0029579882975667715,
-0.0716366171836853,
0.044843889772892,
-0.04085385054349899,
0.02536831982433796,
-0.005624905228614807,
-0.0024936324916779995,
-0.035891901701688766,
0.03543407842516899,
-0.005213047843426466,
-0.009799305349588394,
-0.01573491096496582,
-0.002112734830006957,
-0.04394414648413658,
0.048924919217824936,
0.0024167667143046856,
0.019742125645279884,
-0.02179931290447712,
0.06930802017450333,
-0.04622640088200569,
-0.013391521759331226,
-0.026648664847016335,
0.012063940055668354,
-0.03412922844290733,
-0.0019911478739231825,
-0.01721268706023693,
-0.03337342292070389,
0.006626338232308626,
0.04231785610318184,
0.03511375933885574,
0.015903562307357788,
-0.02465268224477768,
0.011378619819879532,
0.017966115847229958,
-0.05075233429670334,
0.0007263664156198502,
-0.015742696821689606,
-0.02243885211646557,
-0.0020412516314536333,
0.047401390969753265,
0.030893487855792046,
-0.03706801310181618,
-0.06972853094339371,
0.020797355100512505,
0.029629789292812347,
-0.005050008185207844,
0.002377347555011511,
0.0132829574868083,
0.03386743366718292,
0.05486288666725159,
-0.02556660771369934,
0.00390137848444283,
-0.021326180547475815,
-0.014964220114052296,
0.026771964505314827,
-0.01718951016664505,
0.02766178548336029,
0.003591812215745449,
-0.046121805906295776,
-0.012294390238821507,
0.06727324426174164,
0.023086680099368095,
0.024424459785223007,
0.0011367067927494645,
-0.014839405193924904,
0.014231836423277855,
0.02347373776137829,
-0.06812923401594162,
0.005197318270802498,
0.04905009642243385,
-0.03216322138905525,
0.07398215681314468,
-0.02229752577841282,
0.04871765896677971,
0.05388468876481056,
0.0051796576008200645,
-0.023781118914484978,
0.04963068664073944,
-0.024534905329346657,
-0.0321204699575901,
0.05750538408756256,
-0.05676346644759178,
-0.017869453877210617,
-0.01666966825723648,
0.06108219176530838,
-0.07007452845573425,
0.05342179909348488,
0.05055588483810425,
0.03404013440012932,
0.00044542260002344847,
-0.03935157507658005,
-0.0368143692612648,
0.04079031944274902,
-0.035154908895492554,
0.07821644842624664,
0.01803414523601532,
-0.054466888308525085,
0.0722411498427391,
0.002822109730914235,
-0.07213687896728516,
0.035584792494773865,
0.039151813834905624,
0.016908418387174606,
0.0250832661986351,
0.05905313044786453,
-0.049140915274620056,
0.02221730165183544,
-0.05830216407775879,
0.015980027616024017,
-0.06580851227045059,
0.0016147218411788344,
0.019040340557694435,
-0.01782386191189289,
-0.02311229147017002,
0.029628653079271317,
-0.025702940300107002,
0.02071700245141983,
0.021129649132490158,
-0.046703603118658066,
-0.020549112930893898,
0.020768998190760612,
0.03773646801710129,
-0.020992614328861237,
0.01584509387612343,
-0.028224574401974678,
0.02152227982878685,
0.035703253000974655,
0.016257867217063904,
-0.06738413125276566,
0.0017294700955972075,
0.03155897557735443,
-0.05491650849580765,
-0.02760431356728077,
0.012363764457404613,
0.008292457088828087,
-0.03145800903439522,
0.03405895084142685,
0.010403667576611042,
-0.002194416942074895,
0.039781153202056885,
-0.023818640038371086,
0.04059523344039917,
-0.05105701833963394,
-0.004969755653291941,
0.006729116663336754,
-0.00020481768297031522,
0.024421662092208862,
-0.01916191354393959,
0.024185949936509132,
0.016377069056034088,
0.05922090262174606,
0.014461240731179714,
-0.04098401591181755,
-0.010327709838747978,
0.029888642951846123,
-0.029880987480282784,
0.018808448687195778,
-0.015089769847691059,
-0.06405852735042572,
-0.03661379590630531,
-0.021465085446834564,
-0.005497035104781389,
0.011033175513148308,
-0.013030296191573143,
0.004647852852940559,
0.051430631428956985,
-0.030521869659423828,
-0.03963274508714676,
-0.06843903660774231,
-0.014176925644278526,
-0.024561408907175064,
0.018245190382003784,
0.019700758159160614,
-0.026575502008199692,
0.030401557683944702,
-0.04729011282324791,
-0.06624472886323929,
0.05678638815879822,
0.015119357965886593,
-0.023515455424785614,
0.056593503803014755,
0.02682598866522312,
-0.024170532822608948,
0.014820323325693607,
0.06010216847062111,
-0.05403849482536316,
0.022673936560750008,
0.001644021482206881,
0.028474675491452217,
0.016286641359329224,
0.027708150446414948,
-0.01822262443602085,
-0.03997115045785904,
-0.060734331607818604,
-0.05171629786491394,
-0.03817484527826309,
-0.0028312946669757366,
0.06635183095932007
] |
xlnet-large-cased | [
"pytorch",
"tf",
"xlnet",
"text-generation",
"en",
"dataset:bookcorpus",
"dataset:wikipedia",
"arxiv:1906.08237",
"transformers",
"license:mit",
"has_space"
] | text-generation | {
"architectures": [
"XLNetLMHeadModel"
],
"model_type": "xlnet",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 250
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 16,389 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-mos
* source languages: sv
* target languages: mos
* OPUS readme: [sv-mos](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-mos/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-mos/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-mos/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-mos/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.mos | 22.4 | 0.379 |
| [
-0.01548239216208458,
-0.02967357076704502,
-0.0015987640945240855,
0.03629230335354805,
0.02924896776676178,
0.020099928602576256,
0.0028563477098941803,
-0.00019551905279513448,
-0.04716816172003746,
0.05768042802810669,
0.013531406410038471,
-0.015843374654650688,
0.016527920961380005,
0.05080731585621834,
-0.0336121991276741,
-0.026507176458835602,
-0.015094731003046036,
0.010059220716357231,
-0.041964661329984665,
-0.006034339778125286,
-0.00016696297097951174,
0.007000239100307226,
-0.03385292738676071,
0.03521956503391266,
-0.019125765189528465,
0.004696429241448641,
-0.016355879604816437,
0.013193706050515175,
0.02218293957412243,
-0.0698610469698906,
-0.008634568192064762,
-0.022291379049420357,
-0.03590858355164528,
-0.015728002414107323,
-0.02898852340877056,
0.03278906270861626,
0.014435600489377975,
0.023185953497886658,
0.07446230947971344,
0.06033848226070404,
-0.007135771214962006,
-0.0010754913091659546,
-0.007621827069669962,
-0.023760076612234116,
0.04189710691571236,
0.0040639773942530155,
-0.03055962175130844,
-0.032711856067180634,
0.022730447351932526,
-0.0250460896641016,
-0.04721823334693909,
-0.049484122544527054,
-0.01635514385998249,
0.03314952924847603,
-0.012649109587073326,
-0.008172539994120598,
-0.1013760045170784,
-0.006490571424365044,
0.06240292638540268,
-0.056024882942438126,
-0.026455290615558624,
0.013514281250536442,
-0.0457746796309948,
0.00891818292438984,
0.04751071333885193,
-0.03630801662802696,
-0.008887787349522114,
-0.04980159178376198,
0.04372397065162659,
-0.029449502006173134,
0.03466919809579849,
-0.029721848666667938,
0.014228913933038712,
-0.07381139695644379,
-0.04785637557506561,
-0.00530279241502285,
0.028896363452076912,
0.05529150739312172,
-0.0441753976047039,
0.050405025482177734,
0.04533084109425545,
-0.013637945987284184,
0.02622835524380207,
-0.009977569803595543,
-0.00997290387749672,
0.04294200614094734,
-0.029415247961878777,
0.0013801301829516888,
0.0014774138107895851,
0.04969429969787598,
-0.040055155754089355,
-0.027016201987862587,
-0.015270671807229519,
-0.03240920230746269,
-0.012407864443957806,
0.030137719586491585,
0.06024455279111862,
-0.03472857177257538,
0.0016708908369764686,
0.041272860020399094,
0.02080819196999073,
0.04867207631468773,
-0.0021129765082150698,
0.06750635802745819,
-0.030904807150363922,
-0.001809615409001708,
-0.022656377404928207,
-0.026320766657590866,
-0.06401202827692032,
0.007704535033553839,
0.02743842825293541,
-0.042650531977415085,
-0.0016074392478913069,
0.04119216278195381,
0.03521684184670448,
-0.03589870408177376,
0.07266724109649658,
-0.03120679035782814,
-0.043787579983472824,
-0.05299407243728638,
0.05918432027101517,
0.015685902908444405,
0.013808024115860462,
0.02374212257564068,
-0.05182531848549843,
0.0211204644292593,
-0.03357234597206116,
-0.03623933717608452,
0.014946474693715572,
0.02218412421643734,
-0.01979946531355381,
0.03208057954907417,
0.03252916410565376,
-0.062485791742801666,
0.019449381157755852,
-0.009286513552069664,
-0.03746189549565315,
0.05628233775496483,
0.04391603544354439,
0.08968349546194077,
-0.048851706087589264,
-0.0346701480448246,
0.009081773459911346,
0.004506933502852917,
-0.037977155297994614,
0.012945926748216152,
-0.004222785122692585,
-0.021190214902162552,
-0.021122710779309273,
-0.019097238779067993,
0.05270931124687195,
-0.04385059326887131,
-0.018225541338324547,
0.05695800855755806,
-0.01807129755616188,
0.024756593629717827,
-0.024738207459449768,
0.0004727090708911419,
0.013636808842420578,
-0.025059733539819717,
-0.02517084591090679,
0.030291348695755005,
0.002807778073474765,
0.009550245478749275,
-0.029188096523284912,
-0.053867895156145096,
0.021786848083138466,
0.08556562662124634,
-0.028629429638385773,
-0.02753310464322567,
-0.027227506041526794,
0.0025890571996569633,
0.03737344220280647,
0.017744923010468483,
-0.02614043466746807,
0.03424621745944023,
0.054216355085372925,
0.01349999662488699,
0.004968344699591398,
0.07250507175922394,
0.021525194868445396,
-0.016469022259116173,
-0.0052153184078633785,
0.017996396869421005,
0.03216468542814255,
-0.019303694367408752,
-0.0007888703839853406,
0.04515012353658676,
0.015418034978210926,
-0.014811593107879162,
-0.02295752987265587,
0.05988471582531929,
-0.00031691318145021796,
0.005101840011775494,
0.013530577532947063,
-0.023674780502915382,
-0.014640391804277897,
0.04859168082475662,
-0.005284085404127836,
-0.023176178336143494,
-0.03694487735629082,
-0.02362748794257641,
0.010039699263870716,
0.037433307617902756,
0.02369682490825653,
0.05293884128332138,
-0.015713702887296677,
0.10854630917310715,
-0.026506448164582253,
0.010172717273235321,
-0.017224352806806564,
-0.03680521622300148,
0.014109387993812561,
0.06473134458065033,
0.016878658905625343,
0.04018339142203331,
-0.003584046382457018,
-0.05280129611492157,
0.029058564454317093,
0.06339018046855927,
0.05057988688349724,
0.008433532901108265,
-0.04471536725759506,
-0.013784555718302727,
0.012666857801377773,
0.03963935747742653,
-0.03669778257608414,
-0.06935927271842957,
0.02491641417145729,
0.07079463452100754,
-0.044418565928936005,
0.031179198995232582,
-0.0344686359167099,
0.021992152556777,
-0.034670259803533554,
-0.042285531759262085,
0.04551003873348236,
0.020503565669059753,
-0.01596873439848423,
0.016091762110590935,
0.007427989970892668,
-0.008496087975800037,
0.026630662381649017,
0.004701273050159216,
-0.0006092751864343882,
-0.024214858189225197,
0.011251641437411308,
0.022551609203219414,
0.060312382876873016,
-0.029336649924516678,
0.0393199622631073,
-0.026208635419607162,
0.001281436183489859,
0.03543185070157051,
-0.07177381217479706,
0.01270496565848589,
0.04618414118885994,
0.011957071721553802,
-0.020999381318688393,
0.005039013922214508,
0.00921221449971199,
0.023478608578443527,
0.07483194023370743,
0.00356174074113369,
0.056033045053482056,
0.015476004220545292,
0.06425025314092636,
0.09367159754037857,
0.015396918170154095,
0.03829502686858177,
0.042041756212711334,
0.09412935376167297,
-0.01203225553035736,
-0.007442157249897718,
0.045597512274980545,
-0.0483076274394989,
0.01821390725672245,
-0.03976737707853317,
0.03441944345831871,
0.020102515816688538,
-0.0017102129058912396,
0.029099101200699806,
0.006363974884152412,
-0.016450906172394753,
0.008295044302940369,
-0.01583927497267723,
-0.024899957701563835,
0.046217672526836395,
0.012662962079048157,
0.006392110139131546,
0.005793709773570299,
-0.0013774934923276305,
0.020374661311507225,
-0.06856239587068558,
-0.06815284490585327,
0.02064436301589012,
-0.031238462775945663,
-0.0002884164568968117,
-0.057974088937044144,
-0.019582219421863556,
-0.0645715743303299,
-0.02203437127172947,
0.039417099207639694,
-0.0014504812425002456,
-0.007349813356995583,
-0.024262765422463417,
0.00809374637901783,
-0.030144352465867996,
-0.027200181037187576,
-0.03515008091926575,
-0.03689116612076759,
-0.037997256964445114,
-0.07954388856887817,
0.045620765537023544,
0.012415267527103424,
0.022369712591171265,
-0.018259061500430107,
0.015631038695573807,
-0.014954082667827606,
-0.013625184074044228,
0.08030696958303452,
0.05623077228665352,
-0.02376144751906395,
-0.026311533525586128,
0.056443165987730026,
-0.03372254967689514,
0.000953168491832912,
-0.028382431715726852,
-0.01693693734705448,
0.06902605295181274,
0.04759431630373001,
0.019833365455269814,
0.006620846223086119,
-0.023234376683831215,
-0.056990593671798706,
-0.060114964842796326,
-0.041316740214824677,
-0.04379750415682793,
-0.012526065111160278,
-0.027698948979377747,
-0.05627273768186569,
-0.034421421587467194,
-0.030351463705301285,
-0.007466835901141167,
-0.03371031954884529,
0.025005491450428963,
0.03102915547788143,
0.03730364516377449,
0.03729598596692085,
0.02530512772500515,
-0.054951801896095276,
-0.029516806825995445,
0.07535968720912933,
0.0064542279578745365,
0.008315792307257652,
-0.04643189162015915,
-0.011856640689074993,
0.04841003566980362,
0.016215352341532707,
0.00837621744722128,
0.02121366746723652,
0.07924481481313705,
-0.002600732957944274,
0.0040129078552126884,
0.012361293658614159,
-0.003705372102558613,
-0.007565718609839678,
-0.005756526254117489,
-0.01326998881995678,
-0.043814171105623245,
-0.01966981403529644,
-0.013061918318271637,
0.015588565729558468,
0.047085486352443695,
-0.06656796485185623,
-0.0251118503510952,
-0.000600632163695991,
0.030829522758722305,
0.007616560440510511,
0.02396855503320694,
-0.009367505088448524,
0.014428947120904922,
-0.0424303337931633,
-0.026314953342080116,
0.007379818707704544,
0.011216215789318085,
0.007254776544868946,
0.05389450863003731,
0.02736622467637062,
-0.030807096511125565,
0.05211633816361427,
0.026492785662412643,
0.06162780150771141,
0.013591108843684196,
-0.043174389749765396,
0.01989896222949028,
-0.03370354697108269,
0.019455669447779655,
0.001644751406274736,
-0.02501503936946392,
-0.04778993874788284,
-0.07847226411104202,
0.007599633652716875,
0.02832617238163948,
-0.032673247158527374,
0.01933935470879078,
0.02960367128252983,
-0.04990895465016365,
0.00780750997364521,
-0.005379883106797934,
0.020087311044335365,
0.04893972724676132,
-0.05308416858315468,
0.06388421356678009,
-0.011227521114051342,
0.02065105549991131,
-0.06179506331682205,
0.012744316831231117,
-0.006472725886851549,
-0.03792639821767807,
0.037082672119140625,
0.061833351850509644,
0.012516806833446026,
0.04459858313202858,
0.0884772464632988,
0.049121275544166565,
-0.027056381106376648,
0.02942194789648056,
0.032816316932439804,
0.010488967411220074,
-0.06364516913890839,
-0.007845873944461346,
-0.0049100290052592754,
-0.04798269644379616,
-0.0013362730387598276,
-0.018937217071652412,
0.01628132537007332,
0.01695976033806801,
-0.006292359437793493,
-0.02205236628651619,
-0.014575562439858913,
-0.029374511912465096,
-0.034016210585832596,
-0.0655326098203659,
-0.033891987055540085,
-0.0167072881013155,
-0.0004767577338498086,
0.04395873472094536,
0.04967343434691429,
-0.003098594257608056,
0.04360851272940636,
0.04895264282822609,
-0.024163659662008286,
-0.02310481108725071,
0.011175302788615227,
0.027035340666770935,
-0.0180362481623888,
-0.05536378547549248,
-0.04510974884033203,
0.046969953924417496,
0.038505665957927704,
-0.03147391974925995,
-0.07801330089569092,
0.00741764297708869,
0.06855092197656631,
-0.024770207703113556,
0.050733283162117004,
-0.0014561527641490102,
0.05458827689290047,
0.053182147443294525,
-0.019947590306401253,
0.014160661958158016,
-0.034269560128450394,
0.01929652690887451,
0.0005779967177659273,
0.03752413019537926,
-0.04359075799584389,
-0.03794682398438454,
-0.08771216869354248,
0.009975403547286987,
0.026916002854704857,
0.0832909420132637,
0.0440678745508194,
-0.03394030034542084,
-0.054664477705955505,
-0.01774883270263672,
0.044453784823417664,
-0.061409879475831985,
-0.01364485826343298,
0.01840738207101822,
0.049503277987241745,
-0.04531383514404297,
-0.044006090611219406,
-0.028710652142763138,
0.005332490894943476,
0.03140398487448692,
-0.0004796118300873786,
-0.0211244635283947,
-0.05528264865279198,
0.0374816469848156,
-0.0057133836671710014,
-0.04447486251592636,
-0.1200878918170929,
0.007104485295712948,
-0.03395035117864609,
-0.004557644482702017,
0.047073252499103546,
0.023483095690608025,
0.030835459008812904,
0.061276450753211975,
0.008029778487980366,
0.026989873498678207,
-0.042528070509433746,
0.02486630529165268,
-0.03336339071393013,
0.008119233883917332,
0.017295224592089653,
-0.027888495475053787,
-0.028785036876797676,
-0.03799352049827576,
-0.042222633957862854,
-0.022744448855519295,
-0.019879762083292007,
0.02020357921719551,
-0.03310082107782364,
0.006248879712074995,
-0.014162025414407253,
0.0325431190431118,
-0.016400277614593506,
-0.019159933552145958,
-0.0133014852181077,
-0.05508362874388695,
-0.07927233725786209,
-0.0404200442135334,
0.02255122922360897,
0.026229918003082275,
0.011466247029602528,
0.037794098258018494,
0.008690787479281425,
0.019161267206072807,
0.007655862718820572,
-0.027938297018408775,
0.04248259216547012,
0.019103651866316795,
-0.04526863247156143,
-0.03013872355222702,
0.009813083335757256,
0.03764526918530464,
0.023407720029354095,
-0.05010067671537399,
0.023214010521769524,
0.0030362391844391823,
-0.03354091942310333,
-0.014766799286007881,
-0.0016194179188460112,
0.03359643369913101,
-0.07994522899389267,
-0.05282442271709442,
0.009254164062440395,
-0.05134931951761246,
0.028343889862298965,
-0.023876814171671867,
0.004959688987582922,
0.015746882185339928,
0.02545282430946827,
0.027039190754294395,
0.0037475991994142532,
-0.04676387459039688,
0.006533775944262743,
-0.004726356826722622,
-0.0006535053835250437,
-0.07117258757352829,
0.04761005565524101,
-0.04480684548616409,
0.02781827189028263,
-0.003328393679112196,
-0.005774177145212889,
-0.03081786446273327,
0.034972772002220154,
-0.007700090296566486,
-0.009176398627460003,
-0.017070772126317024,
0.002857505576685071,
-0.0441477969288826,
0.05255787819623947,
0.008227184414863586,
0.019897043704986572,
-0.024749290198087692,
0.06689724326133728,
-0.039074406027793884,
-0.008812613785266876,
-0.02665877155959606,
0.015065237879753113,
-0.028669405728578568,
-0.003027205588296056,
-0.02050113119184971,
-0.036339569836854935,
-0.0005327506805770099,
0.041215114295482635,
0.03552304208278656,
0.015781069174408913,
-0.02732129581272602,
0.009624125435948372,
0.014235229231417179,
-0.04776934161782265,
-0.0003912222746293992,
-0.016421804204583168,
-0.024837229400873184,
-0.0017339868936687708,
0.047237273305654526,
0.034739069640636444,
-0.03629693761467934,
-0.0724169984459877,
0.020197737962007523,
0.028071509674191475,
-0.007570547051727772,
0.00465890858322382,
0.013923684135079384,
0.03676556795835495,
0.05725826323032379,
-0.025632020086050034,
0.00321402121335268,
-0.021132132038474083,
-0.018510574474930763,
0.024513302370905876,
-0.0117666469886899,
0.029429826885461807,
0.002657109871506691,
-0.04700823873281479,
-0.01653623767197132,
0.06451577693223953,
0.023744119331240654,
0.019448723644018173,
0.003725419519469142,
-0.011543410830199718,
0.014564457349479198,
0.023022206500172615,
-0.06915987282991409,
0.007612233515828848,
0.04950873553752899,
-0.03202276676893234,
0.07017391920089722,
-0.027349261566996574,
0.04505673423409462,
0.052723243832588196,
0.0010126621928066015,
-0.02357623353600502,
0.05189662054181099,
-0.025065908208489418,
-0.027578195556998253,
0.05794613063335419,
-0.053632840514183044,
-0.017673524096608162,
-0.018948595970869064,
0.06374984979629517,
-0.07011423259973526,
0.055638186633586884,
0.05600116774439812,
0.035527050495147705,
0.0011188600910827518,
-0.04277976229786873,
-0.02904525399208069,
0.03795579448342323,
-0.034722957760095596,
0.07335058599710464,
0.02566446177661419,
-0.0458071269094944,
0.07340148836374283,
0.0055887592025101185,
-0.07892134040594101,
0.036632850766181946,
0.03797898069024086,
0.01294534932821989,
0.029127616435289383,
0.05502857640385628,
-0.046845950186252594,
0.026047412306070328,
-0.06451578438282013,
0.01624351739883423,
-0.07306253165006638,
0.0028747962787747383,
0.015822047367691994,
-0.015653692185878754,
-0.02187587507069111,
0.030008753761649132,
-0.027199361473321915,
0.025679342448711395,
0.020260417833924294,
-0.049641720950603485,
-0.02613314986228943,
0.018365446478128433,
0.04027672857046127,
-0.018767064437270164,
0.017124997451901436,
-0.02168409526348114,
0.01812453754246235,
0.029374806210398674,
0.01930803246796131,
-0.06633947044610977,
0.002110481495037675,
0.026903901249170303,
-0.057842839509248734,
-0.03136678412556648,
0.0068198759108781815,
0.010785892605781555,
-0.03697146847844124,
0.03220900893211365,
0.016976192593574524,
0.003223478328436613,
0.03719456493854523,
-0.022649457678198814,
0.03586882725358009,
-0.05572230741381645,
-0.007344244513660669,
0.010313323698937893,
0.0026797668542712927,
0.02013285458087921,
-0.017856154590845108,
0.02217995934188366,
0.018396973609924316,
0.0534120611846447,
0.01238500140607357,
-0.041650980710983276,
-0.010121519677340984,
0.03098684921860695,
-0.03885718807578087,
0.016624195501208305,
-0.020512791350483894,
-0.0668233335018158,
-0.03813201189041138,
-0.019815409556031227,
-0.003713389625772834,
0.011468006297945976,
-0.018164414912462234,
0.0034146562684327364,
0.052861932665109634,
-0.030977118760347366,
-0.038994286209344864,
-0.07133567333221436,
-0.014553597196936607,
-0.024415217339992523,
0.012894890271127224,
0.019700638949871063,
-0.024518294259905815,
0.02438679151237011,
-0.05413127690553665,
-0.06764145940542221,
0.0636434555053711,
0.013591381721198559,
-0.029041903093457222,
0.056931301951408386,
0.028693290427327156,
-0.031059226021170616,
0.007873541675508022,
0.06422629952430725,
-0.05436492711305618,
0.023084841668605804,
-0.0007070634164847434,
0.022224262356758118,
0.015069149434566498,
0.02545793168246746,
-0.020376069471240044,
-0.032049309462308884,
-0.0540880523622036,
-0.05486391484737396,
-0.0365048423409462,
-0.008996942080557346,
0.06610917299985886
] |
123abhiALFLKFO/distilbert-base-uncased-finetuned-cola | [
"pytorch",
"tensorboard",
"distilbert",
"text-classification",
"dataset:glue",
"transformers",
"generated_from_trainer",
"license:apache-2.0"
] | text-classification | {
"architectures": [
"DistilBertForSequenceClassification"
],
"model_type": "distilbert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 57 | 2020-04-29T14:10:41Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-sv-ro
* source languages: sv
* target languages: ro
* OPUS readme: [sv-ro](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-ro/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-ro/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ro/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ro/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.sv.ro | 29.5 | 0.510 |
| [
-0.0174572691321373,
-0.029075289145112038,
0.0014868362341076136,
0.03713125362992287,
0.034524038434028625,
0.01845996454358101,
0.0010102756787091494,
-0.002952408976852894,
-0.04965870454907417,
0.053230103105306625,
0.012436455115675926,
-0.01978135295212269,
0.008341281674802303,
0.05012471228837967,
-0.03085171803832054,
-0.02970561757683754,
-0.011645210906863213,
0.013458932749927044,
-0.043315641582012177,
-0.00708518223837018,
0.0038492842577397823,
0.005112970247864723,
-0.03191322460770607,
0.03332806006073952,
-0.01872878149151802,
0.002914536977186799,
-0.017388388514518738,
0.01109878160059452,
0.022209791466593742,
-0.0713813528418541,
-0.00840213242918253,
-0.022662635892629623,
-0.036411456763744354,
-0.015315689146518707,
-0.026647409424185753,
0.027194608002901077,
0.013622473925352097,
0.02176631987094879,
0.07238874584436417,
0.06275303661823273,
-0.004598216153681278,
0.0015296596102416515,
-0.0068777198903262615,
-0.027257483452558517,
0.03663517162203789,
0.003336097812280059,
-0.031917259097099304,
-0.031919512897729874,
0.023717088624835014,
-0.024493565782904625,
-0.04743610695004463,
-0.05207327380776405,
-0.01437796838581562,
0.03143710270524025,
-0.00813383050262928,
-0.008133765310049057,
-0.09333349764347076,
-0.004172037821263075,
0.06640060245990753,
-0.0559249222278595,
-0.024691639468073845,
0.012237071990966797,
-0.04753860458731651,
0.012429347261786461,
0.04971981793642044,
-0.037832971662282944,
-0.00816925149410963,
-0.05276303365826607,
0.0469212681055069,
-0.029989486560225487,
0.036745112389326096,
-0.03238488361239433,
0.01871001347899437,
-0.07415033876895905,
-0.04745344817638397,
-0.009433256462216377,
0.026305299252271652,
0.05634363368153572,
-0.045557886362075806,
0.050505876541137695,
0.04688018560409546,
-0.014299203641712666,
0.026348989456892014,
-0.007988939061760902,
-0.010258655995130539,
0.04444238543510437,
-0.029315952211618423,
-0.00017801803187467158,
0.0038536328356713057,
0.04567986726760864,
-0.039889704436063766,
-0.026851212605834007,
-0.016666892915964127,
-0.03433471545577049,
-0.008894132450222969,
0.03313916549086571,
0.06089869141578674,
-0.03365034610033035,
0.004296647850424051,
0.04035720229148865,
0.0227529127150774,
0.04486660286784172,
-0.0025078849866986275,
0.06968366354703903,
-0.027952544391155243,
-0.0025385369081050158,
-0.021000003442168236,
-0.025861341506242752,
-0.06236604228615761,
0.006853856146335602,
0.030914204195141792,
-0.04429866001009941,
-0.0026139800902456045,
0.044643960893154144,
0.033852718770504,
-0.03506322205066681,
0.06889253854751587,
-0.03354806825518608,
-0.04688971862196922,
-0.0571947880089283,
0.05671331658959389,
0.01771232858300209,
0.013597637414932251,
0.022647077217698097,
-0.05178113281726837,
0.024260830134153366,
-0.036483459174633026,
-0.0377829410135746,
0.01483627874404192,
0.022472910583019257,
-0.02232184074819088,
0.03398927301168442,
0.03320145234465599,
-0.0630798265337944,
0.0213097482919693,
-0.008006722666323185,
-0.03846273198723793,
0.056036848574876785,
0.044102951884269714,
0.09615744650363922,
-0.046400249004364014,
-0.034494463354349136,
0.013466812670230865,
0.0057970089837908745,
-0.03330979496240616,
0.01345091126859188,
-0.0006605394301004708,
-0.023465726524591446,
-0.021788476034998894,
-0.018878277391195297,
0.05181467905640602,
-0.045476339757442474,
-0.020577028393745422,
0.062294986099004745,
-0.015249469317495823,
0.026124995201826096,
-0.021306844428181648,
-0.004265485797077417,
0.012166471220552921,
-0.02627548947930336,
-0.027099693194031715,
0.033996738493442535,
0.00246361643075943,
0.008997103199362755,
-0.03234061226248741,
-0.055703092366456985,
0.022364290431141853,
0.08257564157247543,
-0.027033215388655663,
-0.027411354705691338,
-0.028906840831041336,
0.0011795936152338982,
0.03850758075714111,
0.01867256686091423,
-0.02410067431628704,
0.034204237163066864,
0.04964069277048111,
0.017117077484726906,
0.0029524145647883415,
0.07318196445703506,
0.02049444615840912,
-0.020113429054617882,
-0.007719108369201422,
0.02086268737912178,
0.030622752383351326,
-0.022886313498020172,
-0.00137730548158288,
0.04147345572710037,
0.01291473489254713,
-0.016575362533330917,
-0.022405169904232025,
0.060335949063301086,
-0.0004645420121960342,
0.006253622006624937,
0.014963331632316113,
-0.021451052278280258,
-0.014098059386014938,
0.0482923686504364,
-0.0039147124625742435,
-0.023655492812395096,
-0.037974897772073746,
-0.02331598289310932,
0.00891814474016428,
0.03669685497879982,
0.01842169649899006,
0.05267998203635216,
-0.015819935128092766,
0.10307524353265762,
-0.024902570992708206,
0.010753604583442211,
-0.019651437178254128,
-0.03996184468269348,
0.012081896886229515,
0.06332140415906906,
0.019574733451008797,
0.039745885878801346,
-0.000802434457000345,
-0.05211670696735382,
0.02816932275891304,
0.06440158188343048,
0.05442401394248009,
0.010293938219547272,
-0.04350407421588898,
-0.011073347181081772,
0.012321525253355503,
0.04119887948036194,
-0.03376619145274162,
-0.06313112378120422,
0.023078665137290955,
0.06976907700300217,
-0.045563772320747375,
0.02999619022011757,
-0.03601238504052162,
0.026841530576348305,
-0.03582019358873367,
-0.040939003229141235,
0.04508119821548462,
0.02089100517332554,
-0.01321224495768547,
0.019289530813694,
0.009191268123686314,
-0.009341077879071236,
0.02558014541864395,
0.0070899180136621,
-0.001523217186331749,
-0.027661236003041267,
0.0101759759709239,
0.0198687594383955,
0.057751961052417755,
-0.02896346151828766,
0.03849106281995773,
-0.02258390374481678,
-0.001832790789194405,
0.034639328718185425,
-0.07115788012742996,
0.013062901794910431,
0.05256945267319679,
0.015411827713251114,
-0.02268129587173462,
0.002242943039163947,
0.007473947945982218,
0.02466992475092411,
0.0722738578915596,
0.00335687561891973,
0.05430104210972786,
0.01800750382244587,
0.06259216368198395,
0.09640952199697495,
0.014961040578782558,
0.030524522066116333,
0.040005799382925034,
0.09361562877893448,
-0.012214051559567451,
-0.01042866986244917,
0.047113604843616486,
-0.04692808911204338,
0.020638102665543556,
-0.039568446576595306,
0.030136864632368088,
0.018551649525761604,
-0.00497948145493865,
0.028273144736886024,
0.0037218567449599504,
-0.01771392673254013,
0.00810554251074791,
-0.015820089727640152,
-0.02496165968477726,
0.04922684282064438,
0.012988335452973843,
0.009123949334025383,
0.0074281212873756886,
-0.0003144448855891824,
0.02237340435385704,
-0.06807897984981537,
-0.07169604301452637,
0.021243447437882423,
-0.030889350920915604,
0.000612849195022136,
-0.06102723255753517,
-0.018916793167591095,
-0.06465040147304535,
-0.023033099249005318,
0.04227829352021217,
0.0035973244812339544,
-0.006910240277647972,
-0.022656187415122986,
0.0065432447008788586,
-0.029724741354584694,
-0.02588002011179924,
-0.036937009543180466,
-0.03335364907979965,
-0.04185006022453308,
-0.08103823661804199,
0.04557724669575691,
0.012559476308524609,
0.027207542210817337,
-0.020558685064315796,
0.014377870596945286,
-0.013354136608541012,
-0.01427596714347601,
0.08040475845336914,
0.057920824736356735,
-0.025988860055804253,
-0.02358025312423706,
0.05145833641290665,
-0.034951046109199524,
0.0009124603238888085,
-0.02567092329263687,
-0.020619386807084084,
0.07080705463886261,
0.05201718583703041,
0.023290423676371574,
0.005970674566924572,
-0.022611025720834732,
-0.060137923806905746,
-0.06240483745932579,
-0.04060302674770355,
-0.04554494470357895,
-0.01086503453552723,
-0.030247293412685394,
-0.05773213133215904,
-0.030537256971001625,
-0.02810281701385975,
-0.006217046640813351,
-0.031074998900294304,
0.018337739631533623,
0.03182686120271683,
0.03545958548784256,
0.03978610411286354,
0.027850506827235222,
-0.0513945035636425,
-0.02949007786810398,
0.07454124093055725,
0.01003118697553873,
0.006448942702263594,
-0.048884570598602295,
-0.011544309556484222,
0.05056895688176155,
0.016399048268795013,
0.008345678448677063,
0.01634957082569599,
0.07728111743927002,
-0.00024277508782688528,
0.006981195416301489,
0.011390398256480694,
-0.0069486843422055244,
-0.008165895007550716,
-0.00718610780313611,
-0.017805198207497597,
-0.04431374743580818,
-0.02024652436375618,
-0.013259604573249817,
0.015567370690405369,
0.04351526498794556,
-0.06786063313484192,
-0.029667040333151817,
0.0006630537682212889,
0.033442068845033646,
0.009975578635931015,
0.022399377077817917,
-0.011303205043077469,
0.015735754743218422,
-0.04130655154585838,
-0.025815295055508614,
0.005377131514251232,
0.011868343688547611,
0.006234446074813604,
0.05271747708320618,
0.033644769340753555,
-0.03329227864742279,
0.0508861169219017,
0.025066891685128212,
0.06036047637462616,
0.014191641472280025,
-0.04345636069774628,
0.021280253306031227,
-0.03149210289120674,
0.020389346405863762,
-0.0019870204851031303,
-0.025137884542346,
-0.04996779188513756,
-0.07613133639097214,
0.0058664847165346146,
0.02526647038757801,
-0.03171263635158539,
0.0140121690928936,
0.027933141216635704,
-0.048506565392017365,
0.01026919111609459,
-0.005704722832888365,
0.021561747416853905,
0.049949366599321365,
-0.058559492230415344,
0.06188143789768219,
-0.011158370412886143,
0.023027218878269196,
-0.05938948690891266,
0.01305972971022129,
-0.012287058867514133,
-0.03856581076979637,
0.031769610941410065,
0.06170586869120598,
0.014975648373365402,
0.05011923611164093,
0.08557120710611343,
0.04680251330137253,
-0.026781709864735603,
0.02495996467769146,
0.031002352014183998,
0.01028347946703434,
-0.060924895107746124,
-0.010961073450744152,
-0.007127038203179836,
-0.05227583646774292,
-0.005543733946979046,
-0.019887758418917656,
0.01518383901566267,
0.016688168048858643,
-0.00789550505578518,
-0.02156694233417511,
-0.01182118896394968,
-0.03327452018857002,
-0.032610971480607986,
-0.06665592640638351,
-0.03423510119318962,
-0.01603364758193493,
-0.00012729549780488014,
0.04095679521560669,
0.05374469608068466,
0.00011150667705805972,
0.045203469693660736,
0.04810564965009689,
-0.02695872262120247,
-0.019782714545726776,
0.0094523960724473,
0.025639766827225685,
-0.018334856256842613,
-0.054516471922397614,
-0.04436927288770676,
0.04727089777588844,
0.03924081474542618,
-0.032567061483860016,
-0.0795212984085083,
0.0066170901991426945,
0.06792781502008438,
-0.028670286759734154,
0.049459055066108704,
0.001145284972153604,
0.056580401957035065,
0.052925147116184235,
-0.02104555442929268,
0.016333311796188354,
-0.03324367105960846,
0.019492898136377335,
0.0009057985153049231,
0.034978464245796204,
-0.038890838623046875,
-0.03709831461310387,
-0.0862712413072586,
0.011246987618505955,
0.02609364688396454,
0.08344226330518723,
0.04565112665295601,
-0.03704361245036125,
-0.05732514336705208,
-0.014804575592279434,
0.04407108947634697,
-0.06136007979512215,
-0.007757391314953566,
0.02119879238307476,
0.050658006221055984,
-0.04473135992884636,
-0.049336716532707214,
-0.028749335557222366,
0.004747634753584862,
0.03539532050490379,
-0.0009652028093114495,
-0.020391464233398438,
-0.05813029408454895,
0.038759343326091766,
-0.006389332935214043,
-0.04301660135388374,
-0.1189374029636383,
0.004474944435060024,
-0.03457110747694969,
-0.0038870687130838633,
0.04663701727986336,
0.02301664650440216,
0.02984745427966118,
0.061621326953172684,
0.009362383745610714,
0.027449248358607292,
-0.041602861136198044,
0.020885910838842392,
-0.03730813041329384,
0.008406311273574829,
0.016170496121048927,
-0.02765117771923542,
-0.02998208999633789,
-0.037492670118808746,
-0.04284333810210228,
-0.028104474768042564,
-0.02276933565735817,
0.019689012318849564,
-0.0292397178709507,
0.009437097236514091,
-0.015438681468367577,
0.03133324533700943,
-0.011619972996413708,
-0.01930840313434601,
-0.012019011192023754,
-0.055518738925457,
-0.07715138047933578,
-0.03876510635018349,
0.023991918191313744,
0.024174103513360023,
0.014077544212341309,
0.03572307154536247,
0.005444930400699377,
0.023389875888824463,
0.011462975293397903,
-0.02669810689985752,
0.04699298366904259,
0.018458444625139236,
-0.042496971786022186,
-0.03161657601594925,
0.010854966007173061,
0.035373181104660034,
0.022725006565451622,
-0.049518585205078125,
0.026042360812425613,
0.005285235587507486,
-0.03443106636404991,
-0.01490382757037878,
-0.0002244102506665513,
0.03334540128707886,
-0.07742990553379059,
-0.054491620510816574,
0.007184353191405535,
-0.054368164390325546,
0.030383480712771416,
-0.02376212552189827,
0.0010149782756343484,
0.01883334293961525,
0.02480030246078968,
0.029687436297535896,
0.0049999007023870945,
-0.04546875134110451,
-0.00045726762618869543,
-0.0027904496528208256,
0.003175969235599041,
-0.06928572058677673,
0.04438069835305214,
-0.042602892965078354,
0.027325039729475975,
-0.007761767134070396,
-0.005183521658182144,
-0.03355833888053894,
0.02990931272506714,
-0.008722028695046902,
-0.006640346255153418,
-0.016588661819696426,
0.0009450183133594692,
-0.03883088007569313,
0.054789964109659195,
0.0020465506240725517,
0.018718762323260307,
-0.02568136155605316,
0.07078796625137329,
-0.041681814938783646,
-0.010988919995725155,
-0.025765154510736465,
0.017238494008779526,
-0.032797910273075104,
-0.002346788067370653,
-0.015252904035151005,
-0.04008132219314575,
0.0037115635350346565,
0.04316949471831322,
0.036365408450365067,
0.017768893390893936,
-0.02928820066154003,
0.010749317705631256,
0.011679267510771751,
-0.04724729061126709,
-0.003830516245216131,
-0.017174264416098595,
-0.02857116609811783,
-0.0020693307742476463,
0.044436976313591,
0.03616780787706375,
-0.03814690187573433,
-0.07028042525053024,
0.017134200781583786,
0.026041945442557335,
-0.007188101299107075,
0.004291759338229895,
0.014413394965231419,
0.03971346467733383,
0.05832386761903763,
-0.027930162847042084,
0.006013552192598581,
-0.022799883037805557,
-0.018366018310189247,
0.02729325369000435,
-0.012746521271765232,
0.028778519481420517,
0.0027093361131846905,
-0.045014556497335434,
-0.01900842972099781,
0.06706564873456955,
0.022621937096118927,
0.02095930092036724,
0.005680554546415806,
-0.013408854603767395,
0.015718748793005943,
0.020827317610383034,
-0.06844938546419144,
0.008108331821858883,
0.04863199219107628,
-0.03189994394779205,
0.07173565030097961,
-0.0270514115691185,
0.04502527043223381,
0.055474903434515,
0.0032795241568237543,
-0.02617732249200344,
0.04706790670752525,
-0.01986633613705635,
-0.029944628477096558,
0.059010185301303864,
-0.05457405373454094,
-0.019849106669425964,
-0.017712427303195,
0.06216930225491524,
-0.07056824117898941,
0.05118536949157715,
0.05111941322684288,
0.03725063055753708,
0.00013076038158033043,
-0.041045669466257095,
-0.03178498521447182,
0.03632904589176178,
-0.03374159708619118,
0.07441098242998123,
0.0211639404296875,
-0.050889886915683746,
0.0733053982257843,
0.005347390193492174,
-0.07343247532844543,
0.03920290619134903,
0.03743542730808258,
0.011840063147246838,
0.02777361497282982,
0.05614475905895233,
-0.04369150474667549,
0.024786826223134995,
-0.060481175780296326,
0.016489237546920776,
-0.07252242416143417,
0.0022431309334933758,
0.02163873426616192,
-0.015252955257892609,
-0.022113023325800896,
0.033773161470890045,
-0.02801516093313694,
0.023402120918035507,
0.02216246910393238,
-0.04852490872144699,
-0.028284503147006035,
0.021391570568084717,
0.039207614958286285,
-0.017425838857889175,
0.015110181644558907,
-0.020669005811214447,
0.019152671098709106,
0.029747482389211655,
0.01739339530467987,
-0.06551357358694077,
-0.002593879820778966,
0.02333195134997368,
-0.05696767941117287,
-0.030510129407048225,
0.007003605365753174,
0.007728830445557833,
-0.03668209910392761,
0.03192415088415146,
0.013535303063690662,
0.0014028516598045826,
0.035462334752082825,
-0.019229063764214516,
0.038926828652620316,
-0.05815737321972847,
-0.005731747951358557,
0.00730633782222867,
0.0037992969155311584,
0.023466670885682106,
-0.018715698271989822,
0.02276027575135231,
0.023013755679130554,
0.054969992488622665,
0.012301789596676826,
-0.040947653353214264,
-0.015291028656065464,
0.02460869587957859,
-0.03776184841990471,
0.015587707981467247,
-0.018972305580973625,
-0.06790831685066223,
-0.03342563286423683,
-0.01836913637816906,
-0.006562832277268171,
0.014941239729523659,
-0.015831725671887398,
0.0062303063459694386,
0.05207258090376854,
-0.032702114433050156,
-0.038222189992666245,
-0.0720546767115593,
-0.014656530693173409,
-0.023090964183211327,
0.01149851456284523,
0.018804138526320457,
-0.025047574192285538,
0.027038412168622017,
-0.052271850407123566,
-0.06756620854139328,
0.06250982731580734,
0.015314863994717598,
-0.028885718435049057,
0.05912843346595764,
0.026864495128393173,
-0.029428552836179733,
0.009686654433608055,
0.0633489117026329,
-0.05355412885546684,
0.023577265441417694,
0.001506241038441658,
0.023022588342428207,
0.01712588034570217,
0.023169096559286118,
-0.0156734436750412,
-0.03499332070350647,
-0.054018568247556686,
-0.04840504005551338,
-0.03622082248330116,
-0.006129617337137461,
0.06388674676418304
] |
AAli/distilbert-base-uncased-finetuned-cola | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- tl
- de
tags:
- translation
license: apache-2.0
---
### tgl-deu
* source group: Tagalog
* target group: German
* OPUS readme: [tgl-deu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/tgl-deu/README.md)
* model: transformer-align
* source language(s): tgl_Latn
* target language(s): deu
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/tgl-deu/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/tgl-deu/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/tgl-deu/opus-2020-06-17.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.tgl.deu | 22.7 | 0.473 |
### System Info:
- hf_name: tgl-deu
- source_languages: tgl
- target_languages: deu
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/tgl-deu/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['tl', 'de']
- src_constituents: {'tgl_Latn'}
- tgt_constituents: {'deu'}
- src_multilingual: False
- tgt_multilingual: False
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/tgl-deu/opus-2020-06-17.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/tgl-deu/opus-2020-06-17.test.txt
- src_alpha3: tgl
- tgt_alpha3: deu
- short_pair: tl-de
- chrF2_score: 0.473
- bleu: 22.7
- brevity_penalty: 0.9690000000000001
- ref_len: 2453.0
- src_name: Tagalog
- tgt_name: German
- train_date: 2020-06-17
- src_alpha2: tl
- tgt_alpha2: de
- prefer_old: False
- long_pair: tgl-deu
- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
- port_machine: brutasse
- port_time: 2020-08-21-14:41 | [
-0.0015514105325564742,
-0.03602760285139084,
-0.015437895432114601,
0.02678624354302883,
0.03947354853153229,
0.03557795658707619,
-0.006129395682364702,
0.005452553275972605,
-0.06680617481470108,
0.06118427589535713,
0.007607715670019388,
-0.021979741752147675,
-0.011899083852767944,
0.05568341165781021,
-0.040137480944395065,
-0.02906462550163269,
-0.016619862988591194,
-0.007264568004757166,
-0.04295957088470459,
-0.025472769513726234,
0.009892810136079788,
0.020524807274341583,
-0.007039973046630621,
0.02434597909450531,
0.005179970990866423,
0.027086757123470306,
-0.03147668018937111,
0.035019874572753906,
0.00745126698166132,
-0.07575490325689316,
-0.010352234356105328,
-0.00037895157583989203,
-0.025868551805615425,
0.0026105165015906096,
-0.02685689367353916,
0.000894088065251708,
-0.003984903451055288,
-0.008360286243259907,
0.06150645762681961,
0.04501999542117119,
-0.01498500257730484,
0.019634274765849113,
-0.015172004699707031,
-0.0573519803583622,
0.04668036848306656,
-0.003040638752281666,
-0.06122874468564987,
-0.01089497935026884,
0.014759291894733906,
-0.02190190553665161,
-0.04603023827075958,
-0.08256638050079346,
-0.015215103514492512,
0.005818287376314402,
-0.01695070043206215,
0.002128778723999858,
-0.0693947896361351,
-0.004099073354154825,
0.0634889155626297,
-0.050040703266859055,
-0.040417857468128204,
0.00873652659356594,
-0.07284953445196152,
0.01010610070079565,
0.03105749376118183,
-0.019792713224887848,
-0.017463169991970062,
-0.03043304570019245,
0.026226045563817024,
-0.030543822795152664,
0.03158343955874443,
-0.04230494424700737,
0.025277437642216682,
-0.06739011406898499,
-0.03134080022573471,
-0.012082281522452831,
0.025487687438726425,
0.03159026801586151,
-0.035559527575969696,
0.05472077801823616,
0.020598340779542923,
-0.019131498411297798,
0.021606672555208206,
-0.02958768419921398,
-0.0378849096596241,
0.05811401084065437,
-0.02530786208808422,
-0.01926521211862564,
0.006514692213386297,
0.041787609457969666,
-0.0629194900393486,
-0.03975220024585724,
-0.0166242066770792,
-0.036305006593465805,
-0.009172767400741577,
0.04038667306303978,
0.05401279777288437,
-0.031042596325278282,
0.02000034973025322,
0.03768061846494675,
0.020300179719924927,
0.046407490968704224,
0.004077631514519453,
0.05952183157205582,
-0.007534276694059372,
0.007133647333830595,
-0.0014421404339373112,
-0.03416958823800087,
-0.051536329090595245,
0.012188976630568504,
0.029185600578784943,
-0.029643705114722252,
-0.021028442308306694,
0.05546915531158447,
0.007421494461596012,
-0.020261794328689575,
0.05699810013175011,
-0.02167104370892048,
-0.04199616611003876,
-0.049616631120443344,
0.07049673050642014,
0.020987316966056824,
-0.01740225777029991,
0.03147148713469505,
-0.05607268959283829,
0.014248805120587349,
-0.04495862126350403,
-0.04855560138821602,
-0.0018026810139417648,
0.020865418016910553,
-0.009162547998130322,
0.04088223725557327,
0.039503313601017,
-0.06762481480836868,
0.02726742997765541,
-0.010704527609050274,
-0.040934767574071884,
0.052683450281620026,
0.011116431094706059,
0.11128979921340942,
-0.036092549562454224,
-0.02126021310687065,
0.006000977475196123,
0.0036029659677296877,
-0.011845697648823261,
0.0034938545431941748,
0.003435742110013962,
-0.011393995024263859,
-0.004151793196797371,
-0.02612927183508873,
0.04477608948945999,
-0.06151977553963661,
-0.008521080948412418,
0.05830312892794609,
0.001423104666173458,
0.03424957022070885,
-0.04446927458047867,
-0.024564560502767563,
-0.0008302900241687894,
-0.0246286503970623,
-0.049427326768636703,
0.024794375523924828,
0.009846690110862255,
-0.018970521166920662,
-0.03944121301174164,
-0.049165140837430954,
0.01877446658909321,
0.0752505287528038,
-0.0226906631141901,
-0.029082724824547768,
-0.013448121026158333,
-0.005510636139661074,
0.055552393198013306,
0.037375811487436295,
-0.0175386480987072,
0.023636603727936745,
0.05281136557459831,
0.023299993947148323,
0.0064313956536352634,
0.0640084370970726,
0.014941650442779064,
-0.029129140079021454,
-0.042701173573732376,
0.00481419637799263,
0.03285913169384003,
-0.03941380977630615,
0.015507149510085583,
0.028456829488277435,
0.011808421462774277,
-0.02881479449570179,
-0.018825381994247437,
0.053859543055295944,
0.00572058092802763,
0.006755580194294453,
-0.004258273635059595,
-0.0308997742831707,
-0.041722290217876434,
0.052572641521692276,
-0.004323146305978298,
-0.0065344516187906265,
-0.038020242005586624,
-0.01059703342616558,
0.0333639495074749,
0.018052054569125175,
0.04662128537893295,
0.040993381291627884,
-0.015919310972094536,
0.09354740381240845,
-0.03642142191529274,
0.0002759550407063216,
-0.04944603517651558,
-0.04948577284812927,
0.018222155049443245,
0.06388995796442032,
0.02640879526734352,
0.04832753166556358,
0.002026378409937024,
-0.06140974536538124,
0.037050262093544006,
0.0830104649066925,
0.06187443435192108,
0.010647169314324856,
-0.029635300859808922,
-0.0035870587453246117,
0.029830114915966988,
0.04908870905637741,
-0.05070795118808746,
-0.05694132670760155,
0.0002250884281238541,
0.05582107603549957,
-0.023806728422641754,
0.013038194738328457,
-0.018022164702415466,
0.00910107046365738,
-0.05085385963320732,
-0.05004096403717995,
0.043941251933574677,
0.015719056129455566,
0.006538729183375835,
0.027341097593307495,
0.010764733888208866,
-0.0052847606129944324,
0.01328293327242136,
0.010650414042174816,
0.0008068510796874762,
-0.042424362152814865,
-0.00020520607358776033,
-0.008552895858883858,
0.044980429112911224,
-0.034407638013362885,
0.02988499402999878,
-0.00786122027784586,
0.010553917847573757,
0.029608774930238724,
-0.042149219661951065,
0.017795395106077194,
0.009588203392922878,
0.014571065083146095,
-0.033083491027355194,
0.012688352726399899,
-0.0020257558207958937,
0.028824884444475174,
0.06561359018087387,
-0.0014978335238993168,
0.06649477034807205,
0.0000783736104494892,
0.0423174612224102,
0.08877307176589966,
0.025866059586405754,
0.04215492680668831,
0.042570196092128754,
0.0709504708647728,
0.006371679250150919,
-0.009840000420808792,
0.037947654724121094,
-0.036371711641550064,
0.010867537930607796,
-0.036376990377902985,
0.027451317757368088,
-0.012254795990884304,
-0.0048445542342960835,
0.04089708998799324,
-0.011322279460728168,
-0.02817246876657009,
-0.010321250185370445,
-0.021413607522845268,
-0.014951959252357483,
0.057068053632974625,
0.007865929044783115,
0.0030323637183755636,
0.002366415923461318,
-0.013381706550717354,
0.03584950417280197,
-0.07392409443855286,
-0.06071605905890465,
0.0016410284442827106,
-0.034642789512872696,
-0.011961464770138264,
-0.08195390552282333,
-0.020516958087682724,
-0.056877486407756805,
-0.04224303364753723,
0.03643780201673508,
0.038309257477521896,
-0.004095755517482758,
-0.01074268389493227,
0.01670556701719761,
-0.046906229108572006,
-0.026914965361356735,
-0.05056660994887352,
-0.033458832651376724,
-0.03184302896261215,
-0.05387496575713158,
0.009080455638468266,
0.02297615073621273,
0.02004997618496418,
-0.015180512331426144,
0.014113028533756733,
-0.013018230907619,
-0.037853874266147614,
0.07680163532495499,
0.03418077528476715,
-0.012745779007673264,
-0.030852802097797394,
0.042268503457307816,
-0.0031805343460291624,
0.015727318823337555,
0.008065298199653625,
-0.04838118702173233,
0.07957789301872253,
0.06897708028554916,
0.008410933427512646,
0.03102465718984604,
-0.01088652852922678,
-0.05635597184300423,
-0.039160456508398056,
-0.042345575988292694,
-0.06735685467720032,
-0.004812216851860285,
-0.013819909654557705,
-0.04117312654852867,
-0.018426690250635147,
-0.03611013665795326,
0.009280241094529629,
-0.022485261783003807,
0.008316061459481716,
0.05461399629712105,
0.04883836954832077,
0.03689049929380417,
0.047922804951667786,
-0.032782308757305145,
-0.033783260732889175,
0.062245406210422516,
-0.014226327650249004,
0.005412694066762924,
-0.08413626998662949,
0.004711524583399296,
0.03361678496003151,
0.015468805097043514,
-0.005793606396764517,
-0.0014028751756995916,
0.0868682935833931,
-0.0048767393454909325,
-0.005033415742218494,
0.003315210109576583,
-0.029791133478283882,
-0.024333078414201736,
-0.0025500678457319736,
-0.00477553578093648,
-0.02392464689910412,
-0.034664444625377655,
-0.024444900453090668,
0.009659387171268463,
0.03531688079237938,
-0.0723835825920105,
-0.051905907690525055,
-0.018554752692580223,
0.04574240744113922,
0.007530855946242809,
-0.013614836148917675,
-0.03711884468793869,
0.005192998796701431,
-0.03107301890850067,
-0.021847888827323914,
0.024410881102085114,
0.015447977930307388,
-0.004537653643637896,
0.03892700374126434,
0.03619355708360672,
-0.041077081114053726,
0.02939886972308159,
0.04336157813668251,
0.0554259717464447,
0.04148165136575699,
-0.020186897367239,
0.012061823159456253,
-0.019111476838588715,
0.015319040976464748,
-0.0033681269269436598,
-0.04002736508846283,
-0.03537828102707863,
-0.0801694467663765,
-0.0030397081281989813,
0.027206288650631905,
-0.035449787974357605,
-0.018930166959762573,
0.04536334425210953,
0.00038144635618664324,
-0.012039140798151493,
-0.0021241039503365755,
0.01563854143023491,
0.033474165946245193,
-0.044117704033851624,
0.06154509633779526,
0.0019413662375882268,
0.02138539031147957,
-0.05018140375614166,
-0.01894834265112877,
-0.03104104846715927,
-0.0010037226602435112,
-0.01648508571088314,
0.04461848363280296,
0.0370388925075531,
0.0481790266931057,
0.07626816630363464,
0.0369248129427433,
-0.02822965569794178,
0.053527094423770905,
0.02056976407766342,
-0.009476802311837673,
-0.03878295049071312,
-0.0060959444381296635,
-0.02451883815228939,
-0.06448808312416077,
-0.0046935370191931725,
-0.03305869176983833,
0.016444306820631027,
0.020626304671168327,
0.0269700326025486,
-0.008292837999761105,
0.003760585328564048,
-0.017875362187623978,
-0.047996874898672104,
-0.04776785150170326,
-0.054480865597724915,
0.0016994489124044776,
-0.01986348070204258,
0.02023676037788391,
0.06528489291667938,
0.009328467771410942,
0.05427001044154167,
0.04827515780925751,
-0.028500525280833244,
-0.03688759729266167,
0.022132916375994682,
0.012911285273730755,
-0.02146109566092491,
-0.05696114897727966,
-0.05627666413784027,
0.05504351854324341,
0.04890603944659233,
-0.015316479839384556,
-0.09184625744819641,
0.015576906502246857,
0.040617384016513824,
-0.0369943343102932,
0.056129150092601776,
-0.03133298456668854,
0.046947430819272995,
0.04297174513339996,
-0.02066909521818161,
0.007731900550425053,
-0.04373602196574211,
0.01285498309880495,
-0.005358941853046417,
0.043556030839681625,
-0.01809539832174778,
-0.02459750510752201,
-0.09443742781877518,
0.007127957418560982,
0.04317893832921982,
0.08097278326749802,
0.03444788604974747,
-0.03676917776465416,
-0.05680317431688309,
0.016274550929665565,
0.025254204869270325,
-0.09107784181833267,
0.004970894195139408,
0.015710055828094482,
0.051215384155511856,
-0.06293389946222305,
-0.05003791302442551,
-0.025259526446461678,
-0.0034365977626293898,
0.04244724288582802,
0.010457094758749008,
-0.022593313828110695,
-0.046709999442100525,
0.02471725456416607,
-0.006803248543292284,
-0.024715606123209,
-0.08218841999769211,
0.03962897136807442,
-0.03780331090092659,
-0.012434863485395908,
0.030984919518232346,
0.038185108453035355,
0.03161350637674332,
0.05812305212020874,
0.000832116580568254,
0.026591453701257706,
-0.029003338888287544,
0.021598773077130318,
-0.034222621470689774,
-0.012326735071837902,
-0.007939371280372143,
-0.04672042652964592,
-0.03063127025961876,
-0.02377643994987011,
-0.05154874548316002,
-0.04562205821275711,
-0.029962051659822464,
0.02157689817249775,
-0.019847262650728226,
-0.007737578358501196,
-0.007108604535460472,
0.043232619762420654,
-0.020426729694008827,
-0.02098075859248638,
-0.02516547590494156,
-0.050525933504104614,
-0.0758599117398262,
-0.051939208060503006,
0.010149533860385418,
0.01892978884279728,
0.02475355938076973,
0.025744570419192314,
0.0005250596441328526,
0.027303162962198257,
0.002779604634270072,
-0.016306385397911072,
0.02804369479417801,
0.0037132895085960627,
-0.029720187187194824,
-0.040968157351017,
-0.0008548351470381021,
0.02045571617782116,
0.038715578615665436,
-0.06264561414718628,
0.034025080502033234,
0.02177024632692337,
-0.0192277729511261,
-0.010811343789100647,
0.0010829741368070245,
0.039843641221523285,
-0.06875906884670258,
-0.07626136392354965,
-0.012787825427949429,
-0.045087870210409164,
0.021992679685354233,
-0.005164898931980133,
-0.019342390820384026,
-0.002590881660580635,
0.020741252228617668,
0.0414036326110363,
0.0105983205139637,
-0.037705760449171066,
0.021635234355926514,
0.003058983013033867,
-0.02585173398256302,
-0.05765707045793533,
0.04401136562228203,
-0.025235021486878395,
0.017009837552905083,
0.002300729276612401,
-0.02917448990046978,
-0.037590332329273224,
0.023434113711118698,
-0.007499809842556715,
-0.006271883845329285,
-0.01962573081254959,
0.01880740001797676,
-0.042124781757593155,
0.046883080154657364,
-0.0053961630910634995,
-0.0098422234877944,
-0.01893296092748642,
0.045894745737314224,
-0.05721839517354965,
-0.014171404764056206,
-0.03125641122460365,
0.008333643898367882,
-0.021615613251924515,
-0.004448072984814644,
0.004423595033586025,
-0.03932492807507515,
0.020697826519608498,
0.04825003445148468,
0.030255800113081932,
0.02259158343076706,
-0.017520852386951447,
-0.008052132092416286,
0.0005861555691808462,
-0.03912104293704033,
-0.01045756321400404,
-0.03567555546760559,
-0.0042868307791650295,
-0.02198205702006817,
0.07302097231149673,
0.032168593257665634,
-0.019657518714666367,
-0.035837527364492416,
0.049252524971961975,
0.033018797636032104,
-0.007142266258597374,
0.0014871681341901422,
0.0391385555267334,
0.03187038004398346,
0.05758913233876228,
-0.016664747148752213,
-0.012472249567508698,
-0.01613023690879345,
-0.037625569850206375,
0.026537416502833366,
-0.014660144224762917,
0.016095934435725212,
-0.01690370962023735,
-0.030826343223452568,
-0.02233959175646305,
0.06542199850082397,
0.007449200842529535,
0.010889839380979538,
0.005664539989084005,
-0.026427671313285828,
-0.0031578699126839638,
0.028519367799162865,
-0.03461284190416336,
0.012545713223516941,
0.03179793804883957,
-0.04490627348423004,
0.07817161083221436,
-0.02606509067118168,
0.028033792972564697,
0.056696247309446335,
0.00006579633918590844,
-0.004568212665617466,
0.029943503439426422,
-0.021476425230503082,
-0.0013861176557838917,
0.051274191588163376,
-0.05935826152563095,
-0.00593118742108345,
0.003064523683860898,
0.07681400328874588,
-0.08453495800495148,
0.058970194309949875,
0.048183735460042953,
-0.0009678684873506427,
0.015722589567303658,
-0.03978343307971954,
-0.024995878338813782,
0.024387316778302193,
-0.043880343437194824,
0.07403379678726196,
0.019717758521437645,
-0.06540977209806442,
0.0691787600517273,
0.01844271644949913,
-0.07737601548433304,
0.050371069461107254,
0.04821071773767471,
0.037529174238443375,
0.03635276108980179,
0.06376192718744278,
-0.056008897721767426,
0.019426878541707993,
-0.03640945255756378,
0.012504140846431255,
-0.09173925966024399,
0.008733829483389854,
-0.005976838991045952,
-0.03543078899383545,
-0.03204039856791496,
0.027210215106606483,
-0.010202329605817795,
0.01834840327501297,
0.02076614648103714,
-0.05521015077829361,
-0.04030971974134445,
0.014593194238841534,
0.03845660760998726,
-0.024295436218380928,
0.02015502005815506,
-0.0418241024017334,
0.034572917968034744,
0.02310468815267086,
-0.010241234675049782,
-0.0503338947892189,
0.010727157816290855,
0.03224658593535423,
-0.048107121139764786,
-0.020994016900658607,
-0.01686197891831398,
-0.005205970723181963,
-0.024045085534453392,
0.04169422388076782,
-0.010103929787874222,
0.030660174787044525,
0.02653251774609089,
-0.00841804314404726,
0.04153965041041374,
-0.04159513860940933,
0.004854307975620031,
-0.010339674539864063,
0.016707250848412514,
0.02274736762046814,
-0.016774717718362808,
0.04104166477918625,
0.02550903707742691,
0.05585303530097008,
-0.016729729250073433,
-0.033297013491392136,
-0.020889591425657272,
0.01690470054745674,
-0.04630739241838455,
0.016758479177951813,
-0.00600684667006135,
-0.05189066752791405,
-0.030569836497306824,
-0.025013141334056854,
-0.007745412643998861,
0.03590620681643486,
-0.04041237756609917,
-0.0007820463506504893,
0.05881457403302193,
-0.03103950433433056,
-0.010331816039979458,
-0.07332420349121094,
-0.014617299661040306,
-0.029261695221066475,
0.01928049698472023,
0.0019633786287158728,
-0.029491232708096504,
0.026553787291049957,
-0.03915712237358093,
-0.07659029215574265,
0.039090387523174286,
0.030712280422449112,
-0.03943823277950287,
0.0763130635023117,
0.027933603152632713,
-0.05797604098916054,
0.0037744168657809496,
0.04683241620659828,
-0.05681749805808067,
0.020451286807656288,
0.017568524926900864,
0.03441506624221802,
0.01395007036626339,
0.016095297411084175,
-0.005227801389992237,
-0.036994192749261856,
-0.02427610568702221,
-0.05199792981147766,
-0.01459046546369791,
-0.00974535383284092,
0.05654599145054817
] |
AG/pretraining | [
"pytorch",
"roberta",
"feature-extraction",
"transformers"
] | feature-extraction | {
"architectures": [
"RobertaModel"
],
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 2 | 2020-05-06T03:08:09Z | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-tn-fr
* source languages: tn
* target languages: fr
* OPUS readme: [tn-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tn-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/tn-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.tn.fr | 29.0 | 0.474 |
| [
-0.013260521925985813,
-0.029111793264746666,
-0.010353215038776398,
0.03805263713002205,
0.026881830766797066,
0.025307554751634598,
-0.0050832731649279594,
-0.007623458281159401,
-0.04599523916840553,
0.05041661113500595,
0.010100901126861572,
-0.010972761549055576,
-0.002240457572042942,
0.04733269661664963,
-0.03513472527265549,
-0.023610804229974747,
-0.007313499692827463,
0.007150654681026936,
-0.030378373339772224,
-0.010281607508659363,
0.0019842491019517183,
0.012890506535768509,
-0.03759889677166939,
0.03544294834136963,
-0.02310078591108322,
0.0010363239562138915,
-0.01665525510907173,
0.022198673337697983,
0.021013731136918068,
-0.07831961661577225,
-0.0026499719824641943,
-0.019852042198181152,
-0.034753866493701935,
-0.013456854037940502,
-0.020415617153048515,
0.028017308562994003,
0.004466239828616381,
0.024015991017222404,
0.0744018480181694,
0.055138032883405685,
-0.00306724407710135,
-0.004706730600446463,
-0.012071407400071621,
-0.0222387183457613,
0.04322391748428345,
-0.00027048407355323434,
-0.031158138066530228,
-0.03274397552013397,
0.024252528324723244,
-0.029886441305279732,
-0.054273948073387146,
-0.05100904777646065,
-0.014607703313231468,
0.03342815861105919,
-0.001478916616179049,
-0.006766180507838726,
-0.09086575359106064,
-0.006733208429068327,
0.057280320674180984,
-0.048310287296772,
-0.023382555693387985,
0.02002255618572235,
-0.0495486781001091,
0.012574558146297932,
0.05112651363015175,
-0.03672795742750168,
-0.009998723864555359,
-0.047167569398880005,
0.0452997051179409,
-0.03620339184999466,
0.034823477268218994,
-0.029069269075989723,
0.014065764844417572,
-0.07882862538099289,
-0.04532311111688614,
-0.006935378070920706,
0.03213503956794739,
0.05717911943793297,
-0.04538297653198242,
0.046986039727926254,
0.045323003083467484,
-0.00680739339441061,
0.021345723420381546,
-0.01305012870579958,
-0.020721232518553734,
0.0391850583255291,
-0.028767962008714676,
-0.002189906081184745,
0.015658577904105186,
0.048407819122076035,
-0.048501837998628616,
-0.03869020566344261,
-0.008382491767406464,
-0.02956381067633629,
0.001433186000213027,
0.033768437802791595,
0.06285285204648972,
-0.03328903391957283,
0.010091545060276985,
0.04544157534837723,
0.02494042180478573,
0.047632575035095215,
0.0038736516144126654,
0.07082470506429672,
-0.017942147329449654,
-0.002343599684536457,
-0.018472861498594284,
-0.027203800156712532,
-0.06468196213245392,
0.015221829526126385,
0.036430418491363525,
-0.042466823011636734,
-0.00849252287298441,
0.052137523889541626,
0.03261875361204147,
-0.03884710371494293,
0.06844499707221985,
-0.03386343643069267,
-0.04511231556534767,
-0.05709506943821907,
0.05221955478191376,
0.011625507846474648,
0.01320091262459755,
0.010446582920849323,
-0.0563267320394516,
0.016838472336530685,
-0.038503434509038925,
-0.035344623029232025,
0.0022825913038104773,
0.018813248723745346,
-0.01854190230369568,
0.03487342223525047,
0.032540809363126755,
-0.05035589262843132,
0.02039535902440548,
-0.021191425621509552,
-0.04122812673449516,
0.059867411851882935,
0.04297144338488579,
0.09976081550121307,
-0.04789230227470398,
-0.035961151123046875,
0.018911760300397873,
0.008595125749707222,
-0.04323326796293259,
0.014706839807331562,
-0.010915286839008331,
-0.027483299374580383,
-0.02856861799955368,
-0.01420668326318264,
0.05508403107523918,
-0.05280473455786705,
-0.02400822937488556,
0.05064965784549713,
-0.012132465839385986,
0.037513796240091324,
-0.028827695176005363,
-0.002541938563808799,
0.012432696297764778,
-0.01995561644434929,
-0.03727613762021065,
0.028568489477038383,
0.0074302214197814465,
0.008084828965365887,
-0.03516210988163948,
-0.05805275961756706,
0.017559191212058067,
0.0827573910355568,
-0.022042956203222275,
-0.0235771294683218,
-0.02244791015982628,
0.008794814348220825,
0.0351899154484272,
0.01817147620022297,
-0.02931973896920681,
0.048384685069322586,
0.055738724768161774,
0.014673407189548016,
0.009566913358867168,
0.07191593945026398,
0.027388958260416985,
-0.02229173481464386,
-0.013170674443244934,
0.012175824493169785,
0.026027608662843704,
-0.023904725909233093,
0.007133645471185446,
0.03546580672264099,
0.02439526841044426,
-0.018731964752078056,
-0.030522875487804413,
0.0616082102060318,
0.006873087491840124,
0.00711147440597415,
0.01567927934229374,
-0.030628057196736336,
-0.017161382362246513,
0.04569399729371071,
-0.011905808001756668,
-0.01405729167163372,
-0.03428075835108757,
-0.028143132105469704,
0.01380875799804926,
0.027876198291778564,
0.031996630132198334,
0.04995302855968475,
-0.018917597830295563,
0.10820010304450989,
-0.026887621730566025,
0.010855790227651596,
-0.015319363214075565,
-0.029191043227910995,
0.014463135041296482,
0.06810720264911652,
0.012723594903945923,
0.036255765706300735,
-0.003698165062814951,
-0.050149235874414444,
0.03227803111076355,
0.06118861585855484,
0.054983265697956085,
0.013100448995828629,
-0.04342186823487282,
-0.012815830297768116,
0.016485117375850677,
0.040602631866931915,
-0.03910702094435692,
-0.05762892961502075,
0.017007123678922653,
0.057104431092739105,
-0.04480079934000969,
0.027117718011140823,
-0.03797965124249458,
0.023373916745185852,
-0.03793180733919144,
-0.04561471566557884,
0.0490073524415493,
0.03171194717288017,
-0.012541152536869049,
0.03000442124903202,
0.01611323282122612,
-0.01614401675760746,
0.030825162306427956,
0.007264912594109774,
-0.000867779366672039,
-0.03098980337381363,
0.011036109179258347,
0.0224506426602602,
0.05115289241075516,
-0.031380441039800644,
0.03815013915300369,
-0.028818603605031967,
-0.003947106190025806,
0.03549693524837494,
-0.07063982635736465,
0.013472211547195911,
0.045559946447610855,
0.015549534000456333,
-0.020648889243602753,
-0.0008377705235034227,
0.003330199047923088,
0.018459081649780273,
0.07404305785894394,
0.006627205293625593,
0.05218491703271866,
0.01189829409122467,
0.06342136859893799,
0.0947364941239357,
0.017811672762036324,
0.028926890343427658,
0.03560841456055641,
0.08491404354572296,
-0.007001827470958233,
-0.011300615034997463,
0.042231425642967224,
-0.047167908400297165,
0.02149091474711895,
-0.03830055519938469,
0.030819611623883247,
0.020250912755727768,
-0.006606082431972027,
0.026758387684822083,
0.00732360128313303,
-0.015203116461634636,
0.007392132189124823,
-0.0070064477622509,
-0.02696821838617325,
0.043460167944431305,
0.017327355220913887,
0.0012714265612885356,
0.012121721170842648,
0.00843727495521307,
0.02304011583328247,
-0.05688190460205078,
-0.06169458478689194,
0.018474604934453964,
-0.03319934383034706,
-0.003345826407894492,
-0.06962019205093384,
-0.019886324182152748,
-0.06455111503601074,
-0.01851995289325714,
0.03650454804301262,
0.008215438574552536,
-0.005969999823719263,
-0.029543818905949593,
0.011161179281771183,
-0.02801230549812317,
-0.019779672846198082,
-0.039643727242946625,
-0.03327465057373047,
-0.037577610462903976,
-0.08736264705657959,
0.05105442926287651,
0.013619666919112206,
0.0227776188403368,
-0.016283752396702766,
0.012874857522547245,
-0.0229200292378664,
-0.00979546643793583,
0.07969199866056442,
0.053993575274944305,
-0.023720242083072662,
-0.028008874505758286,
0.045925021171569824,
-0.040790822356939316,
-0.003047839505597949,
-0.03302336111664772,
-0.03383589908480644,
0.07402980327606201,
0.05325694382190704,
0.02344311773777008,
0.007725260686129332,
-0.02918265201151371,
-0.05435687676072121,
-0.06342680752277374,
-0.03545529395341873,
-0.046384669840335846,
-0.011867068707942963,
-0.026506641879677773,
-0.04936167597770691,
-0.034933798015117645,
-0.03525945916771889,
-0.003988080658018589,
-0.021269051358103752,
0.023389846086502075,
0.023288937285542488,
0.03671172261238098,
0.03905728831887245,
0.03937544301152229,
-0.054820988327264786,
-0.039918333292007446,
0.07738203555345535,
0.010473706759512424,
0.005468487739562988,
-0.04046637564897537,
-0.00953076221048832,
0.05531454458832741,
0.013278262689709663,
0.0050018299371004105,
0.010984736494719982,
0.07634322345256805,
0.005116606131196022,
0.011802258901298046,
0.009260275401175022,
-0.004796493798494339,
0.003292546607553959,
-0.008942024782299995,
-0.006564004812389612,
-0.047524239867925644,
-0.02380336821079254,
-0.0176978912204504,
0.024946849793195724,
0.041022755205631256,
-0.07089398801326752,
-0.03495852276682854,
-0.0030796804931014776,
0.03244907408952713,
0.009289160370826721,
0.025566261261701584,
-0.005070546176284552,
0.018834901973605156,
-0.04348183050751686,
-0.02195359207689762,
0.009655359201133251,
0.010107124224305153,
0.0076123191975057125,
0.05337841808795929,
0.03152197226881981,
-0.02583899348974228,
0.045725222676992416,
0.02863439731299877,
0.06679125875234604,
0.014346779324114323,
-0.04200858995318413,
0.01912745088338852,
-0.01577308587729931,
0.012159661389887333,
-0.00531120877712965,
-0.015763718634843826,
-0.046685848385095596,
-0.07982730120420456,
-0.0072118500247597694,
0.023498855531215668,
-0.02829798497259617,
0.009170180186629295,
0.02629924938082695,
-0.05114411935210228,
0.00959901325404644,
0.005544769577682018,
0.01753290556371212,
0.04740872234106064,
-0.055990636348724365,
0.06186746060848236,
-0.01681998185813427,
0.02711024507880211,
-0.059192877262830734,
0.01893150620162487,
-0.010838340036571026,
-0.036120589822530746,
0.025716248899698257,
0.0635366141796112,
0.015419673174619675,
0.053264133632183075,
0.08595234155654907,
0.04536105692386627,
-0.024144746363162994,
0.024151742458343506,
0.03186081722378731,
0.00494340481236577,
-0.060952555388212204,
-0.013193519786000252,
-0.001760351937264204,
-0.04974708706140518,
-0.0026908412110060453,
-0.016133103519678116,
0.013231854885816574,
0.01601785235106945,
-0.010140570811927319,
-0.019603684544563293,
-0.014939972199499607,
-0.03328758105635643,
-0.03753528371453285,
-0.06216839700937271,
-0.030889352783560753,
-0.01419942919164896,
0.0012961742468178272,
0.043755706399679184,
0.04205808788537979,
0.0011731171980500221,
0.04435395449399948,
0.04925797879695892,
-0.026345981284976006,
-0.023886283859610558,
0.017258334904909134,
0.019759859889745712,
-0.01159331388771534,
-0.056123580783605576,
-0.03711193799972534,
0.04287909343838692,
0.04220683127641678,
-0.034753140062093735,
-0.07926078140735626,
0.0010134443873539567,
0.0717533528804779,
-0.02369333989918232,
0.0550435334444046,
0.003185445908457041,
0.04523935914039612,
0.0585465282201767,
-0.020926522091031075,
0.01920945756137371,
-0.02854120172560215,
0.027256732806563377,
0.0049232556484639645,
0.024479784071445465,
-0.048687513917684555,
-0.03490166366100311,
-0.08839213848114014,
0.0067961374297738075,
0.025850126519799232,
0.08570333570241928,
0.037351492792367935,
-0.03649573400616646,
-0.06067163869738579,
-0.011086778715252876,
0.04248310253024101,
-0.055309735238552094,
-0.012122713029384613,
0.016653599217534065,
0.06036984547972679,
-0.04430236667394638,
-0.04925721138715744,
-0.024238834157586098,
0.005380774848163128,
0.04010344669222832,
0.0054339030757546425,
-0.009009608998894691,
-0.054936397820711136,
0.03872951865196228,
-0.013797670602798462,
-0.03362441435456276,
-0.11643508076667786,
0.0008261203183792531,
-0.031357116997241974,
-0.0045592039823532104,
0.054235149174928665,
0.018551867455244064,
0.03114086389541626,
0.056258827447891235,
0.012555944733321667,
0.02971523441374302,
-0.02775675244629383,
0.028147099539637566,
-0.032799117267131805,
0.006056358106434345,
0.018483763560652733,
-0.03216852620244026,
-0.02682238258421421,
-0.03325566276907921,
-0.0358220674097538,
-0.028332270681858063,
-0.02127973735332489,
0.01878107711672783,
-0.03100579045712948,
0.008215541020035744,
-0.021933037787675858,
0.03420137241482735,
-0.01745029166340828,
-0.014787286520004272,
-0.006140451412647963,
-0.05481122434139252,
-0.08359749615192413,
-0.04553996026515961,
0.024312198162078857,
0.029556727036833763,
0.011377994902431965,
0.03679945319890976,
0.007064006756991148,
0.016389138996601105,
0.014799443073570728,
-0.03296643868088722,
0.05152701213955879,
0.011804625391960144,
-0.04132574051618576,
-0.03639959171414375,
0.010609210468828678,
0.03196033835411072,
0.02231757901608944,
-0.04555485397577286,
0.0322604700922966,
0.005694394465535879,
-0.03483203053474426,
-0.018750257790088654,
-0.0047227609902620316,
0.024593885987997055,
-0.07001619786024094,
-0.05617633834481239,
-0.00097252445993945,
-0.05046289041638374,
0.03503162041306496,
-0.015992077067494392,
0.0031764761079102755,
0.016549866646528244,
0.026719551533460617,
0.0374857559800148,
0.004522491712123156,
-0.04846799746155739,
0.007670148275792599,
-0.003201770829036832,
0.001970547018572688,
-0.07000378519296646,
0.04727025702595711,
-0.04537544399499893,
0.024455765262246132,
-0.0029044942930340767,
-0.01031352300196886,
-0.029017645865678787,
0.03362414613366127,
-0.015038346871733665,
-0.013336040079593658,
-0.01972445473074913,
0.0035155154764652252,
-0.04240139201283455,
0.05036463215947151,
-0.0008082970743998885,
0.02014007791876793,
-0.026653273031115532,
0.06815294921398163,
-0.036624204367399216,
-0.015789853408932686,
-0.023423098027706146,
0.023545576259493828,
-0.03503371775150299,
-0.0003197545593138784,
-0.018021447584033012,
-0.03700480982661247,
0.008549463003873825,
0.043577101081609726,
0.03467945754528046,
0.01221928559243679,
-0.02587949112057686,
0.014048684388399124,
0.011153067462146282,
-0.04858335852622986,
-0.0026851899456232786,
-0.01783810369670391,
-0.02904822677373886,
-0.008110037073493004,
0.04767443984746933,
0.03213372454047203,
-0.036733854562044144,
-0.07130446285009384,
0.02816983312368393,
0.025999292731285095,
-0.005768726114183664,
0.005658236797899008,
0.02309962920844555,
0.03889470547437668,
0.05378282070159912,
-0.025496026501059532,
-0.006604076828807592,
-0.021604251116514206,
-0.019796648994088173,
0.024749647825956345,
-0.01699182763695717,
0.032259486615657806,
0.007658150978386402,
-0.036289531737565994,
-0.014805116690695286,
0.07216241955757141,
0.022155016660690308,
0.011875449679791927,
-0.0016875945730134845,
-0.008378482423722744,
0.0166842732578516,
0.03065907210111618,
-0.06702301651239395,
0.0048865098506212234,
0.04570663347840309,
-0.04003308713436127,
0.07282378524541855,
-0.026113199070096016,
0.04921084642410278,
0.05988622084259987,
-0.00011507243470987305,
-0.018135368824005127,
0.058601014316082,
-0.02466403879225254,
-0.018271734938025475,
0.05142468214035034,
-0.05018281191587448,
-0.019701894372701645,
-0.014541752636432648,
0.061515457928180695,
-0.058115266263484955,
0.05031266435980797,
0.04705850034952164,
0.038875214755535126,
-0.004993821959942579,
-0.04571276158094406,
-0.03678932413458824,
0.029475117102265358,
-0.03392022103071213,
0.07777487486600876,
0.016790661960840225,
-0.05269548296928406,
0.07164674252271652,
0.012200471013784409,
-0.08248221129179001,
0.04449933394789696,
0.042716674506664276,
0.013597125187516212,
0.017798053100705147,
0.05609779432415962,
-0.0491492934525013,
0.02274738810956478,
-0.06154656037688255,
0.015726516023278236,
-0.06564033031463623,
0.00784186739474535,
0.010335012339055538,
-0.01675427332520485,
-0.01524337287992239,
0.0286455936729908,
-0.022270668298006058,
0.025864940136671066,
0.020456496626138687,
-0.04065814986824989,
-0.0240859966725111,
0.016889633610844612,
0.037552859634160995,
-0.01436974760144949,
0.011837058700621128,
-0.021311525255441666,
0.014049315825104713,
0.026850184425711632,
0.022777969017624855,
-0.058329761028289795,
-0.005466793663799763,
0.020926950499415398,
-0.04661784693598747,
-0.04028332978487015,
0.0035401200875639915,
0.014337284490466118,
-0.029626527801156044,
0.02077823504805565,
0.012963066808879375,
0.003861229633912444,
0.032927293330430984,
-0.021259918808937073,
0.046248581260442734,
-0.057703647762537,
-0.004187687300145626,
0.008904862217605114,
0.00614909315481782,
0.016886739060282707,
-0.018894165754318237,
0.02185662090778351,
0.02417236752808094,
0.05874355509877205,
0.015060381032526493,
-0.0420554094016552,
-0.017745880410075188,
0.02620239369571209,
-0.029394539073109627,
0.011227709241211414,
-0.014674995094537735,
-0.06921345740556717,
-0.035482656210660934,
-0.018096087500452995,
-0.015841027721762657,
0.014339207671582699,
-0.021487439051270485,
0.008812455460429192,
0.054710131138563156,
-0.03219973295927048,
-0.036026421934366226,
-0.08179428428411484,
-0.008822604082524776,
-0.024933364242315292,
0.009668072685599327,
0.023758217692375183,
-0.03605189174413681,
0.01914910040795803,
-0.047382719814777374,
-0.058054618537425995,
0.06647776812314987,
0.012508382089436054,
-0.0379471629858017,
0.05655253306031227,
0.03700849786400795,
-0.03136352449655533,
0.017928261309862137,
0.05879636108875275,
-0.052375320345163345,
0.022708220407366753,
0.0008395849145017564,
0.02642868272960186,
0.019243745133280754,
0.02455488219857216,
-0.014790509827435017,
-0.04323328286409378,
-0.06256290525197983,
-0.05314689502120018,
-0.03952714800834656,
-0.0009079747251234949,
0.07361748069524765
] |
ASCCCCCCCC/bert-base-chinese-finetuned-amazon_zh_20000 | [
"pytorch",
"tensorboard",
"bert",
"text-classification",
"transformers",
"generated_from_trainer"
] | text-classification | {
"architectures": [
"BertForSequenceClassification"
],
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 43 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-tzo-es
* source languages: tzo
* target languages: es
* OPUS readme: [tzo-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tzo-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/tzo-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tzo-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tzo-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.tzo.es | 20.8 | 0.381 |
| [
-0.016300469636917114,
-0.032370567321777344,
-0.0016005240613594651,
0.03322167694568634,
0.027290794998407364,
0.024686550721526146,
-0.0006703579565510154,
-0.0017036153003573418,
-0.042694151401519775,
0.051986418664455414,
0.012306762859225273,
-0.020037641748785973,
0.008232241496443748,
0.0483357235789299,
-0.043597541749477386,
-0.027618171647191048,
-0.003032423323020339,
0.008138629607856274,
-0.04121804237365723,
-0.016078345477581024,
-0.0002907324524130672,
0.01498517207801342,
-0.036686837673187256,
0.03763224184513092,
-0.027614884078502655,
0.005864202976226807,
-0.014038114808499813,
0.018079405650496483,
0.01710960827767849,
-0.07093267887830734,
-0.00799851305782795,
-0.022153686732053757,
-0.03293215483427048,
-0.01844886504113674,
-0.03033006377518177,
0.022106118500232697,
0.011335528455674648,
0.02111992985010147,
0.07839777320623398,
0.05375795066356659,
-0.008850118145346642,
-0.000606954621616751,
-0.010141103528439999,
-0.03324603661894798,
0.043530069291591644,
0.011272931471467018,
-0.029076382517814636,
-0.039629772305488586,
0.02376275323331356,
-0.026191819459199905,
-0.05017133057117462,
-0.055013496428728104,
-0.018973099067807198,
0.031185513362288475,
-0.009582124650478363,
-0.012283314019441605,
-0.08845981955528259,
-0.005756608210504055,
0.07246173173189163,
-0.06059230864048004,
-0.024589870125055313,
0.015043145045638084,
-0.06041298061609268,
0.008118093013763428,
0.054001547396183014,
-0.04038691893219948,
-0.0061975023709237576,
-0.04716109111905098,
0.045420821756124496,
-0.038289301097393036,
0.03201380372047424,
-0.030804652720689774,
0.01562427543103695,
-0.07312827557325363,
-0.04799254238605499,
-0.012253769673407078,
0.03353289142251015,
0.050951335579156876,
-0.04319500923156738,
0.05252153426408768,
0.046656910330057144,
-0.011282788589596748,
0.0311349555850029,
-0.00882277823984623,
-0.023540370166301727,
0.040793679654598236,
-0.027323121204972267,
-0.0032418733462691307,
0.010062597692012787,
0.05079762637615204,
-0.04371796175837517,
-0.035421982407569885,
-0.01306884828954935,
-0.030273806303739548,
-0.006863245274871588,
0.029524696990847588,
0.06406305730342865,
-0.033758047968149185,
0.012764043174684048,
0.05469309911131859,
0.020778311416506767,
0.04238408803939819,
-0.002682061167433858,
0.07419455051422119,
-0.03354422748088837,
-0.007502328604459763,
-0.015959342941641808,
-0.02606702595949173,
-0.06573387235403061,
0.0032120193354785442,
0.026461699977517128,
-0.04021622613072395,
-0.016326887533068657,
0.04858589172363281,
0.035478170961141586,
-0.040998686105012894,
0.07473279535770416,
-0.0347977839410305,
-0.0461108572781086,
-0.04655616357922554,
0.06109292805194855,
0.017686383798718452,
0.006134228780865669,
0.024198440834879875,
-0.06450461596250534,
0.00954127125442028,
-0.043862976133823395,
-0.04191624000668526,
0.00024307562853209674,
0.020082585513591766,
-0.02546963281929493,
0.04314909130334854,
0.027082230895757675,
-0.05655675753951073,
0.01944153942167759,
-0.015365811996161938,
-0.04172072559595108,
0.060092829167842865,
0.05210608243942261,
0.09987394511699677,
-0.04931318387389183,
-0.03268496319651604,
-0.0014836953487247229,
0.005338605958968401,
-0.03856557980179787,
0.010217421688139439,
-0.005039693787693977,
-0.019317951053380966,
-0.024064356461167336,
-0.017590375617146492,
0.0583360381424427,
-0.043196577578783035,
-0.0203655194491148,
0.05267541483044624,
-0.011686253361403942,
0.0336545892059803,
-0.03565894067287445,
-0.004133378621190786,
0.012321799993515015,
-0.015110190026462078,
-0.030815213918685913,
0.032078810036182404,
-0.0001053924934240058,
0.00530327158048749,
-0.03453059867024422,
-0.06352734565734863,
0.020746566355228424,
0.08231973648071289,
-0.026178693398833275,
-0.02749827690422535,
-0.027928415685892105,
0.002154311165213585,
0.04890717938542366,
0.01236150972545147,
-0.0307048000395298,
0.042513057589530945,
0.05382024869322777,
0.009264972992241383,
0.007212507072836161,
0.07399816066026688,
0.023825718089938164,
-0.013590299524366856,
-0.013193785212934017,
0.007032675202935934,
0.029052669182419777,
-0.018968094140291214,
0.0011116027599200606,
0.03150961175560951,
0.017257893458008766,
-0.025021260604262352,
-0.03005230985581875,
0.05635782703757286,
-0.0007770868833176792,
0.020928969606757164,
0.013138050213456154,
-0.022335775196552277,
-0.02143060229718685,
0.05032172426581383,
-0.007373629603534937,
-0.022967729717493057,
-0.030465640127658844,
-0.021757232025265694,
0.006463995203375816,
0.04003268852829933,
0.025923291221261024,
0.05492981895804405,
-0.01860775053501129,
0.10406368225812912,
-0.025624390691518784,
0.008623615838587284,
-0.014724637381732464,
-0.04003721475601196,
0.015182937495410442,
0.0645555630326271,
0.022899549454450607,
0.03712858259677887,
-0.004774024710059166,
-0.060157373547554016,
0.02149689383804798,
0.06063215434551239,
0.052130237221717834,
0.0027715773321688175,
-0.03767302259802818,
-0.01208159327507019,
0.020622627809643745,
0.042879097163677216,
-0.030254563316702843,
-0.06728039681911469,
0.021563496440649033,
0.06397825479507446,
-0.0439550019800663,
0.03115188516676426,
-0.038496218621730804,
0.020036254078149796,
-0.03863992542028427,
-0.03456106781959534,
0.03796014562249184,
0.021988483145833015,
-0.022396432235836983,
0.0175545122474432,
0.0052825878374278545,
-0.015022540464997292,
0.02280499041080475,
0.005165340844541788,
0.006604162976145744,
-0.03847885876893997,
0.009846010245382786,
0.017256250604987144,
0.05111222714185715,
-0.034117963165044785,
0.03258996084332466,
-0.01695401780307293,
0.002801550319418311,
0.031054139137268066,
-0.06914655864238739,
0.013790102675557137,
0.04182412847876549,
0.017053147777915,
-0.023722661659121513,
0.011996297165751457,
0.004281037021428347,
0.021149201318621635,
0.06317310780286789,
0.004667885601520538,
0.059515565633773804,
0.005747529678046703,
0.06359691917896271,
0.08693629503250122,
0.011880602687597275,
0.03136133775115013,
0.03355666995048523,
0.09687068313360214,
-0.011592197231948376,
-0.007094125729054213,
0.0504356250166893,
-0.047279130667448044,
0.01565444841980934,
-0.04031103849411011,
0.028356539085507393,
0.02198152057826519,
-0.009653315879404545,
0.02920808084309101,
0.007214452605694532,
-0.009583540260791779,
0.0021902723237872124,
-0.008303494192659855,
-0.031152619048953056,
0.042073458433151245,
0.00872779916971922,
0.003744958434253931,
0.009355941787362099,
-0.0016109248390421271,
0.022382410243153572,
-0.06845131516456604,
-0.068367600440979,
0.019903043285012245,
-0.03125637024641037,
-0.00970972329378128,
-0.05982547998428345,
-0.017432644963264465,
-0.0590386800467968,
-0.01892070099711418,
0.04518526792526245,
0.00018926808843389153,
-0.003045137505978346,
-0.026556938886642456,
0.011322231963276863,
-0.028514396399259567,
-0.03347131609916687,
-0.0379328653216362,
-0.033860500901937485,
-0.028058234602212906,
-0.06978005915880203,
0.038109131157398224,
0.007224228698760271,
0.02042224444448948,
-0.01718772202730179,
0.014781136997044086,
-0.007910484448075294,
-0.022884758189320564,
0.08148067444562912,
0.04788804054260254,
-0.03066440112888813,
-0.0322745181620121,
0.05334537476301193,
-0.03022247925400734,
0.0014742454513907433,
-0.027576101943850517,
-0.02206481620669365,
0.06841350346803665,
0.052081480622291565,
0.024014130234718323,
0.011232254095375538,
-0.023247890174388885,
-0.054091282188892365,
-0.05987592414021492,
-0.041259799152612686,
-0.036485571414232254,
-0.006872520316392183,
-0.02823447808623314,
-0.05675118416547775,
-0.04385655000805855,
-0.045635923743247986,
0.005032259039580822,
-0.02546147257089615,
0.02840481325984001,
0.02690289355814457,
0.03224668651819229,
0.04305233061313629,
0.03947078064084053,
-0.060398466885089874,
-0.018484218046069145,
0.07715146243572235,
0.0008465498685836792,
0.011145686730742455,
-0.05345511808991432,
-0.01617623306810856,
0.052256979048252106,
0.014156771823763847,
0.009160341694951057,
0.021059274673461914,
0.07452741265296936,
0.007543675601482391,
0.009061131626367569,
0.016097109764814377,
-0.007500950247049332,
-0.00299658952280879,
-0.0018055415712296963,
-0.00745867844671011,
-0.03945331647992134,
-0.021341096609830856,
-0.01894206367433071,
0.012696678750216961,
0.048493001610040665,
-0.06888212263584137,
-0.038457710295915604,
-0.0033139893785119057,
0.030910223722457886,
0.012134057469666004,
0.018260659649968147,
-0.010871871374547482,
0.017327362671494484,
-0.037501681596040726,
-0.020188791677355766,
0.001816331292502582,
0.006076437886804342,
0.0031813958194106817,
0.04619986563920975,
0.027587277814745903,
-0.03041401505470276,
0.05000622943043709,
0.02352255955338478,
0.06441254913806915,
0.020806681364774704,
-0.03973475471138954,
0.014130821451544762,
-0.021485280245542526,
0.019441885873675346,
-0.0039996677078306675,
-0.02341233752667904,
-0.039167605340480804,
-0.07051534205675125,
-0.004617698956280947,
0.02815467119216919,
-0.030546564608812332,
0.01723710261285305,
0.02538640797138214,
-0.0469575934112072,
0.0065565514378249645,
0.0008171583758667111,
0.019946878775954247,
0.051270291209220886,
-0.050638604909181595,
0.06091539189219475,
-0.008596106432378292,
0.01698298566043377,
-0.05185171216726303,
0.008762916550040245,
-0.01674593985080719,
-0.03994666412472725,
0.030474327504634857,
0.06746233254671097,
0.021529996767640114,
0.04452591761946678,
0.08766447752714157,
0.046050652861595154,
-0.02707136608660221,
0.024770500138401985,
0.03150210157036781,
0.004569328855723143,
-0.06158517673611641,
-0.012661146000027657,
-0.012344356626272202,
-0.04347315803170204,
-0.0043276455253362656,
-0.01247828733175993,
0.009262433275580406,
0.018172726035118103,
-0.0024234040174633265,
-0.01832970231771469,
-0.017575830221176147,
-0.03310271352529526,
-0.02988640032708645,
-0.06345566362142563,
-0.030009809881448746,
-0.012094616889953613,
-0.000985950930044055,
0.039226025342941284,
0.04844878613948822,
-0.00024357179063372314,
0.042997460812330246,
0.05208061262965202,
-0.03713740035891533,
-0.01874956116080284,
0.009934631176292896,
0.019404545426368713,
-0.017676254734396935,
-0.05553559586405754,
-0.04580634832382202,
0.051511574536561966,
0.0400523841381073,
-0.023091670125722885,
-0.08583839237689972,
0.005867234896868467,
0.06976339221000671,
-0.027225801721215248,
0.05952006205916405,
0.00443895161151886,
0.05147698521614075,
0.055276431143283844,
-0.016219768673181534,
0.024089757353067398,
-0.03180250898003578,
0.017677297815680504,
0.007547697518020868,
0.039129290729761124,
-0.03940298408269882,
-0.027292514219880104,
-0.08591935783624649,
0.012762805446982384,
0.02974941022694111,
0.08322566002607346,
0.03775874897837639,
-0.040865909308195114,
-0.056860726326704025,
-0.013594012707471848,
0.039149172604084015,
-0.06351712346076965,
-0.016841694712638855,
0.015235194936394691,
0.0450909286737442,
-0.04774302616715431,
-0.044853292405605316,
-0.027801373973488808,
0.0027005134616047144,
0.03042425960302353,
-0.005884764716029167,
-0.01610693521797657,
-0.052791792899370193,
0.03827475756406784,
-0.011784245260059834,
-0.03710230812430382,
-0.11870315670967102,
0.010928794741630554,
-0.034193530678749084,
-0.0013975005131214857,
0.05361390858888626,
0.030106741935014725,
0.032894961535930634,
0.05905334651470184,
-0.002448765793815255,
0.033075712621212006,
-0.034468650817871094,
0.026704994961619377,
-0.03489483892917633,
0.007492096163332462,
0.015980930998921394,
-0.034844886511564255,
-0.03402041271328926,
-0.03821369633078575,
-0.037285249680280685,
-0.02767092175781727,
-0.02351406402885914,
0.030466822907328606,
-0.03250453993678093,
0.0068941740319132805,
-0.009601155295968056,
0.03432173281908035,
-0.012428765185177326,
-0.011771172285079956,
0.004285511560738087,
-0.05314618721604347,
-0.0876842588186264,
-0.04062769562005997,
0.026401476934552193,
0.02076737955212593,
0.014033953659236431,
0.03709670528769493,
0.015095495618879795,
0.0006853115046396852,
0.003327790414914489,
-0.040145162492990494,
0.039657995104789734,
0.008919041603803635,
-0.03900755196809769,
-0.037804730236530304,
0.007295041810721159,
0.03319360688328743,
0.025365889072418213,
-0.05239802971482277,
0.029613062739372253,
0.0033046603202819824,
-0.03458646684885025,
-0.012255008332431316,
-0.008950852788984776,
0.02453210949897766,
-0.07030557841062546,
-0.05547364801168442,
0.0005785750690847635,
-0.048841144889593124,
0.02671901136636734,
-0.018042253330349922,
0.0022821982856839895,
0.01693512499332428,
0.028512466698884964,
0.021773649379611015,
0.0004745596379507333,
-0.04620889574289322,
0.004201990552246571,
-0.009982090443372726,
0.005776656791567802,
-0.0680428072810173,
0.047976575791835785,
-0.04613325744867325,
0.02581517957150936,
-0.0013501248322427273,
-0.007155712228268385,
-0.03359944745898247,
0.03348943963646889,
-0.010036789812147617,
-0.009975428692996502,
-0.01793997921049595,
0.005085709970444441,
-0.03517873212695122,
0.05215752124786377,
0.008839203044772148,
0.02027561515569687,
-0.023735908791422844,
0.06656358391046524,
-0.04450022801756859,
-0.0074362740851938725,
-0.024813808500766754,
0.024097014218568802,
-0.03658975660800934,
0.0017742428462952375,
-0.017115319147706032,
-0.04466601833701134,
0.006177111063152552,
0.04188907891511917,
0.03477117419242859,
0.012457992881536484,
-0.024950169026851654,
0.0071509531699121,
0.016031669452786446,
-0.044682085514068604,
-0.0012259191134944558,
-0.022892776876688004,
-0.024466658011078835,
-0.00006699439109070227,
0.050209980458021164,
0.03249175101518631,
-0.03379211947321892,
-0.07675078511238098,
0.018110452219843864,
0.03248270973563194,
-0.012502931989729404,
0.0028574292082339525,
0.023458989337086678,
0.0375545509159565,
0.05895432457327843,
-0.028842493891716003,
0.0008105338201858103,
-0.02325906604528427,
-0.017001450061798096,
0.019378509372472763,
-0.013054639101028442,
0.02859794907271862,
0.0010652365162968636,
-0.04653540253639221,
-0.017644323408603668,
0.06572431325912476,
0.020199965685606003,
0.021640026941895485,
-0.0030508695635944605,
-0.017262404784560204,
0.024654198437929153,
0.017255721613764763,
-0.06325259804725647,
0.008057662285864353,
0.045592114329338074,
-0.044953785836696625,
0.07416193187236786,
-0.021067192777991295,
0.03499087691307068,
0.055213965475559235,
-0.004874070640653372,
-0.019208787009119987,
0.046218596398830414,
-0.023142322897911072,
-0.023767167702317238,
0.05298140272498131,
-0.05642686039209366,
-0.01910831406712532,
-0.020593704655766487,
0.05783548951148987,
-0.07287812232971191,
0.049403633922338486,
0.050765544176101685,
0.029580870643258095,
-0.00194801134057343,
-0.03903619945049286,
-0.032438505440950394,
0.03523808345198631,
-0.03544348478317261,
0.0645739883184433,
0.0072097377851605415,
-0.05339699238538742,
0.06630203127861023,
0.007393428590148687,
-0.07443442940711975,
0.042693864554166794,
0.03248635306954384,
0.015408026054501534,
0.030982384458184242,
0.05740790814161301,
-0.045020513236522675,
0.028131935745477676,
-0.05775505676865578,
0.013246992602944374,
-0.06787656247615814,
0.005802536383271217,
0.012602388858795166,
-0.018620945513248444,
-0.015313585288822651,
0.0254466962069273,
-0.01268862746655941,
0.018585890531539917,
0.01794923096895218,
-0.050105754286050797,
-0.024340970441699028,
0.026925643905997276,
0.041096121072769165,
-0.01530508417636156,
0.016057467088103294,
-0.020354529842734337,
0.017481962218880653,
0.022922156378626823,
0.012393786571919918,
-0.060386236757040024,
0.00006837663386249915,
0.025650672614574432,
-0.06016000732779503,
-0.02942776121199131,
-0.0011520201805979013,
0.015394650399684906,
-0.03253898397088051,
0.03116713836789131,
0.008767356164753437,
0.0036727699916809797,
0.03029797226190567,
-0.019658293575048447,
0.041415344923734665,
-0.05074218660593033,
-0.004735959693789482,
0.0029019720386713743,
0.007547893561422825,
0.02497950755059719,
-0.02372640185058117,
0.021209988743066788,
0.02259243093430996,
0.06015709787607193,
0.005950131453573704,
-0.04457579180598259,
-0.017259307205677032,
0.03305945172905922,
-0.03931610658764839,
0.016569947823882103,
-0.018885845318436623,
-0.06854335963726044,
-0.03666035085916519,
-0.024836942553520203,
-0.011634770780801773,
0.011339018121361732,
-0.02079499326646328,
0.009508032351732254,
0.05816438049077988,
-0.029414817690849304,
-0.04287765175104141,
-0.07577895373106003,
-0.017027268186211586,
-0.021972212940454483,
0.005673273466527462,
0.02394716627895832,
-0.02689148671925068,
0.02136860601603985,
-0.05394661799073219,
-0.059611640870571136,
0.0662820041179657,
0.015427779406309128,
-0.027831271290779114,
0.06686300784349442,
0.03578319028019905,
-0.03175438940525055,
0.007022014819085598,
0.06485012918710709,
-0.05419817566871643,
0.0168596338480711,
-0.005269940011203289,
0.02302725240588188,
0.016361935064196587,
0.03048582561314106,
-0.006085651461035013,
-0.03593544661998749,
-0.05026452988386154,
-0.059815723448991776,
-0.04257820174098015,
-0.00907105952501297,
0.06775891780853271
] |
AbidineVall/my-new-shiny-tokenizer | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-yo-es
* source languages: yo
* target languages: es
* OPUS readme: [yo-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/yo-es/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/yo-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/yo-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/yo-es/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.yo.es | 22.0 | 0.393 |
| [
-0.0191014613956213,
-0.027392394840717316,
0.0010858223540708423,
0.03523239120841026,
0.032043855637311935,
0.02553832344710827,
-0.00038826483068987727,
-0.003994188737124205,
-0.03900210186839104,
0.05080665275454521,
0.002841126173734665,
-0.016726328060030937,
0.00805678591132164,
0.050738487392663956,
-0.040158290416002274,
-0.025283383205533028,
-0.005467694252729416,
0.010809067636728287,
-0.03937205299735069,
-0.009165424853563309,
-0.0015388859901577234,
0.012089607305824757,
-0.031696125864982605,
0.03365837410092354,
-0.02904444746673107,
0.004800995346158743,
-0.007318594492971897,
0.006675921380519867,
0.022174037992954254,
-0.06736843287944794,
-0.009488457813858986,
-0.025443311780691147,
-0.03399159014225006,
-0.017562776803970337,
-0.036058470606803894,
0.023808984085917473,
0.01612759940326214,
0.018555084243416786,
0.07834538072347641,
0.05438302084803581,
-0.009269122034311295,
0.008555583655834198,
-0.0077102468349039555,
-0.025537075474858284,
0.029902327805757523,
0.004767351318150759,
-0.030259687453508377,
-0.03984793648123741,
0.027177078649401665,
-0.02471914142370224,
-0.05352574214339256,
-0.05856494978070259,
-0.015504961833357811,
0.03076867014169693,
-0.012935143895447254,
-0.006510923616588116,
-0.0919390395283699,
-0.009204861707985401,
0.06868389993906021,
-0.05650211498141289,
-0.02762187272310257,
0.012401708401739597,
-0.06088314950466156,
0.004876547493040562,
0.05261915177106857,
-0.037895236164331436,
-0.005889632273465395,
-0.04872577264904976,
0.04481666907668114,
-0.0397227481007576,
0.030160149559378624,
-0.037708818912506104,
0.015731004998087883,
-0.07099435478448868,
-0.048179589211940765,
-0.011870656162500381,
0.027446795254945755,
0.05437089875340462,
-0.04832049086689949,
0.053310710936784744,
0.043630409985780716,
-0.005588589236140251,
0.026832932606339455,
-0.012528160586953163,
-0.011029938235878944,
0.04290817677974701,
-0.027422841638326645,
-0.008727633394300938,
0.013541262596845627,
0.048636846244335175,
-0.044779445976018906,
-0.031098607927560806,
-0.015163644216954708,
-0.029592087492346764,
-0.005777763668447733,
0.03492410108447075,
0.06172969192266464,
-0.03638641536235809,
0.018539128825068474,
0.045418914407491684,
0.016390521079301834,
0.051258236169815063,
0.005242524668574333,
0.07587062567472458,
-0.029293395578861237,
-0.0037298339884728193,
-0.009179782122373581,
-0.02955801784992218,
-0.06111934408545494,
0.007560438476502895,
0.03164505958557129,
-0.03562844917178154,
-0.013114530593156815,
0.04965363070368767,
0.039104606956243515,
-0.040677595883607864,
0.07423537224531174,
-0.02690626122057438,
-0.050679128617048264,
-0.04966163635253906,
0.061610691249370575,
0.014700702391564846,
0.013872922398149967,
0.015834936872124672,
-0.05787276104092598,
0.011594868265092373,
-0.0371534489095211,
-0.03378124535083771,
0.005537682678550482,
0.027472026646137238,
-0.02089344896376133,
0.03817284107208252,
0.03159627318382263,
-0.05678252503275871,
0.017969951033592224,
-0.010282975621521473,
-0.04656396433711052,
0.0571167953312397,
0.0466519258916378,
0.09071657061576843,
-0.04994797706604004,
-0.03732818365097046,
0.0039533027447760105,
0.0047825095243752,
-0.033643487840890884,
0.005216530524194241,
-0.004490349441766739,
-0.020633639767766,
-0.029006460681557655,
-0.013080406934022903,
0.05533776804804802,
-0.052862077951431274,
-0.025274718180298805,
0.04916998744010925,
-0.011421776376664639,
0.03329243138432503,
-0.029370227828621864,
-0.0005547964246943593,
0.01206060778349638,
-0.019805394113063812,
-0.03396943584084511,
0.030766595155000687,
0.00017531763296574354,
0.004998926073312759,
-0.037729814648628235,
-0.05395523086190224,
0.020215827971696854,
0.08389654010534286,
-0.024516291916370392,
-0.025938523933291435,
-0.030444301664829254,
0.005417998880147934,
0.04102206975221634,
0.008993072435259819,
-0.02797159180045128,
0.03756771236658096,
0.057827651500701904,
0.020963551476597786,
0.005185292102396488,
0.070374496281147,
0.019653737545013428,
-0.01359433401376009,
-0.01039847731590271,
0.01388250570744276,
0.03170808404684067,
-0.015288996510207653,
0.005343311000615358,
0.03735661506652832,
0.01811409927904606,
-0.018145371228456497,
-0.020791221410036087,
0.06228006258606911,
0.001778482343070209,
0.009681972675025463,
0.007473282516002655,
-0.025600938126444817,
-0.02193404547870159,
0.0482061393558979,
-0.01737036742269993,
-0.0221151914447546,
-0.03360893204808235,
-0.021002035588026047,
0.0013651227345690131,
0.03957328945398331,
0.0169801265001297,
0.052641239017248154,
-0.009267610497772694,
0.10322373360395432,
-0.02422178164124489,
0.013514939695596695,
-0.015884466469287872,
-0.03755974769592285,
0.013479076325893402,
0.06594634056091309,
0.015807632356882095,
0.03794264793395996,
-0.0003559273900464177,
-0.05054757744073868,
0.028259746730327606,
0.0665440782904625,
0.04740995541214943,
0.0037675064522773027,
-0.05077393352985382,
-0.011504690162837505,
0.02945512719452381,
0.03912350907921791,
-0.03342706710100174,
-0.06250344216823578,
0.024434154853224754,
0.06608264893293381,
-0.04604877158999443,
0.026467306539416313,
-0.03474905714392662,
0.025533797219395638,
-0.04139482602477074,
-0.038513775914907455,
0.04205355793237686,
0.02692447416484356,
-0.015476596541702747,
0.014406942762434483,
0.009974660351872444,
-0.006683123763650656,
0.030289186164736748,
0.004329037852585316,
0.0019230609759688377,
-0.029562512412667274,
0.012695254758000374,
0.01820862479507923,
0.053539782762527466,
-0.033324725925922394,
0.03462702035903931,
-0.02394038811326027,
-0.004254658240824938,
0.03829946741461754,
-0.06934985518455505,
0.011527073569595814,
0.045794032514095306,
0.013125045225024223,
-0.02444407530128956,
0.0012034487444907427,
0.008913305588066578,
0.017588863149285316,
0.06600984930992126,
0.002639190759509802,
0.06087531894445419,
0.007184633053839207,
0.06246143952012062,
0.08960560709238052,
0.009686756879091263,
0.03053528256714344,
0.039343900978565216,
0.09893672168254852,
-0.011238525621592999,
-0.004442754667252302,
0.051925014704465866,
-0.04494881629943848,
0.017884764820337296,
-0.04128479212522507,
0.03301844373345375,
0.018422266468405724,
-0.008923507295548916,
0.03238664194941521,
0.00626769196242094,
-0.01570696197450161,
0.005329000763595104,
-0.010135866701602936,
-0.028396843001246452,
0.041673969477415085,
0.01211697980761528,
0.002059108344838023,
0.011901563964784145,
0.0020935763604938984,
0.023806016892194748,
-0.06317374110221863,
-0.07290077209472656,
0.01684103161096573,
-0.030458249151706696,
-0.005604763515293598,
-0.06260786950588226,
-0.016651861369609833,
-0.059922169893980026,
-0.013726798817515373,
0.041757844388484955,
-0.0002613393880892545,
-0.0017235088162124157,
-0.02099086157977581,
0.002982440870255232,
-0.027892939746379852,
-0.02614227682352066,
-0.0373227596282959,
-0.03354189544916153,
-0.030123570933938026,
-0.0845862403512001,
0.04259112477302551,
0.012723422609269619,
0.028393849730491638,
-0.012288816273212433,
0.017131589353084564,
-0.010835225693881512,
-0.021441638469696045,
0.07511386275291443,
0.05318402871489525,
-0.019295459613204002,
-0.03109317645430565,
0.04879172146320343,
-0.029955605044960976,
0.012605276890099049,
-0.02475704997777939,
-0.020370742306113243,
0.0680764839053154,
0.04764728620648384,
0.028892358765006065,
0.008469615131616592,
-0.02663491666316986,
-0.04736483842134476,
-0.05315195024013519,
-0.03855353593826294,
-0.045520465821027756,
-0.010915926657617092,
-0.023246921598911285,
-0.05919717252254486,
-0.03354320675134659,
-0.037759386003017426,
-0.0007949962164275348,
-0.02629351057112217,
0.02872045896947384,
0.0388701930642128,
0.03481355309486389,
0.04022109881043434,
0.032631829380989075,
-0.05793560668826103,
-0.02393125183880329,
0.07246909290552139,
0.007674971129745245,
0.011157567612826824,
-0.052171338349580765,
-0.012900792993605137,
0.05747625604271889,
0.015113630332052708,
0.006613466423004866,
0.021699469536542892,
0.07248305529356003,
0.006234136410057545,
0.007506120949983597,
0.021735921502113342,
-0.008473713882267475,
-0.007973231375217438,
-0.005357333458960056,
-0.009733126498758793,
-0.04625776410102844,
-0.022441530600190163,
-0.015440704300999641,
0.013860225677490234,
0.04768179729580879,
-0.06866389513015747,
-0.03042563982307911,
-0.004410120192915201,
0.029926426708698273,
0.016018066555261612,
0.02218286134302616,
-0.01302117109298706,
0.010839656926691532,
-0.0456070601940155,
-0.02178090065717697,
0.00966487918049097,
0.0014722998021170497,
0.006373175885528326,
0.0518692322075367,
0.03373352065682411,
-0.040302179753780365,
0.05548596754670143,
0.023909658193588257,
0.06671155244112015,
0.011757233180105686,
-0.04775652661919594,
0.020836209878325462,
-0.026063481345772743,
0.012168602086603642,
-0.00178818148560822,
-0.016779202967882156,
-0.04472796246409416,
-0.07053743302822113,
0.003143938956782222,
0.021313272416591644,
-0.032437171787023544,
0.009821103885769844,
0.024612145498394966,
-0.04688229039311409,
0.010718248784542084,
-0.0008195557747967541,
0.011859728954732418,
0.045839227735996246,
-0.053622711449861526,
0.06567971408367157,
-0.011302927508950233,
0.018602678552269936,
-0.05957077443599701,
0.010517023503780365,
-0.01640874519944191,
-0.04048455134034157,
0.025675885379314423,
0.06419709324836731,
0.01885974034667015,
0.04529077559709549,
0.0873212143778801,
0.04731929302215576,
-0.023261887952685356,
0.027665546163916588,
0.033887989819049835,
0.000877978396601975,
-0.06867069005966187,
-0.014983492903411388,
-0.009286013431847095,
-0.047625113278627396,
0.0007925534155219793,
-0.020217442885041237,
0.019943518564105034,
0.015272149816155434,
-0.007390560582280159,
-0.02021147683262825,
-0.020361855626106262,
-0.03499562665820122,
-0.032804932445287704,
-0.06081932410597801,
-0.03452716022729874,
-0.016333308070898056,
0.004069683142006397,
0.037254445254802704,
0.04666941985487938,
-0.006281952373683453,
0.044861163944005966,
0.05467657744884491,
-0.027122745290398598,
-0.019238634034991264,
0.007947620935738087,
0.023857764899730682,
-0.01997435837984085,
-0.06111059710383415,
-0.03666827827692032,
0.05041680112481117,
0.03973972797393799,
-0.027387339621782303,
-0.08637028932571411,
0.000577637052629143,
0.06625264883041382,
-0.030545026063919067,
0.04574811831116676,
0.0005359521601349115,
0.05264781415462494,
0.053412336856126785,
-0.01919119618833065,
0.022615527734160423,
-0.03015810437500477,
0.01698373816907406,
0.0015087096253409982,
0.03366132453083992,
-0.030909420922398567,
-0.03789890930056572,
-0.08650565147399902,
0.01356701273471117,
0.02637314237654209,
0.081531822681427,
0.040293432772159576,
-0.03603694587945938,
-0.05908627063035965,
-0.023429526016116142,
0.04682178422808647,
-0.060574956238269806,
-0.017495544627308846,
0.023843364790081978,
0.053776778280735016,
-0.048610568046569824,
-0.04561780393123627,
-0.026286641135811806,
0.0005203871405683458,
0.03419582545757294,
-0.004189875442534685,
-0.011402866803109646,
-0.0548250637948513,
0.03374820202589035,
-0.009181462228298187,
-0.04025762528181076,
-0.11381351947784424,
0.011529728770256042,
-0.036540232598781586,
0.006120688747614622,
0.052804846316576004,
0.030073970556259155,
0.0353320948779583,
0.06600844115018845,
0.007982964627444744,
0.02664724551141262,
-0.04053907468914986,
0.02358209528028965,
-0.0382792204618454,
0.012802680023014545,
0.008925441652536392,
-0.03167053312063217,
-0.032926589250564575,
-0.04582463204860687,
-0.03337588906288147,
-0.027868591248989105,
-0.015560672618448734,
0.029555244371294975,
-0.03260885924100876,
0.013535980135202408,
-0.018696827813982964,
0.026794422417879105,
-0.011433927342295647,
-0.010537005960941315,
0.001747364061884582,
-0.055588237941265106,
-0.0827697291970253,
-0.049446746706962585,
0.023185541853308678,
0.01575331576168537,
0.014226430095732212,
0.03392038494348526,
0.014622308313846588,
0.013379465788602829,
0.006097897887229919,
-0.036559559404850006,
0.03794804960489273,
0.012233207002282143,
-0.04510166868567467,
-0.04001566767692566,
0.006203083321452141,
0.038516465574502945,
0.034401074051856995,
-0.048575952649116516,
0.029003363102674484,
-0.0014935546787455678,
-0.02914862334728241,
-0.0075529469177126884,
-0.004748198669403791,
0.02463441900908947,
-0.0748225599527359,
-0.04646952450275421,
0.0031780977733433247,
-0.05208439752459526,
0.028413645923137665,
-0.01691504195332527,
-0.0016429750248789787,
0.01668306067585945,
0.019807524979114532,
0.03011740930378437,
-0.0018044734606519341,
-0.04237934201955795,
-0.0013501218054443598,
-0.00035600250703282654,
0.00229795859195292,
-0.06928082555532455,
0.05404473841190338,
-0.048374369740486145,
0.027086561545729637,
-0.0021460307762026787,
-0.007138098124414682,
-0.031551092863082886,
0.03646225854754448,
-0.007906035520136356,
-0.013573309406638145,
-0.02260793372988701,
0.0053306338377296925,
-0.030506320297718048,
0.0512780025601387,
-0.00032672748784534633,
0.01670670323073864,
-0.02102506160736084,
0.06994150578975677,
-0.04477778077125549,
-0.001293571898713708,
-0.024217896163463593,
0.015436199493706226,
-0.03426746279001236,
-0.0023113247007131577,
-0.017756421118974686,
-0.034465812146663666,
-0.0010706144385039806,
0.049462057650089264,
0.03298216685652733,
0.01105753518640995,
-0.03122568503022194,
0.009587698616087437,
0.016031624749302864,
-0.048997294157743454,
-0.00015873517259024084,
-0.014864361844956875,
-0.02652987651526928,
0.005418200045824051,
0.04207313433289528,
0.03572280332446098,
-0.03866766765713692,
-0.07056742906570435,
0.028218019753694534,
0.03650261089205742,
-0.009426336735486984,
-0.0005754462326876819,
0.012805750593543053,
0.035019587725400925,
0.059699323028326035,
-0.030385272577404976,
0.0030033851508051157,
-0.019353099167346954,
-0.017840854823589325,
0.023557329550385475,
-0.014935489743947983,
0.022802766412496567,
0.0065934062004089355,
-0.043924860656261444,
-0.012764917686581612,
0.06745680421590805,
0.028243979439139366,
0.0133796576410532,
0.0032921745441854,
-0.011180868372321129,
0.020494244992733,
0.018216965720057487,
-0.07134420424699783,
0.00746877072378993,
0.047514207661151886,
-0.036156535148620605,
0.07210558652877808,
-0.024203091859817505,
0.04060937464237213,
0.05326027795672417,
0.0000034812262583727716,
-0.023469865322113037,
0.0460333451628685,
-0.025454148650169373,
-0.020152585580945015,
0.05212543532252312,
-0.055065054446458817,
-0.015167783945798874,
-0.01622753031551838,
0.0588197223842144,
-0.07178450375795364,
0.04651914909482002,
0.04884893447160721,
0.03156047686934471,
-0.005254820454865694,
-0.03393350914120674,
-0.03592083975672722,
0.03359467536211014,
-0.03783324733376503,
0.06477899849414825,
0.009921534918248653,
-0.053030919283628464,
0.08100271970033646,
0.01275706384330988,
-0.08078569173812866,
0.03594554215669632,
0.03519526869058609,
0.013244476169347763,
0.03075874224305153,
0.05559195205569267,
-0.04863664507865906,
0.030191440135240555,
-0.06405216455459595,
0.015614981763064861,
-0.0668896734714508,
0.002627723850309849,
0.007945745252072811,
-0.0166324470192194,
-0.022350506857037544,
0.032271645963191986,
-0.02038615383207798,
0.021191084757447243,
0.014837408438324928,
-0.05557022616267204,
-0.031276583671569824,
0.021239297464489937,
0.042339857667684555,
-0.017840063199400902,
0.008212888613343239,
-0.012180144898593426,
0.023973485454916954,
0.026750294491648674,
0.013154180720448494,
-0.05896401032805443,
-0.0009142860071733594,
0.03066616877913475,
-0.06121242418885231,
-0.03379438817501068,
0.0018138433806598186,
0.009801262989640236,
-0.03434158116579056,
0.02426443248987198,
0.015304743312299252,
0.0024138728622347116,
0.03582822158932686,
-0.024505717679858208,
0.04713452234864235,
-0.055766768753528595,
-0.009049936197698116,
0.011580046266317368,
0.006159793119877577,
0.020661259070038795,
-0.0215302761644125,
0.021311702206730843,
0.01581691764295101,
0.05761856585741043,
0.004880613647401333,
-0.043778419494628906,
-0.014066347852349281,
0.02805464342236519,
-0.03721700608730316,
0.016144918277859688,
-0.0148657551035285,
-0.0697173997759819,
-0.03276822715997696,
-0.018976783379912376,
0.00033007655292749405,
0.012525375001132488,
-0.025428615510463715,
0.004223761614412069,
0.05030228570103645,
-0.028344493359327316,
-0.03707870841026306,
-0.08179643005132675,
-0.02233811654150486,
-0.025111598894000053,
0.007592455949634314,
0.02040908858180046,
-0.031403589993715286,
0.024551458656787872,
-0.0488705076277256,
-0.06323124468326569,
0.06306342780590057,
0.017153458669781685,
-0.030003100633621216,
0.055476486682891846,
0.03819704428315163,
-0.04141886904835701,
0.012081135995686054,
0.05753606557846069,
-0.048910755664110184,
0.023149309679865837,
-0.007762785069644451,
0.03069923259317875,
0.01326044276356697,
0.024263007566332817,
-0.016375510022044182,
-0.029048025608062744,
-0.05283746495842934,
-0.05476909875869751,
-0.03897643834352493,
-0.007815754041075706,
0.06548574566841125
] |
Abirate/code_net_new_tokenizer_from_WPiece_bert_algorithm | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- translation
license: apache-2.0
---
### opus-mt-yo-fr
* source languages: yo
* target languages: fr
* OPUS readme: [yo-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/yo-fr/README.md)
* dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/yo-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/yo-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/yo-fr/opus-2020-01-16.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| JW300.yo.fr | 24.1 | 0.408 |
| [
-0.014705764129757881,
-0.030530540272593498,
-0.009156951680779457,
0.03489050269126892,
0.026853227987885475,
0.023904751986265182,
-0.005457064602524042,
-0.008594346232712269,
-0.042551685124635696,
0.05115272477269173,
0.010093224234879017,
-0.0121088158339262,
-0.00006340946129057556,
0.045939330011606216,
-0.036047112196683884,
-0.024679524824023247,
-0.006903948727995157,
0.007881470024585724,
-0.03375471010804176,
-0.007286482956260443,
0.003593732602894306,
0.01359325461089611,
-0.03614312410354614,
0.03554102033376694,
-0.02286338433623314,
-0.0008593641687184572,
-0.015441663563251495,
0.017682988196611404,
0.02120027132332325,
-0.07587780803442001,
-0.00640560919418931,
-0.022401003167033195,
-0.03599563241004944,
-0.018188538029789925,
-0.02451012097299099,
0.02774720825254917,
0.007055097725242376,
0.023351356387138367,
0.07722271233797073,
0.05550278723239899,
-0.0053287073969841,
-0.002132964786142111,
-0.012526075355708599,
-0.018761036917567253,
0.03717159479856491,
0.000424588390160352,
-0.03250787407159805,
-0.03676951676607132,
0.027780668810009956,
-0.03139425814151764,
-0.053550686687231064,
-0.053510863333940506,
-0.012580116279423237,
0.03198575973510742,
-0.004442502278834581,
-0.007340671960264444,
-0.08971468359231949,
-0.006849586497992277,
0.06166728958487511,
-0.050923965871334076,
-0.02278447523713112,
0.01949918456375599,
-0.05633760616183281,
0.013434275984764099,
0.05283385515213013,
-0.03911025822162628,
-0.007514145690947771,
-0.04618039354681969,
0.045179687440395355,
-0.038248367607593536,
0.03492380678653717,
-0.03027072548866272,
0.014407743699848652,
-0.07790681719779968,
-0.04444215074181557,
-0.005899079609662294,
0.02652539499104023,
0.0581117644906044,
-0.044072963297367096,
0.05073211342096329,
0.04380263760685921,
-0.005718546453863382,
0.023793019354343414,
-0.013263160362839699,
-0.01687428541481495,
0.03833124786615372,
-0.026963425800204277,
-0.004047435708343983,
0.01400065515190363,
0.047915078699588776,
-0.04737073555588722,
-0.03926662728190422,
-0.009375514462590218,
-0.029785053804516792,
-0.001557104173116386,
0.033225614577531815,
0.06102102994918823,
-0.03827063366770744,
0.012511815875768661,
0.04496054723858833,
0.020714087411761284,
0.049623869359493256,
0.0028381531592458487,
0.07349924743175507,
-0.021245131269097328,
-0.003935207612812519,
-0.016685372218489647,
-0.024558430537581444,
-0.06471162289381027,
0.015104490332305431,
0.03807199373841286,
-0.03961799666285515,
-0.009814688004553318,
0.05058244615793228,
0.03393430635333061,
-0.03828827291727066,
0.0708479955792427,
-0.030261265113949776,
-0.04664887487888336,
-0.05682023614645004,
0.052273381501436234,
0.012582749128341675,
0.013717921450734138,
0.011640400625765324,
-0.05649976059794426,
0.01651545614004135,
-0.039475440979003906,
-0.032646551728248596,
0.00414560129866004,
0.02131601981818676,
-0.01514933817088604,
0.03994312509894371,
0.03369082883000374,
-0.05264146253466606,
0.018308252096176147,
-0.01824481599032879,
-0.042739275842905045,
0.05639894679188728,
0.04384718835353851,
0.09845763444900513,
-0.05189042165875435,
-0.03731467202305794,
0.015258562751114368,
0.00708862766623497,
-0.04216192290186882,
0.011476594023406506,
-0.009597936645150185,
-0.024129942059516907,
-0.03100636415183544,
-0.012668195180594921,
0.0558268278837204,
-0.051191508769989014,
-0.02707141637802124,
0.04875699058175087,
-0.014103800058364868,
0.03900177776813507,
-0.029601119458675385,
-0.00034500184119679034,
0.012322223745286465,
-0.019120756536722183,
-0.03607119992375374,
0.029671939089894295,
0.004522914998233318,
0.006835242733359337,
-0.03502309322357178,
-0.054451216012239456,
0.014804274775087833,
0.08489581197500229,
-0.02363395132124424,
-0.024894459173083305,
-0.026785708963871002,
0.010139023885130882,
0.03442728891968727,
0.01795206218957901,
-0.030266690999269485,
0.04574829712510109,
0.054389357566833496,
0.016985228285193443,
0.008172309957444668,
0.07236149162054062,
0.027839133515954018,
-0.019989270716905594,
-0.012688033282756805,
0.012488529086112976,
0.02790996991097927,
-0.023866429924964905,
0.006535405293107033,
0.03598729893565178,
0.02434587851166725,
-0.020142346620559692,
-0.029069947078824043,
0.0633648931980133,
0.005948688369244337,
0.004984823986887932,
0.01416071318089962,
-0.029894409701228142,
-0.021752187982201576,
0.04572100564837456,
-0.01363399624824524,
-0.016515104100108147,
-0.035130128264427185,
-0.027320660650730133,
0.011575484648346901,
0.031380608677864075,
0.025917576625943184,
0.050636131316423416,
-0.01548046339303255,
0.10609879344701767,
-0.026730967685580254,
0.011852782219648361,
-0.015632133930921555,
-0.029314860701560974,
0.011645968072116375,
0.06696054339408875,
0.013667703606188297,
0.03926356881856918,
-0.004217616748064756,
-0.04933615401387215,
0.034716974943876266,
0.06006142124533653,
0.051080986857414246,
0.01035563088953495,
-0.04520169645547867,
-0.013313951902091503,
0.02158942073583603,
0.040012214332818985,
-0.03817099705338478,
-0.057793620973825455,
0.017229318618774414,
0.05547472834587097,
-0.04729050397872925,
0.02747795730829239,
-0.03511258587241173,
0.023286234587430954,
-0.037993595004081726,
-0.041673846542835236,
0.04692398011684418,
0.03370949998497963,
-0.011814435012638569,
0.024872425943613052,
0.015944911167025566,
-0.016258565708994865,
0.029406512156128883,
0.007761514279991388,
-0.0007383305346593261,
-0.030687173828482628,
0.013397596776485443,
0.023202942684292793,
0.05289245769381523,
-0.03305121883749962,
0.03723877668380737,
-0.028285492211580276,
-0.0036455208901315928,
0.03313875570893288,
-0.07003763318061829,
0.013517556712031364,
0.04875645786523819,
0.013287038542330265,
-0.022422868758440018,
-0.0019054891308769584,
0.0028245977591723204,
0.015449542552232742,
0.07051056623458862,
0.004192803055047989,
0.05602024495601654,
0.011555301956832409,
0.06550659239292145,
0.09578792005777359,
0.017427433282136917,
0.029436258599162102,
0.035588156431913376,
0.0894474983215332,
-0.008311320096254349,
-0.010234395042061806,
0.04532906413078308,
-0.04448770731687546,
0.021710775792598724,
-0.0404796376824379,
0.03246542066335678,
0.020396076142787933,
-0.009428007528185844,
0.024578968062996864,
0.006965052802115679,
-0.011866611428558826,
0.0050963726826012135,
-0.008943473920226097,
-0.027876058593392372,
0.04168824106454849,
0.014201277866959572,
0.0005658611189574003,
0.015344216488301754,
0.007189302239567041,
0.022435642778873444,
-0.05569642409682274,
-0.06410027295351028,
0.016407456248998642,
-0.030211040750145912,
-0.0033472806680947542,
-0.07020857185125351,
-0.019482247531414032,
-0.06421962380409241,
-0.01658802665770054,
0.03751763701438904,
0.007338464260101318,
-0.0035283458419144154,
-0.02566528506577015,
0.009963701479136944,
-0.024128500372171402,
-0.01813233271241188,
-0.039700862020254135,
-0.03302137926220894,
-0.03591117635369301,
-0.08985668420791626,
0.04912358894944191,
0.009160180576145649,
0.025074930861592293,
-0.014863304793834686,
0.013375483453273773,
-0.021570073440670967,
-0.012364684604108334,
0.07579546421766281,
0.05378677695989609,
-0.022183846682310104,
-0.031126365065574646,
0.046891339123249054,
-0.03786833956837654,
0.0014138511614874005,
-0.03099956177175045,
-0.03526078164577484,
0.07463464885950089,
0.04789120331406593,
0.02497284859418869,
0.00917898491024971,
-0.030446160584688187,
-0.051898177713155746,
-0.05918705463409424,
-0.03435138612985611,
-0.04698815941810608,
-0.012745901942253113,
-0.027903953567147255,
-0.05089903250336647,
-0.03397620841860771,
-0.03792635351419449,
-0.002457907423377037,
-0.021392470225691795,
0.024563398212194443,
0.02648922987282276,
0.03638194501399994,
0.03758072480559349,
0.04053245857357979,
-0.05278324335813522,
-0.03930822014808655,
0.07826720923185349,
0.01381701696664095,
0.0063952491618692875,
-0.04146615415811539,
-0.012239407747983932,
0.05920751765370369,
0.012913815677165985,
0.004199071787297726,
0.012403348460793495,
0.07212887704372406,
0.005820409394800663,
0.009723842144012451,
0.011217703111469746,
-0.005735817831009626,
0.00029177559190429747,
-0.006491412408649921,
-0.009014535695314407,
-0.04922625422477722,
-0.02563232183456421,
-0.01439385861158371,
0.023472588509321213,
0.041703518480062485,
-0.07249197363853455,
-0.034408196806907654,
-0.0022930398117750883,
0.03293079137802124,
0.01071685180068016,
0.02251134254038334,
-0.006514330394566059,
0.014752375893294811,
-0.04845886677503586,
-0.021619943901896477,
0.010695231147110462,
0.006537291686981916,
0.006684068124741316,
0.05323164165019989,
0.02790643647313118,
-0.03047204203903675,
0.051316991448402405,
0.030381791293621063,
0.0688088908791542,
0.012370020151138306,
-0.04617994278669357,
0.018403392285108566,
-0.018005400896072388,
0.011441992595791817,
-0.004993160720914602,
-0.012670655734837055,
-0.04623683914542198,
-0.07670942693948746,
-0.006187566556036472,
0.02373659424483776,
-0.026576437056064606,
0.009716842323541641,
0.023945126682519913,
-0.05116445571184158,
0.009355160407721996,
0.006445367820560932,
0.015353253111243248,
0.045437246561050415,
-0.05268418788909912,
0.062334295362234116,
-0.018099574372172356,
0.026144318282604218,
-0.059527937322854996,
0.01900310441851616,
-0.01271654199808836,
-0.03478163480758667,
0.024457797408103943,
0.06324461847543716,
0.01625652424991131,
0.0516175851225853,
0.08696192502975464,
0.04381499066948891,
-0.021943993866443634,
0.02183407172560692,
0.03341951221227646,
0.00346805970184505,
-0.06198394298553467,
-0.01506097987294197,
0.00030533233075402677,
-0.046815622597932816,
-0.002922602230682969,
-0.020221402868628502,
0.014550506137311459,
0.013130109757184982,
-0.013131554238498211,
-0.017576923593878746,
-0.015276897698640823,
-0.032862067222595215,
-0.036736149340867996,
-0.05848128721117973,
-0.03230781480669975,
-0.014883634634315968,
0.003394440049305558,
0.041136033833026886,
0.04550948366522789,
-0.0010861685732379556,
0.04627571627497673,
0.049598582088947296,
-0.02706552855670452,
-0.022868124768137932,
0.013876128941774368,
0.021066879853606224,
-0.01309190597385168,
-0.0592767670750618,
-0.03442954644560814,
0.04309142380952835,
0.0423378124833107,
-0.034515589475631714,
-0.08130191266536713,
-0.0016144112451002002,
0.07285954058170319,
-0.023364931344985962,
0.051510944962501526,
0.005055273417383432,
0.04862409830093384,
0.056734926998615265,
-0.023235734552145004,
0.02048039808869362,
-0.03111710213124752,
0.026151683181524277,
0.003649820340797305,
0.025505147874355316,
-0.04233558475971222,
-0.034179121255874634,
-0.0865163579583168,
0.010224002413451672,
0.02592421881854534,
0.082732193171978,
0.03560318052768707,
-0.03405673801898956,
-0.06040269881486893,
-0.014662651345133781,
0.04323534294962883,
-0.055913642048835754,
-0.013857469893991947,
0.020388087257742882,
0.0607847161591053,
-0.04770693555474281,
-0.04907039925456047,
-0.026951519772410393,
0.006381114944815636,
0.04074336215853691,
0.002633915515616536,
-0.006158202420920134,
-0.0539398118853569,
0.03770747408270836,
-0.010463815182447433,
-0.03456725552678108,
-0.11604002118110657,
0.0037859342992305756,
-0.03191017359495163,
-0.002863831352442503,
0.05649886280298233,
0.020806992426514626,
0.032859645783901215,
0.059092096984386444,
0.012832362204790115,
0.031712789088487625,
-0.029408618807792664,
0.02701990120112896,
-0.03540642932057381,
0.0063546146266162395,
0.015278707258403301,
-0.033280182629823685,
-0.028416460379958153,
-0.03673355281352997,
-0.03288054093718529,
-0.027149613946676254,
-0.021952955052256584,
0.021984681487083435,
-0.030729111284017563,
0.007422353141009808,
-0.024931740015745163,
0.03207503259181976,
-0.012881279923021793,
-0.012407221831381321,
-0.004744640085846186,
-0.053995486348867416,
-0.08300590515136719,
-0.04760676994919777,
0.021258266642689705,
0.02473551779985428,
0.008712578564882278,
0.03919919207692146,
0.006182702258229256,
0.017725061625242233,
0.013561810366809368,
-0.03534891828894615,
0.04764363914728165,
0.013044203631579876,
-0.04462267830967903,
-0.03909136354923248,
0.007393737323582172,
0.03274860605597496,
0.029007069766521454,
-0.04522981867194176,
0.02889462746679783,
0.002340055536478758,
-0.03423314169049263,
-0.01661025546491146,
-0.0040507991798222065,
0.01982906088232994,
-0.06899319589138031,
-0.05300130322575569,
-0.0003168064577039331,
-0.04849213361740112,
0.035101268440485,
-0.015891514718532562,
-0.00035506434505805373,
0.01991266757249832,
0.025660911574959755,
0.03656980022788048,
0.0014153624651953578,
-0.0468209907412529,
0.007986757904291153,
-0.002909388393163681,
0.0010323645547032356,
-0.07130932062864304,
0.04868977144360542,
-0.046445779502391815,
0.024312186986207962,
-0.001636005355976522,
-0.011714760214090347,
-0.030955763533711433,
0.03145770728588104,
-0.015042378567159176,
-0.013780411332845688,
-0.02301916666328907,
0.003665995318442583,
-0.037333983927965164,
0.049999672919511795,
0.0001997313229367137,
0.017952391877770424,
-0.023666616529226303,
0.06806109845638275,
-0.03674048185348511,
-0.013864992186427116,
-0.020987436175346375,
0.022130953148007393,
-0.034739941358566284,
-0.0016671549528837204,
-0.01824750378727913,
-0.034801989793777466,
0.0034680766984820366,
0.045658644288778305,
0.03457628935575485,
0.013212721794843674,
-0.025147778913378716,
0.013021389953792095,
0.010554186999797821,
-0.04957924783229828,
-0.0036298080813139677,
-0.01459928322583437,
-0.0269460566341877,
-0.001990534830838442,
0.04591565951704979,
0.03037239797413349,
-0.03767272084951401,
-0.06933286041021347,
0.02777795121073723,
0.02951877750456333,
-0.005383639130741358,
0.004899048712104559,
0.02238277718424797,
0.04132015258073807,
0.054980844259262085,
-0.030403543263673782,
-0.003069157712161541,
-0.02075410634279251,
-0.018720973283052444,
0.02502293884754181,
-0.014218117110431194,
0.030281303450465202,
0.007979393936693668,
-0.03684048354625702,
-0.012195230461657047,
0.07305366545915604,
0.024758636951446533,
0.009471741504967213,
0.0007039005868136883,
-0.006457166746258736,
0.01748383790254593,
0.031280867755413055,
-0.06814688444137573,
0.00669823307543993,
0.045817963778972626,
-0.03643662482500076,
0.06993486732244492,
-0.027587836608290672,
0.049503978341817856,
0.05939573049545288,
0.00318689807318151,
-0.020571546629071236,
0.055213045328855515,
-0.023587489500641823,
-0.018012752756476402,
0.05170632526278496,
-0.04952981323003769,
-0.01510890293866396,
-0.01802438497543335,
0.05851861834526062,
-0.06171607971191406,
0.04704961180686951,
0.047515496611595154,
0.03578660637140274,
-0.004931293427944183,
-0.04191892221570015,
-0.03891078755259514,
0.03223666548728943,
-0.03704021871089935,
0.07836031168699265,
0.01639409177005291,
-0.051596011966466904,
0.07522504031658173,
0.010530953295528889,
-0.08502490073442459,
0.040054745972156525,
0.04119802638888359,
0.01578252948820591,
0.020718738436698914,
0.05311250686645508,
-0.04918842762708664,
0.026494206860661507,
-0.06071089208126068,
0.017578020691871643,
-0.06583275645971298,
0.007675656583160162,
0.010175712406635284,
-0.01828629896044731,
-0.018785420805215836,
0.032052066177129745,
-0.019913384690880775,
0.024021321907639503,
0.01891138218343258,
-0.0419190414249897,
-0.02664335072040558,
0.019020184874534607,
0.03891653195023537,
-0.015385948121547699,
0.0067792171612381935,
-0.02214326709508896,
0.016158882528543472,
0.02734532579779625,
0.019427848979830742,
-0.056396666914224625,
-0.005146562587469816,
0.022322801873087883,
-0.05064578354358673,
-0.0385790579020977,
0.0017550281481817365,
0.01240335963666439,
-0.029568495228886604,
0.019246157258749008,
0.016425559297204018,
0.0038396804593503475,
0.03493332490324974,
-0.025479808449745178,
0.0451965369284153,
-0.059325914829969406,
-0.008477039635181427,
0.011602040380239487,
0.005097113084048033,
0.013707154430449009,
-0.01978796347975731,
0.02191317267715931,
0.023870114237070084,
0.05934508144855499,
0.013210871256887913,
-0.0400913842022419,
-0.017959527671337128,
0.026666784659028053,
-0.0309080071747303,
0.014385713264346123,
-0.011777638457715511,
-0.0696813091635704,
-0.03467876464128494,
-0.019965389743447304,
-0.013382738456130028,
0.014375202357769012,
-0.022769665345549583,
0.005735763348639011,
0.05232485011219978,
-0.033876683562994,
-0.03723295032978058,
-0.08413627743721008,
-0.013430359773337841,
-0.029974088072776794,
0.012674619443714619,
0.024272989481687546,
-0.03831321373581886,
0.020353754982352257,
-0.04671146348118782,
-0.05905589088797569,
0.06462779641151428,
0.012313609011471272,
-0.038771454244852066,
0.05739855393767357,
0.03878854960203171,
-0.03309784457087517,
0.019510580226778984,
0.05647273734211922,
-0.049414824694395065,
0.024675734341144562,
-0.0010718870908021927,
0.029870593920350075,
0.020031463354825974,
0.023666270077228546,
-0.01692678965628147,
-0.04408809170126915,
-0.06326030194759369,
-0.052759766578674316,
-0.04044241085648537,
0.000509620294906199,
0.07097486406564713
] |
AdapterHub/bert-base-uncased-pf-mit_movie_trivia | [
"bert",
"en",
"arxiv:2104.08247",
"adapter-transformers",
"token-classification",
"adapterhub:ner/mit_movie_trivia"
] | token-classification | {
"architectures": null,
"model_type": "bert",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 11 | null | ---
language:
- it
- he
tags:
- translation
license: apache-2.0
---
### it-he
* source group: Italian
* target group: Hebrew
* OPUS readme: [ita-heb](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-heb/README.md)
* model: transformer
* source language(s): ita
* target language(s): heb
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-12-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-heb/opus-2020-12-10.zip)
* test set translations: [opus-2020-12-10.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-heb/opus-2020-12-10.test.txt)
* test set scores: [opus-2020-12-10.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-heb/opus-2020-12-10.eval.txt)
## Benchmarks
| testset | BLEU | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ita.heb | 38.5 | 0.593 |
### System Info:
- hf_name: it-he
- source_languages: ita
- target_languages: heb
- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-heb/README.md
- original_repo: Tatoeba-Challenge
- tags: ['translation']
- languages: ['it', 'he']
- src_constituents: ('Italian', {'ita'})
- tgt_constituents: ('Hebrew', {'heb'})
- src_multilingual: False
- tgt_multilingual: False
- long_pair: ita-heb
- prepro: normalization + SentencePiece (spm32k,spm32k)
- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-heb/opus-2020-12-10.zip
- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-heb/opus-2020-12-10.test.txt
- src_alpha3: ita
- tgt_alpha3: heb
- chrF2_score: 0.593
- bleu: 38.5
- brevity_penalty: 0.985
- ref_len: 9796.0
- src_name: Italian
- tgt_name: Hebrew
- train_date: 2020-12-10 00:00:00
- src_alpha2: it
- tgt_alpha2: he
- prefer_old: False
- short_pair: it-he
- helsinki_git_sha: b317f78a3ec8a556a481b6a53dc70dc11769ca96
- transformers_git_sha: 1310e1a758edc8e89ec363db76863c771fbeb1de
- port_machine: LM0-400-22516.local
- port_time: 2020-12-11-16:02 | [
-0.0025754282251000404,
-0.03077925369143486,
-0.01327608898282051,
0.02763237990438938,
0.03391607105731964,
0.016822785139083862,
0.005319060757756233,
-0.0020335433073341846,
-0.06895366311073303,
0.05721491575241089,
0.0028573847375810146,
-0.015574858523905277,
-0.00004547301432467066,
0.04955046623945236,
-0.029991088435053825,
-0.029498521238565445,
-0.022824453189969063,
-0.0161574874073267,
-0.050777606666088104,
-0.029234986752271652,
0.006038751918822527,
0.008497664704918861,
-0.005604992154985666,
0.02785675972700119,
0.00428631529211998,
0.022083371877670288,
-0.03591478243470192,
0.02056451141834259,
0.021625492721796036,
-0.06536031514406204,
-0.017595961689949036,
-0.005193876568228006,
-0.035285331308841705,
-0.0013681690907105803,
-0.015086804516613483,
-0.002915985183790326,
-0.011360002681612968,
0.00021125163766555488,
0.05896476283669472,
0.04699406027793884,
0.0031702423002570868,
0.011036357842385769,
-0.02853483520448208,
-0.049132537096738815,
0.04830652102828026,
0.005222248379141092,
-0.054931074380874634,
-0.005973432213068008,
0.016076309606432915,
-0.0308083426207304,
-0.047385912388563156,
-0.08541467040777206,
-0.029616452753543854,
0.008278409950435162,
-0.013567392714321613,
0.0021178044844418764,
-0.07065281271934509,
-0.015139776282012463,
0.07318822294473648,
-0.059293895959854126,
-0.025292638689279556,
0.0010902947979047894,
-0.05713406950235367,
0.014859317801892757,
0.02649489790201187,
-0.039342861622571945,
0.0014455851633101702,
-0.025671126320958138,
0.029608681797981262,
-0.02368360385298729,
0.024026941508054733,
-0.039413902908563614,
0.022212859243154526,
-0.0711139664053917,
-0.019453495740890503,
-0.011447184719145298,
0.0238539669662714,
0.03425941988825798,
-0.03240431100130081,
0.051719993352890015,
0.015072794631123543,
-0.02421707473695278,
0.023799050599336624,
-0.014996876940131187,
-0.032353475689888,
0.044244434684515,
-0.029104460030794144,
-0.016763990744948387,
-0.002085204469040036,
0.036575060337781906,
-0.06498274207115173,
-0.0338452011346817,
-0.0011991552310064435,
-0.02807127870619297,
0.0009412131039425731,
0.041723523288965225,
0.060857709497213364,
-0.0238607469946146,
0.0227444376796484,
0.03989490121603012,
0.006577081046998501,
0.04493623226881027,
0.009315337985754013,
0.06260634958744049,
-0.005364084616303444,
0.00005973843508400023,
-0.009114330634474754,
-0.03950277343392372,
-0.05119703710079193,
0.009091182611882687,
0.023372257128357887,
-0.026941422373056412,
-0.024382567033171654,
0.051354747265577316,
0.005719641223549843,
-0.01857888326048851,
0.05903550237417221,
-0.022977514192461967,
-0.050815705209970474,
-0.05155216529965401,
0.060634203255176544,
0.01857876405119896,
-0.006930033676326275,
0.031522709876298904,
-0.05361674726009369,
0.01143050566315651,
-0.05196249485015869,
-0.04635053128004074,
0.005607616622000933,
0.02224537543952465,
-0.010859964415431023,
0.04238465055823326,
0.03161124140024185,
-0.08576178550720215,
0.015940839424729347,
-0.016341030597686768,
-0.037986110895872116,
0.06224953010678291,
0.015559496358036995,
0.1235179603099823,
-0.03580756485462189,
-0.009467169642448425,
0.006612543482333422,
0.0040227132849395275,
-0.016073837876319885,
0.0031144465319812298,
0.01492287591099739,
-0.03122243657708168,
0.0074025969952344894,
-0.013973139226436615,
0.041513439267873764,
-0.04813951626420021,
-0.015097121708095074,
0.06033414974808693,
0.00628503505140543,
0.026098031550645828,
-0.05877554044127464,
-0.027454771101474762,
0.007183132693171501,
-0.028592165559530258,
-0.03794778138399124,
0.015352261252701283,
0.003678098553791642,
-0.021490592509508133,
-0.035444602370262146,
-0.03954523056745529,
0.018545394763350487,
0.07752963900566101,
-0.004928137641400099,
-0.030385805293917656,
-0.018790727481245995,
-0.005624536424875259,
0.0521545484662056,
0.02485428936779499,
-0.022095220163464546,
0.03997604548931122,
0.045401331037282944,
0.009573890827596188,
0.004158655181527138,
0.0781354084610939,
0.016421005129814148,
-0.027774231508374214,
-0.03689390793442726,
0.007126925978809595,
0.025676775723695755,
-0.03494074195623398,
0.030470123514533043,
0.026015473529696465,
-0.010839962400496006,
-0.03276810050010681,
-0.025870760902762413,
0.0664028748869896,
-0.007939876057207584,
0.010009152814745903,
0.010342415422201157,
-0.026892242953181267,
-0.050020769238471985,
0.0630498081445694,
0.0022069390397518873,
-0.02239103429019451,
-0.03237598389387131,
-0.006016863044351339,
0.02022589184343815,
0.016102535650134087,
0.038335271179676056,
0.05107899382710457,
-0.020528025925159454,
0.08793149888515472,
-0.0270281583070755,
0.011000161990523338,
-0.03663897514343262,
-0.0484616681933403,
0.01933196932077408,
0.07402953505516052,
0.018524914979934692,
0.042307138442993164,
-0.015365120954811573,
-0.0598563514649868,
0.03063202276825905,
0.060469791293144226,
0.06305251270532608,
0.003952321130782366,
-0.0304455254226923,
-0.0038682841695845127,
0.014517761766910553,
0.05574219301342964,
-0.05039303004741669,
-0.06053857505321503,
0.015521255321800709,
0.05551297962665558,
-0.027914876118302345,
0.009472513571381569,
-0.008644414134323597,
0.017695629969239235,
-0.04585353285074234,
-0.04231469705700874,
0.03884008154273033,
0.022172976285219193,
-0.0026422881055623293,
0.014995872974395752,
0.008976803161203861,
-0.0038895399775356054,
0.00849219225347042,
0.014291291125118732,
0.0022922067437320948,
-0.04883977398276329,
0.012338279746472836,
0.006072853691875935,
0.04503441974520683,
-0.03371136263012886,
0.01830129884183407,
-0.01061220932751894,
0.011963937431573868,
0.028757110238075256,
-0.042699187994003296,
0.016839494928717613,
0.01216361578553915,
0.020210346207022667,
-0.04958251118659973,
0.015105617232620716,
-0.010105203837156296,
0.02634783834218979,
0.05895169451832771,
-0.0006896023987792432,
0.0689506009221077,
0.0000850460710353218,
0.04974718391895294,
0.09370217472314835,
0.021555477753281593,
0.030205076560378075,
0.041378334164619446,
0.07726283371448517,
0.004320261999964714,
-0.006333129946142435,
0.04921205714344978,
-0.05134860426187515,
0.006252003367990255,
-0.047660164535045624,
0.043542612344026566,
-0.002114676171913743,
-0.005256102420389652,
0.029783375561237335,
-0.014045672491192818,
-0.02489984780550003,
-0.029793379828333855,
-0.02229715697467327,
-0.023125402629375458,
0.055513445287942886,
-0.002004140755161643,
-0.004224733915179968,
0.010570628568530083,
-0.009244611486792564,
0.03709149733185768,
-0.07869242131710052,
-0.061947207897901535,
0.010615029372274876,
-0.03158950060606003,
-0.01301408652216196,
-0.08487269282341003,
-0.022013483569025993,
-0.05123269185423851,
-0.0332108698785305,
0.027439197525382042,
0.03643150255084038,
0.0017691529355943203,
-0.014943732880055904,
0.020169390365481377,
-0.05093730241060257,
-0.025770537555217743,
-0.05406977981328964,
-0.03234051913022995,
-0.038835130631923676,
-0.05347128584980965,
0.0115730045363307,
0.03007553145289421,
0.024447917938232422,
-0.017295703291893005,
0.008215261623263359,
-0.014204893261194229,
-0.03293539956212044,
0.08730050176382065,
0.027795806527137756,
-0.024563031271100044,
-0.036713771522045135,
0.05764780193567276,
-0.002727100159972906,
0.004638254176825285,
0.00583011144772172,
-0.0555475577712059,
0.06191565468907356,
0.05894719064235687,
0.02160833775997162,
0.03320988267660141,
-0.01750761829316616,
-0.058261025696992874,
-0.030167166143655777,
-0.03856103494763374,
-0.06361375004053116,
-0.010243085213005543,
-0.02514948509633541,
-0.040233805775642395,
-0.026210667565464973,
-0.04689912497997284,
0.014108401723206043,
-0.010325148701667786,
0.01072260458022356,
0.04760584607720375,
0.052659619599580765,
0.03700529783964157,
0.054738812148571014,
-0.04070964455604553,
-0.0051198736764490604,
0.06561960279941559,
-0.01723477989435196,
0.011524152010679245,
-0.0789509043097496,
0.0035625712480396032,
0.024297120049595833,
-0.006784574128687382,
-0.0016163442051038146,
0.0080021433532238,
0.07961047440767288,
0.003936076536774635,
-0.010562949813902378,
-0.004538305569440126,
-0.014186087064445019,
-0.018520725890994072,
0.015165748074650764,
0.01088850386440754,
-0.018686972558498383,
-0.03964764252305031,
-0.02739805169403553,
0.007439624052494764,
0.0381787084043026,
-0.07709106802940369,
-0.06293311715126038,
-0.013143551535904408,
0.036970220506191254,
-0.004160439129918814,
0.0021280888468027115,
-0.04249049723148346,
0.01632794737815857,
-0.02900361455976963,
-0.02750280499458313,
0.03284060209989548,
0.0061301724053919315,
-0.016046231612563133,
0.036459099501371384,
0.03950779139995575,
-0.03088858723640442,
0.04440020024776459,
0.044790420681238174,
0.05215812101960182,
0.029602928087115288,
-0.017285050824284554,
0.012966112233698368,
-0.02175929769873619,
0.016750892624258995,
0.006142563186585903,
-0.03962916135787964,
-0.03616907820105553,
-0.08755458146333694,
0.00008228527440223843,
0.03320280462503433,
-0.010293399915099144,
-0.018754756078124046,
0.040554288774728775,
-0.01264310721307993,
-0.012262881733477116,
-0.005279612261801958,
0.016191139817237854,
0.039821427315473557,
-0.03634626790881157,
0.057030126452445984,
-0.004310030490159988,
0.032363735139369965,
-0.05963801220059395,
-0.01222962886095047,
-0.01961888000369072,
-0.017680156975984573,
-0.009256817400455475,
0.052838798612356186,
0.034268755465745926,
0.042593903839588165,
0.074555903673172,
0.05530724301934242,
-0.03741548955440521,
0.05173617973923683,
0.027805013582110405,
0.007014151196926832,
-0.03801379352807999,
0.0003547169326338917,
-0.018848920240998268,
-0.051712796092033386,
-0.0014259854797273874,
-0.024986878037452698,
0.0026010016445070505,
0.020187946036458015,
0.008779284544289112,
0.0032231654040515423,
-0.002071682596579194,
-0.02221999317407608,
-0.04239990934729576,
-0.04521973803639412,
-0.03523088991641998,
-0.000925713567994535,
-0.01605871319770813,
0.030523525550961494,
0.058204203844070435,
-0.0037601066287606955,
0.05067241191864014,
0.05397070199251175,
-0.017355678603053093,
-0.04034363478422165,
0.028909558430314064,
0.02685113251209259,
-0.03584957867860794,
-0.06910368800163269,
-0.059051841497421265,
0.05992460250854492,
0.03745780512690544,
-0.014549246057868004,
-0.10336174815893173,
0.016007035970687866,
0.05423645302653313,
-0.03345634415745735,
0.05464627966284752,
-0.043379779905080795,
0.042378317564725876,
0.045763421803712845,
-0.026794394478201866,
-0.0016918887849897146,
-0.036944374442100525,
0.01141669787466526,
-0.004742179997265339,
0.046323008835315704,
-0.013083242811262608,
-0.019500182941555977,
-0.0948602482676506,
0.01879796013236046,
0.04998228698968887,
0.07890370488166809,
0.04106102138757706,
-0.02346685156226158,
-0.05093219503760338,
0.005380264483392239,
0.008171484805643559,
-0.09020235389471054,
0.007680736016482115,
0.02222132496535778,
0.043451886624097824,
-0.05113323777914047,
-0.049203503876924515,
-0.020656833425164223,
-0.011151284910738468,
0.04258187487721443,
0.007677705958485603,
-0.0200770515948534,
-0.04470597952604294,
0.010965767316520214,
-0.0074962712824344635,
-0.032206397503614426,
-0.09470957517623901,
0.056196484714746475,
-0.027508150786161423,
-0.013232587836682796,
0.04290533810853958,
0.031625740230083466,
0.016063319519162178,
0.04464491456747055,
-0.010057725012302399,
0.026928292587399483,
-0.03947035223245621,
0.027780447155237198,
-0.017659585922956467,
-0.013901401311159134,
-0.011357786133885384,
-0.06298212707042694,
-0.029153017327189445,
-0.012113749049603939,
-0.04131755605340004,
-0.03961540386080742,
-0.03337230533361435,
0.031173232942819595,
-0.008521647192537785,
-0.0031429443042725325,
-0.025726748630404472,
0.048343725502491,
-0.03147969767451286,
-0.016558954492211342,
-0.024238742887973785,
-0.055579107254743576,
-0.07141217589378357,
-0.055201951414346695,
0.0182507261633873,
0.023815201595425606,
0.029463155195116997,
0.024649405851960182,
0.012239877134561539,
0.034638628363609314,
0.012297319248318672,
-0.021047361195087433,
0.02526683174073696,
0.006916867569088936,
-0.0381983146071434,
-0.05079646781086922,
0.01319946814328432,
0.022046489641070366,
0.01690048724412918,
-0.05779207497835159,
0.037640295922756195,
0.025653447955846786,
-0.03115094266831875,
-0.01779009774327278,
-0.005160164553672075,
0.03451097011566162,
-0.07110276073217392,
-0.061189327389001846,
-0.010385311208665371,
-0.038957688957452774,
0.03425230458378792,
-0.0032582019921392202,
-0.009024444036185741,
-0.00908774696290493,
0.031152380630373955,
0.03461216017603874,
0.010246368125081062,
-0.04120377451181412,
0.0083463154733181,
-0.009011887945234776,
-0.01902136765420437,
-0.0535065121948719,
0.04029261693358421,
-0.02694515697658062,
0.015377109870314598,
-0.000025341742002638057,
-0.008436031639575958,
-0.022644955664873123,
0.0304948091506958,
0.007649622857570648,
-0.004975762218236923,
-0.004958159290254116,
0.01651107706129551,
-0.042240992188453674,
0.0415399931371212,
0.00864427164196968,
-0.0067490143701434135,
-0.013813442550599575,
0.0503169484436512,
-0.051599688827991486,
-0.024961870163679123,
-0.03198681399226189,
-0.00998581014573574,
-0.017043327912688255,
0.004574380815029144,
-0.009471387602388859,
-0.043792422860860825,
0.0107770636677742,
0.03395790979266167,
0.03838841989636421,
0.020159287378191948,
-0.027973448857665062,
0.010532272048294544,
-0.0035757271107286215,
-0.039399322122335434,
-0.015608586370944977,
-0.039600811898708344,
-0.0013604321284219623,
-0.014302017167210579,
0.08051539957523346,
0.03057435341179371,
-0.03504683077335358,
-0.04397790879011154,
0.041981738060712814,
0.027974409982562065,
-0.004892542492598295,
0.0019946624524891376,
0.029802048578858376,
0.04079962521791458,
0.053534165024757385,
-0.013245255686342716,
-0.012607879005372524,
-0.016492586582899094,
-0.029261626303195953,
0.019603576511144638,
0.000653185707051307,
0.014560357667505741,
-0.013492564670741558,
-0.02409488335251808,
-0.02434961125254631,
0.057520076632499695,
0.005717114545404911,
-0.0022238322999328375,
-0.004267370793968439,
-0.02983471192419529,
0.008408430963754654,
0.01429388765245676,
-0.05352161079645157,
0.02405795454978943,
0.02779175341129303,
-0.05597948282957077,
0.058214567601680756,
-0.03011024184525013,
0.035930827260017395,
0.054740019142627716,
-0.0015013623051345348,
-0.0007201777771115303,
0.025201668962836266,
-0.030336808413267136,
0.004841428250074387,
0.04557410255074501,
-0.056742917746305466,
0.0000311905714625027,
-0.0014302743365988135,
0.06366058439016342,
-0.07655153423547745,
0.05982529744505882,
0.047336094081401825,
0.007281188853085041,
0.019493084400892258,
-0.03245225176215172,
-0.0247705839574337,
0.02884860895574093,
-0.04615040123462677,
0.0795522928237915,
0.012186932377517223,
-0.07250338792800903,
0.06857039034366608,
0.023881737142801285,
-0.07220418751239777,
0.05374410003423691,
0.04437611997127533,
0.041293270885944366,
0.04629998281598091,
0.07407254725694656,
-0.055390726774930954,
0.00878618098795414,
-0.038686610758304596,
0.015808699652552605,
-0.07827985286712646,
0.00908742193132639,
-0.0004991527530364692,
-0.032142411917448044,
-0.028577817603945732,
0.024994784966111183,
-0.006653619464486837,
0.026432305574417114,
0.017670460045337677,
-0.05642831698060036,
-0.018746189773082733,
0.02527637407183647,
0.03911849111318588,
-0.014228261075913906,
0.028914740309119225,
-0.02940491773188114,
0.026791077107191086,
0.016018589958548546,
-0.02017877995967865,
-0.04393124207854271,
0.011323278769850731,
0.028137726709246635,
-0.05942966043949127,
-0.04097045585513115,
0.01492242980748415,
0.002320155967026949,
-0.017328321933746338,
0.05347380042076111,
-0.008115698583424091,
0.03175004571676254,
0.026426030322909355,
-0.020778784528374672,
0.026194129139184952,
-0.04724917188286781,
-0.008993114344775677,
-0.008418313227593899,
0.023742007091641426,
0.0286868866533041,
-0.010758429765701294,
0.036393631249666214,
0.0237054955214262,
0.05964968726038933,
-0.015287406742572784,
-0.036675285547971725,
-0.02769693173468113,
0.005278292577713728,
-0.046054475009441376,
0.002222990384325385,
-0.011656653136014938,
-0.0501834936439991,
-0.03250111639499664,
-0.03197597339749336,
-0.00021868474141228944,
0.0342629998922348,
-0.04419985041022301,
-0.0045577408745884895,
0.05349871516227722,
-0.03280594199895859,
-0.012904415838420391,
-0.08296318352222443,
-0.021120427176356316,
-0.04285869747400284,
0.009688453748822212,
0.002983285579830408,
-0.027818121016025543,
0.03689766302704811,
-0.037644702941179276,
-0.0805692970752716,
0.040546298027038574,
0.03545844927430153,
-0.036627814173698425,
0.06072140485048294,
0.0321841798722744,
-0.04963574558496475,
-0.0003970638499595225,
0.05999483913183212,
-0.05621133744716644,
0.009152163751423359,
0.010367506183683872,
0.025206321850419044,
0.01716993935406208,
0.015432056970894337,
-0.0009423618903383613,
-0.034949321299791336,
-0.022466115653514862,
-0.06039365008473396,
-0.017226070165634155,
-0.01865168660879135,
0.061405248939991
] |
AdapterHub/roberta-base-pf-boolq | [
"roberta",
"en",
"dataset:boolq",
"arxiv:2104.08247",
"adapter-transformers",
"text-classification",
"adapterhub:qa/boolq"
] | text-classification | {
"architectures": null,
"model_type": "roberta",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 36 | null | ## ParsBERT: Transformer-based Model for Persian Language Understanding
ParsBERT is a monolingual language model based on Google’s BERT architecture with the same configurations as BERT-Base.
Paper presenting ParsBERT: [arXiv:2005.12515](https://arxiv.org/abs/2005.12515)
All the models (downstream tasks) are uncased and trained with whole word masking. (coming soon stay tuned)
---
## Introduction
This model is pre-trained on a large Persian corpus with various writing styles from numerous subjects (e.g., scientific, novels, news) with more than 2M documents. A large subset of this corpus was crawled manually.
As a part of ParsBERT methodology, an extensive pre-processing combining POS tagging and WordPiece segmentation was carried out to bring the corpus into a proper format. This process produces more than 40M true sentences.
## Evaluation
ParsBERT is evaluated on three NLP downstream tasks: Sentiment Analysis (SA), Text Classification, and Named Entity Recognition (NER). For this matter and due to insufficient resources, two large datasets for SA and two for text classification were manually composed, which are available for public use and benchmarking. ParsBERT outperformed all other language models, including multilingual BERT and other hybrid deep learning models for all tasks, improving the state-of-the-art performance in Persian language modeling.
## Results
The following table summarizes the F1 score obtained by ParsBERT as compared to other models and architectures.
### Sentiment Analysis (SA) task
| Dataset | ParsBERT | mBERT | DeepSentiPers |
|:--------------------------:|:---------:|:-----:|:-------------:|
| Digikala User Comments | 81.74* | 80.74 | - |
| SnappFood User Comments | 88.12* | 87.87 | - |
| SentiPers (Multi Class) | 71.11* | - | 69.33 |
| SentiPers (Binary Class) | 92.13* | - | 91.98 |
### Text Classification (TC) task
| Dataset | ParsBERT | mBERT |
|:-----------------:|:--------:|:-----:|
| Digikala Magazine | 93.59* | 90.72 |
| Persian News | 97.19* | 95.79 |
### Named Entity Recognition (NER) task
| Dataset | ParsBERT | mBERT | MorphoBERT | Beheshti-NER | LSTM-CRF | Rule-Based CRF | BiLSTM-CRF |
|:-------:|:--------:|:--------:|:----------:|:--------------:|:----------:|:----------------:|:------------:|
| PEYMA | 93.10* | 86.64 | - | 90.59 | - | 84.00 | - |
| ARMAN | 98.79* | 95.89 | 89.9 | 84.03 | 86.55 | - | 77.45 |
**If you tested ParsBERT on a public dataset and you want to add your results to the table above, open a pull request or contact us. Also make sure to have your code available online so we can add it as a reference**
## How to use
### TensorFlow 2.0
```python
from transformers import AutoConfig, AutoTokenizer, TFAutoModel
config = AutoConfig.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
tokenizer = AutoTokenizer.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
model = AutoModel.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
text = "ما در هوشواره معتقدیم با انتقال صحیح دانش و آگاهی، همه افراد میتوانند از ابزارهای هوشمند استفاده کنند. شعار ما هوش مصنوعی برای همه است."
tokenizer.tokenize(text)
>>> ['ما', 'در', 'هوش', '##واره', 'معتقدیم', 'با', 'انتقال', 'صحیح', 'دانش', 'و', 'اگاهی', '،', 'همه', 'افراد', 'میتوانند', 'از', 'ابزارهای', 'هوشمند', 'استفاده', 'کنند', '.', 'شعار', 'ما', 'هوش', 'مصنوعی', 'برای', 'همه', 'است', '.']
```
### Pytorch
```python
from transformers import AutoConfig, AutoTokenizer, AutoModel
config = AutoConfig.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
tokenizer = AutoTokenizer.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
model = AutoModel.from_pretrained("HooshvareLab/bert-base-parsbert-uncased")
```
## NLP Tasks Tutorial
Coming soon stay tuned
## Cite
Please cite the following paper in your publication if you are using [ParsBERT](https://arxiv.org/abs/2005.12515) in your research:
```markdown
@article{ParsBERT,
title={ParsBERT: Transformer-based Model for Persian Language Understanding},
author={Mehrdad Farahani, Mohammad Gharachorloo, Marzieh Farahani, Mohammad Manthouri},
journal={ArXiv},
year={2020},
volume={abs/2005.12515}
}
```
## Acknowledgments
We hereby, express our gratitude to the [Tensorflow Research Cloud (TFRC) program](https://tensorflow.org/tfrc) for providing us with the necessary computation resources. We also thank [Hooshvare](https://hooshvare.com) Research Group for facilitating dataset gathering and scraping online text resources.
## Contributors
- Mehrdad Farahani: [Linkedin](https://www.linkedin.com/in/m3hrdadfi/), [Twitter](https://twitter.com/m3hrdadfi), [Github](https://github.com/m3hrdadfi)
- Mohammad Gharachorloo: [Linkedin](https://www.linkedin.com/in/mohammad-gharachorloo/), [Twitter](https://twitter.com/MGharachorloo), [Github](https://github.com/baarsaam)
- Marzieh Farahani: [Linkedin](https://www.linkedin.com/in/marziehphi/), [Twitter](https://twitter.com/marziehphi), [Github](https://github.com/marziehphi)
- Mohammad Manthouri: [Linkedin](https://www.linkedin.com/in/mohammad-manthouri-aka-mansouri-07030766/), [Twitter](https://twitter.com/mmanthouri), [Github](https://github.com/mmanthouri)
- Hooshvare Team: [Official Website](https://hooshvare.com/), [Linkedin](https://www.linkedin.com/company/hooshvare), [Twitter](https://twitter.com/hooshvare), [Github](https://github.com/hooshvare), [Instagram](https://www.instagram.com/hooshvare/)
## Releases
### Release v0.1 (May 27, 2019)
This is the first version of our ParsBERT based on BERT<sub>BASE</sub>
| [
-0.0003529514651745558,
-0.027824288234114647,
-0.025046609342098236,
0.06884883344173431,
0.017561912536621094,
0.042692169547080994,
-0.013242911547422409,
-0.011910276487469673,
-0.04365214332938194,
0.06518179178237915,
0.04749257490038872,
-0.024192797020077705,
0.002484452910721302,
0.043716903775930405,
-0.024068310856819153,
-0.03916691616177559,
-0.014150677248835564,
-0.017888624221086502,
-0.055396534502506256,
-0.01713564433157444,
-0.011497448198497295,
0.018404368311166763,
-0.0072097755037248135,
0.021751631051301956,
-0.0007984768599271774,
0.03380268067121506,
-0.016103330999612808,
0.03494379296898842,
0.012274933978915215,
-0.0862715095281601,
-0.02515385113656521,
-0.03358032554388046,
-0.020138677209615707,
-0.01800299994647503,
-0.025696059688925743,
0.01565713807940483,
-0.004117046948522329,
-0.010691305622458458,
0.011178560554981232,
0.03268783167004585,
-0.016017582267522812,
-0.014590312726795673,
-0.010092134587466717,
-0.04270520061254501,
0.020616937428712845,
0.009552137926220894,
-0.04231001436710358,
-0.012619299814105034,
0.04276729002594948,
-0.03136834129691124,
-0.038066525012254715,
-0.047149524092674255,
-0.04636475443840027,
0.02227180264890194,
0.0012180338380858302,
-0.021486952900886536,
-0.03651481866836548,
-0.0278706643730402,
0.065618135035038,
-0.0425095409154892,
-0.03222150728106499,
0.017385197803378105,
-0.049055907875299454,
0.0322001576423645,
0.02972455695271492,
-0.012135908007621765,
0.012652979232370853,
-0.05013662204146385,
0.03159746155142784,
-0.032800156623125076,
0.05979650467634201,
-0.03516159951686859,
0.01927856355905533,
-0.09584084898233414,
0.0069343773648142815,
-0.009758557192981243,
0.038704339414834976,
0.05115935951471329,
-0.031074369326233864,
0.07926519215106964,
0.011824244633316994,
0.0013042966602370143,
0.006743341218680143,
-0.01596752367913723,
-0.015919197350740433,
0.04767414927482605,
-0.024426348507404327,
-0.01321684941649437,
-0.011718319728970528,
0.04761529341340065,
-0.03419416397809982,
-0.03156762942671776,
-0.02794739603996277,
-0.02753969468176365,
-0.012981589883565903,
0.026670964434742928,
0.031146220862865448,
-0.019468681886792183,
0.04719371348619461,
0.03934284672141075,
0.042646318674087524,
0.03905868902802467,
-0.012000374495983124,
0.051896557211875916,
0.0005968446494080126,
-0.008115160278975964,
-0.03599880635738373,
-0.03160005062818527,
-0.027292707934975624,
0.013668795116245747,
0.04156927764415741,
-0.03564499318599701,
-0.04462263360619545,
0.05409632995724678,
0.0002047444140771404,
-0.012602480128407478,
0.04391689971089363,
-0.019444327801465988,
-0.040902018547058105,
-0.047992121428251266,
0.036309465765953064,
-0.0026360272895544767,
-0.002079446567222476,
0.0025048458483070135,
-0.05875307321548462,
0.018482619896531105,
-0.05199110135436058,
-0.010578127577900887,
0.003884847043082118,
0.02501591108739376,
0.005402588285505772,
0.02057671919465065,
0.036275580525398254,
-0.03187244385480881,
0.013322276994585991,
0.009451132267713547,
-0.07101400196552277,
0.019818762317299843,
0.046391699463129044,
0.12457847595214844,
-0.06707915663719177,
-0.03403555229306221,
0.027769753709435463,
0.01149184163659811,
-0.014513367787003517,
0.006421826779842377,
0.03388122469186783,
-0.0311397947371006,
-0.032861001789569855,
-0.019600458443164825,
0.04684922844171524,
-0.04948044195771217,
-0.029327142983675003,
0.04402653127908707,
-0.015365343540906906,
0.03366957604885101,
-0.0394466407597065,
-0.022808916866779327,
0.0018744091503322124,
0.010251577943563461,
-0.04814557731151581,
0.023938866332173347,
-0.00409556832164526,
-0.012815874069929123,
-0.0334269218146801,
-0.04795513302087784,
0.003102224785834551,
0.1038496345281601,
0.0013866169610992074,
-0.013154136016964912,
-0.03633531555533409,
0.000651983602438122,
0.05435430258512497,
0.03671819344162941,
-0.04687865823507309,
0.027048634365200996,
0.060383521020412445,
0.015092703513801098,
-0.024136845022439957,
0.08098694682121277,
0.014706792309880257,
-0.0629020631313324,
-0.020698821172118187,
0.004613952245563269,
-0.007089077495038509,
-0.01127832755446434,
0.026090731844305992,
0.047192443162202835,
-0.010852953419089317,
-0.004419014789164066,
-0.010437175631523132,
0.07146114110946655,
-0.014520548284053802,
0.006086317822337151,
-0.005685412324965,
-0.004016983788460493,
-0.042484723031520844,
0.05287272855639458,
-0.03048013150691986,
0.008333096280694008,
-0.014481130987405777,
-0.01919555477797985,
0.008005511946976185,
0.006193293258547783,
0.02617177739739418,
0.04546982795000076,
-0.02341337502002716,
0.09404338151216507,
-0.031459081918001175,
0.019065827131271362,
-0.03992888703942299,
-0.031165841966867447,
-0.006176046095788479,
0.0355047769844532,
0.037015289068222046,
0.023992039263248444,
0.002844658214598894,
-0.052240535616874695,
0.01482594944536686,
0.040723446756601334,
0.04074738174676895,
0.036005400121212006,
-0.019660670310258865,
-0.002053550211712718,
0.02780739776790142,
0.06734047830104828,
-0.04805813357234001,
-0.052150625735521317,
0.029569409787654877,
0.041140466928482056,
-0.03919999301433563,
0.02017866261303425,
-0.013621978461742401,
0.03723946958780289,
-0.012000258080661297,
-0.07498741149902344,
0.050505612045526505,
0.020006297156214714,
-0.007002055179327726,
0.01638680510222912,
0.010410496033728123,
-0.0013972027227282524,
0.019824132323265076,
0.01667254976928234,
-0.017534295096993446,
-0.06988931447267532,
-0.023227885365486145,
0.018467506393790245,
0.043930571526288986,
-0.03919136896729469,
0.03659164533019066,
0.0036123686004430056,
0.014849137514829636,
0.04423138126730919,
-0.012354283593595028,
0.02216188982129097,
0.018649540841579437,
0.022801809012889862,
-0.027460159733891487,
0.03237825632095337,
-0.001555146649479866,
0.029968788847327232,
0.07448722422122955,
-0.013825462199747562,
0.05564089119434357,
0.006562584545463324,
0.0565919354557991,
0.06958505511283875,
0.014524227008223534,
0.03488925099372864,
0.02886895276606083,
0.05011320859193802,
0.003966206684708595,
-0.016350435093045235,
0.045331764966249466,
-0.0460175983607769,
0.000034696768125286326,
-0.051515813916921616,
0.026225296780467033,
-0.001527234329842031,
-0.029230549931526184,
0.03604795038700104,
0.005122276954352856,
0.004641874693334103,
0.0003465436166152358,
0.0007121185772120953,
-0.01804421655833721,
0.050075504928827286,
-0.0068933856673538685,
0.023036014288663864,
0.00460964348167181,
-0.033205583691596985,
0.020078221336007118,
-0.07879570871591568,
-0.06176328286528587,
0.013656689785420895,
-0.023101365193724632,
-0.0038747661747038364,
-0.09700783342123032,
-0.03880791366100311,
-0.06610025465488434,
-0.0002702167257666588,
0.029173023998737335,
0.02887510508298874,
0.03159931302070618,
-0.011562835425138474,
0.01703854650259018,
-0.03592507168650627,
-0.005620833020657301,
-0.051253873854875565,
-0.04849705845117569,
-0.044945381581783295,
-0.0677945464849472,
0.04047907516360283,
0.01366440299898386,
0.010990532115101814,
0.018269943073391914,
0.012914770282804966,
-0.029410073533654213,
-0.03437115252017975,
0.043223265558481216,
0.03587735444307327,
-0.014993860386312008,
-0.06479679048061371,
0.021189026534557343,
-0.014430646784603596,
0.004470118787139654,
-0.011306848376989365,
-0.0537019707262516,
0.08386455476284027,
0.06515859812498093,
0.06008948013186455,
0.015255975537002087,
-0.0021827290765941143,
-0.05627270042896271,
-0.052732765674591064,
-0.037339214235544205,
-0.05910597741603851,
-0.011327245272696018,
-0.026985367760062218,
-0.03929530084133148,
-0.027876952663064003,
-0.0362604521214962,
-0.019789237529039383,
-0.007381086237728596,
0.022847212851047516,
0.046086691319942474,
0.059108443558216095,
0.03593339025974274,
0.04040956497192383,
-0.03814636543393135,
-0.007573429029434919,
0.08222494274377823,
-0.0010630767792463303,
0.006884537171572447,
-0.06476647406816483,
-0.03164799138903618,
0.04308818653225899,
0.02623908780515194,
-0.010332129895687103,
-0.02263019233942032,
0.06242281198501587,
0.0350753478705883,
0.011586212553083897,
0.008223907090723515,
0.004516472574323416,
-0.0510542206466198,
-0.008899501524865627,
-0.015493236482143402,
-0.02570205368101597,
-0.039895638823509216,
-0.0444490984082222,
-0.006700475700199604,
0.03550194203853607,
-0.041790369898080826,
-0.06092515587806702,
-0.016831442713737488,
0.03392932936549187,
0.008057834580540657,
0.0021306914277374744,
-0.026127004995942116,
0.026760779321193695,
-0.05067714676260948,
-0.032683275640010834,
0.005745445378124714,
-0.013959147967398167,
0.015050502493977547,
0.03415526822209358,
0.006967433262616396,
-0.027187343686819077,
0.047569114714860916,
0.009473392739892006,
0.06648006290197372,
0.021231580525636673,
-0.02999257668852806,
0.04184764251112938,
-0.038321055471897125,
0.02184331975877285,
0.006477069575339556,
-0.024006178602576256,
-0.0547281838953495,
-0.07412827759981155,
-0.0006619094056077302,
0.013422015123069286,
-0.018596243113279343,
-0.028449853882193565,
0.04327109083533287,
-0.018794653937220573,
-0.028592748567461967,
0.009845089167356491,
0.018208112567663193,
0.025566989555954933,
-0.029094360768795013,
0.039718665182590485,
-0.04013008251786232,
0.024582352489233017,
-0.03604966402053833,
0.010994389653205872,
-0.04872836545109749,
-0.03248312324285507,
-0.008508539758622646,
0.050836410373449326,
0.03356996178627014,
0.027980869635939598,
0.07922043651342392,
0.033777814358472824,
-0.028003757819533348,
0.04257018491625786,
0.05073478817939758,
0.014757629483938217,
-0.055829331278800964,
-0.03582137078046799,
-0.026128489524126053,
-0.024052603170275688,
-0.023021897301077843,
-0.01307808980345726,
0.011397700756788254,
0.028266489505767822,
0.007955591194331646,
-0.011912735179066658,
-0.006943294778466225,
-0.022289669141173363,
-0.032565370202064514,
-0.05251205340027809,
-0.01949782855808735,
0.011547460220754147,
-0.012209066189825535,
0.04094540700316429,
0.028637947514653206,
0.00714365066960454,
0.0865141972899437,
0.04521799460053444,
0.0014908208977431059,
-0.019255906343460083,
0.03581133112311363,
0.01862831600010395,
-0.03232617676258087,
-0.05562624707818031,
-0.06294086575508118,
0.040837667882442474,
0.06717007607221603,
-0.02497287467122078,
-0.07348112016916275,
0.0012141047045588493,
0.06286393105983734,
-0.016112148761749268,
0.058706026524305344,
-0.013071723282337189,
0.04902781546115875,
0.061539147049188614,
-0.016953948885202408,
0.02506205067038536,
-0.051143329590559006,
0.0027596934232860804,
-0.002228428376838565,
0.04171228036284447,
-0.018309960141777992,
-0.026822615414857864,
-0.06637321412563324,
0.028705449774861336,
0.008249010890722275,
0.034021470695734024,
0.06253281980752945,
-0.023189382627606392,
-0.028962858021259308,
0.033381830900907516,
0.010983270592987537,
-0.054121002554893494,
-0.020883090794086456,
0.038331083953380585,
0.051688749343156815,
-0.04693802446126938,
-0.043006766587495804,
-0.014654728583991528,
0.015269489027559757,
0.016935570165514946,
-0.006218096241354942,
-0.023471683263778687,
-0.057732339948415756,
0.02646546997129917,
-0.01956130936741829,
-0.0011507649905979633,
-0.08005618304014206,
0.03700319677591324,
-0.019048310816287994,
-0.023514851927757263,
0.04046265035867691,
0.03593873977661133,
0.03729086369276047,
0.04774827882647514,
-0.0037042126059532166,
0.03292056545615196,
-0.044369395822286606,
0.04818121716380119,
-0.010771776549518108,
-0.013624879531562328,
-0.015448741614818573,
-0.07011280208826065,
0.0055580162443220615,
-0.04840090498328209,
-0.041173603385686874,
-0.05048708990216255,
-0.04775899276137352,
0.0035102292895317078,
-0.03060951642692089,
0.0027001379057765007,
-0.01747654192149639,
0.05059133097529411,
-0.0027553632389754057,
-0.03194989264011383,
-0.025808917358517647,
-0.04105661064386368,
-0.06719984114170074,
-0.041777290403842926,
-0.000006178338935569627,
-0.0013310175854712725,
0.008879544213414192,
0.010298308916389942,
0.01959357038140297,
0.006677327677607536,
0.005864379927515984,
-0.04114237800240517,
0.043579213321208954,
-0.0018887848127633333,
-0.025163160637021065,
-0.044330351054668427,
0.03443147614598274,
0.01613832637667656,
0.03482123091816902,
-0.022310994565486908,
0.03210623934864998,
0.03086548112332821,
-0.04554455354809761,
-0.016738712787628174,
0.021054156124591827,
0.03929755091667175,
-0.08144848048686981,
-0.06753143668174744,
-0.008777937851846218,
-0.03359026461839676,
0.03433077037334442,
-0.005421139299869537,
-0.022671954706311226,
0.013990329578518867,
0.04775392264127731,
0.034358493983745575,
0.027085203677415848,
-0.04036770761013031,
0.01649787463247776,
-0.004999459255486727,
0.03526700660586357,
-0.035745009779930115,
0.02840377576649189,
-0.02078785002231598,
0.021482959389686584,
-0.012434741482138634,
-0.017275849357247353,
-0.022811345756053925,
0.019692907109856606,
0.0041057453490793705,
-0.014847738668322563,
-0.015128149650990963,
0.030283719301223755,
-0.03148457780480385,
0.03878355026245117,
-0.0053369938395917416,
0.014145399443805218,
-0.04026302695274353,
0.048435308039188385,
-0.04898539185523987,
-0.013365831226110458,
0.0003612310974858701,
-0.0009862784063443542,
-0.03570808097720146,
-0.007313927635550499,
0.00330054247751832,
-0.04093753919005394,
0.028517883270978928,
0.02024133689701557,
0.01626347377896309,
0.055025599896907806,
-0.00932867731899023,
-0.007444955874234438,
0.01587555930018425,
-0.053464051336050034,
-0.0345725379884243,
-0.01756892539560795,
0.006500254385173321,
-0.010491948574781418,
0.07209379971027374,
0.05667410418391228,
-0.04009571671485901,
-0.058015160262584686,
0.05582617595791817,
0.023372413590550423,
-0.0041556344367563725,
-0.004806367680430412,
0.040988389402627945,
0.062286388128995895,
0.04847341775894165,
-0.029377933591604233,
0.0005901432014070451,
-0.019359078258275986,
-0.02495649829506874,
0.01714954897761345,
0.014078761450946331,
0.003280235920101404,
-0.0008088237373158336,
-0.04509584233164787,
-0.02614881843328476,
0.07155933976173401,
0.04190095141530037,
0.013313881121575832,
0.02059028670191765,
-0.0496847964823246,
0.031079262495040894,
0.006572082173079252,
-0.0505262166261673,
-0.025761712342500687,
0.028463656082749367,
-0.024903107434511185,
0.06541703641414642,
-0.03483216464519501,
0.04359213262796402,
0.03296201303601265,
0.026744937524199486,
-0.0003572386340238154,
0.061929818242788315,
-0.04778602719306946,
-0.006850840989500284,
0.027443397790193558,
-0.04899540916085243,
-0.014952953904867172,
-0.027964802458882332,
0.0716179832816124,
-0.045205164700746536,
0.042837683111429214,
0.05025958642363548,
0.019401906058192253,
0.01884778030216694,
-0.041306689381599426,
-0.025738198310136795,
0.04846746474504471,
-0.04483684152364731,
0.08063104003667831,
-0.009044504724442959,
-0.06679932773113251,
0.05073723942041397,
0.014843903481960297,
-0.08701812475919724,
0.05058850720524788,
0.038404688239097595,
0.04597944766283035,
0.031585630029439926,
0.044727250933647156,
-0.06963688135147095,
0.015318633988499641,
-0.03940071165561676,
0.027723390609025955,
-0.07960060983896255,
0.003871529595926404,
0.015954308211803436,
-0.022068770602345467,
-0.016918564215302467,
0.055349238216876984,
-0.03136700391769409,
-0.0017846371047198772,
0.005380851216614246,
-0.056079283356666565,
-0.0708514153957367,
0.012515046633780003,
0.028029782697558403,
-0.02195800095796585,
0.0028099510818719864,
-0.039020512253046036,
0.020944781601428986,
-0.002089796820655465,
-0.005242934450507164,
-0.05029657855629921,
0.008687419816851616,
0.025866832584142685,
-0.045618653297424316,
-0.01011654082685709,
0.04762575402855873,
0.019472721964120865,
-0.011864828877151012,
0.059823743999004364,
-0.009527308866381645,
0.01113666221499443,
0.031092360615730286,
-0.0071990895085036755,
0.01257525384426117,
-0.02775440737605095,
-0.0031905733048915863,
0.03418327867984772,
-0.0010371616808697581,
0.03464413061738014,
-0.009452544152736664,
0.005216506775468588,
0.06623392552137375,
0.03704451769590378,
0.005157026927918196,
-0.04607859626412392,
-0.028136948123574257,
0.02230341173708439,
-0.04333370923995972,
0.005753365810960531,
-0.003536471864208579,
-0.0409495010972023,
-0.02797451801598072,
-0.0017117647221311927,
-0.03311409428715706,
0.026897495612502098,
-0.03433014824986458,
-0.003611289896070957,
0.00748900743201375,
-0.028627263382077217,
-0.03290221840143204,
-0.05446912720799446,
-0.022725112736225128,
-0.03531884774565697,
0.00683327903971076,
0.03162878751754761,
-0.03825122117996216,
0.03145824000239372,
-0.04160597175359726,
-0.05516714230179787,
0.03785396367311478,
0.012749925255775452,
-0.05899415910243988,
0.08061902970075607,
0.04630552977323532,
-0.03551318123936653,
0.00027584779309108853,
0.0468967966735363,
-0.04921133071184158,
0.04036075621843338,
0.0164390467107296,
0.006675868760794401,
0.015945352613925934,
0.05626826733350754,
-0.028796346858143806,
-0.03877260908484459,
-0.05777105316519737,
-0.030724572017788887,
-0.02419446036219597,
0.01031841617077589,
0.08124066144227982
] |
Akash7897/fill_mask_model | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- zh
inference:
parameters:
max_new_tokens: 128
do_sample: True
license: apache-2.0
---
# Wenzhong-GPT2-3.5B
- Github: [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)
- Docs: [Fengshenbang-Docs](https://fengshenbang-doc.readthedocs.io/)
## 简介 Brief Introduction
善于处理NLG任务，目前最大的，中文版的GPT2
Focused on handling NLG tasks, the current largest, Chinese GPT2.
## 模型分类 Model Taxonomy
| 需求 Demand | 任务 Task | 系列 Series | 模型 Model | 参数 Parameter | 额外 Extra |
| :----: | :----: | :----: | :----: | :----: | :----: |
| 通用 General | 自然语言生成 NLG| 闻仲 Wenzhong | GPT2 | 3.5B | 中文 Chinese |
## 模型信息 Model Information
为了可以获得一个强大的单向语言模型，我们采用GPT模型结构，并且应用于中文语料上。具体地，这个模型拥有30层解码器和35亿参数，这比原本的GPT2-XL还要大。我们在100G的中文语料上预训练，这消耗了32个NVIDIA A100显卡大约28小时。据我们所知，它是目前最大的中文的GPT模型。
To obtain a robust unidirectional language model, we adopt the GPT model structure and apply it to the Chinese corpus. Specifically, this model has 30 decoder layers and 3.5 billion parameters, which is larger than the original GPT2-XL. We pre-train it on 100G of Chinese corpus, which consumes 32 NVIDIA A100 GPUs for about 28 hours. To the best of our knowledge, it is the largest Chinese GPT model currently available.
## 使用 Usage
### 加载模型 Loading Models
```python
from transformers import GPT2Tokenizer, GPT2Model
tokenizer = GPT2Tokenizer.from_pretrained('IDEA-CCNL/Wenzhong-GPT2-3.5B')
model = GPT2Model.from_pretrained('IDEA-CCNL/Wenzhong-GPT2-3.5B')
text = "Replace me by any text you'd like."
encoded_input = tokenizer(text, return_tensors='pt')
output = model(**encoded_input)
```
### 使用示例 Usage Examples
```python
from transformers import pipeline, set_seed
set_seed(55)
generator = pipeline('text-generation', model='IDEA-CCNL/Wenzhong-GPT2-3.5B')
generator("北京位于", max_length=30, num_return_sequences=1)
```
## 引用 Citation
如果您在您的工作中使用了我们的模型，可以引用我们的[论文](https://arxiv.org/abs/2209.02970)：
If you are using the resource for your work, please cite the our [paper](https://arxiv.org/abs/2209.02970):
```text
@article{fengshenbang,
author = {Jiaxing Zhang and Ruyi Gan and Junjie Wang and Yuxiang Zhang and Lin Zhang and Ping Yang and Xinyu Gao and Ziwei Wu and Xiaoqun Dong and Junqing He and Jianheng Zhuo and Qi Yang and Yongfeng Huang and Xiayu Li and Yanghan Wu and Junyu Lu and Xinyu Zhu and Weifeng Chen and Ting Han and Kunhao Pan and Rui Wang and Hao Wang and Xiaojun Wu and Zhongshen Zeng and Chongpei Chen},
title = {Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence},
journal = {CoRR},
volume = {abs/2209.02970},
year = {2022}
}
```
也可以引用我们的[网站](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
You can also cite our [website](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
```text
@misc{Fengshenbang-LM,
title={Fengshenbang-LM},
author={IDEA-CCNL},
year={2021},
howpublished={\url{https://github.com/IDEA-CCNL/Fengshenbang-LM}},
}
``` | [
-0.02869064174592495,
-0.03842319920659065,
-0.012968935072422028,
0.0431099496781826,
0.0467127300798893,
0.0257241353392601,
-0.0013861616607755423,
-0.029184909537434578,
-0.010931779630482197,
0.04145671799778938,
0.02963779680430889,
0.023845866322517395,
0.009576385840773582,
0.052274882793426514,
-0.03651893138885498,
-0.04540472850203514,
0.003854521783068776,
-0.030290257185697556,
-0.05493522807955742,
-0.007581683807075024,
-0.021936941891908646,
0.0017060426762327552,
-0.020667066797614098,
0.020806465297937393,
-0.005525390151888132,
0.0137088093906641,
0.015387142077088356,
0.05358564481139183,
0.01823473908007145,
-0.08160299807786942,
-0.02094355598092079,
-0.040536049753427505,
-0.015201319940388203,
-0.01188324298709631,
-0.013233073055744171,
-0.02196575328707695,
0.003052691463381052,
-0.005184757988899946,
0.05316152051091194,
0.05009061098098755,
-0.019175486639142036,
-0.023341579362750053,
0.009760354645550251,
-0.04979380592703819,
0.05550907179713249,
0.0044478969648480415,
-0.022906558588147163,
-0.0032750379759818316,
0.04331042990088463,
-0.004576621577143669,
-0.03405728563666344,
-0.06807655096054077,
-0.019569803029298782,
0.014138203114271164,
-0.01523948647081852,
-0.030472617596387863,
-0.05318429693579674,
-0.012418466620147228,
0.07616344839334488,
-0.05295272171497345,
-0.06195400655269623,
-0.011084373109042645,
-0.06632959842681885,
0.0338265486061573,
0.02795843966305256,
-0.00981164537370205,
0.0016090093413367867,
-0.026776034384965897,
0.04404403269290924,
-0.03423028439283371,
0.04786387085914612,
-0.030468570068478584,
0.005029952619224787,
-0.1225896030664444,
-0.0012137619778513908,
-0.0036267118994146585,
0.027093833312392235,
0.001919878413900733,
-0.029389239847660065,
0.059676773846149445,
0.029988132417201996,
0.0057008531875908375,
0.017100298777222633,
0.007648381404578686,
-0.022544819861650467,
0.03849998489022255,
-0.04842718690633774,
0.0032729709055274725,
0.016591817140579224,
0.060246288776397705,
-0.05334090813994408,
-0.03392859175801277,
-0.010154850780963898,
-0.02257571369409561,
-0.02591349184513092,
0.011656698770821095,
0.038206521421670914,
-0.006967444438487291,
0.03388981521129608,
0.04003290459513664,
0.05380493402481079,
0.03988098353147507,
-0.0015062943566590548,
0.03360545262694359,
0.032827816903591156,
-0.003303378354758024,
-0.02614644356071949,
-0.04892542213201523,
-0.0394882932305336,
0.02556580677628517,
0.035242896527051926,
-0.04301709681749344,
-0.0483095608651638,
0.03359397128224373,
0.012001894414424896,
-0.009650054387748241,
0.05366000533103943,
-0.042704157531261444,
-0.040304724127054214,
-0.07130300253629684,
0.05347485840320587,
0.013211432844400406,
0.008231100626289845,
0.024702923372387886,
-0.053871192038059235,
0.020417440682649612,
-0.049782462418079376,
-0.030008606612682343,
-0.015981968492269516,
0.027371132746338844,
-0.03810231387615204,
0.021480806171894073,
0.016200225800275803,
-0.05149447172880173,
0.033195070922374725,
0.008713193237781525,
-0.06651418656110764,
0.07296161353588104,
0.01882890611886978,
0.08931770920753479,
-0.06918465346097946,
-0.04611716419458389,
0.035662803798913956,
0.0047916509211063385,
0.009886229410767555,
0.020591948181390762,
-0.009000084362924099,
-0.06984470784664154,
-0.029980121180415154,
-0.02912718616425991,
0.05893418565392494,
-0.052965473383665085,
0.0028714181389659643,
0.06492098420858383,
-0.01028737798333168,
0.03486613556742668,
-0.031997695565223694,
0.012577824294567108,
-0.0049558402970433235,
-0.00954325683414936,
-0.02729625254869461,
0.05827350169420242,
-0.01982632279396057,
-0.024752778932452202,
-0.05810565873980522,
-0.04611082375049591,
0.014387670904397964,
0.0666600912809372,
0.012858698144555092,
-0.011632093228399754,
-0.011638144962489605,
0.04024473577737808,
0.06438001990318298,
0.04392365366220474,
-0.05668710917234421,
0.05628937855362892,
0.042755160480737686,
0.008579530753195286,
-0.014574453234672546,
0.08264213055372238,
0.03861811384558678,
-0.04003781080245972,
-0.010772688314318657,
-0.01566237583756447,
0.007838121615350246,
-0.046859193593263626,
-0.015141244977712631,
0.038389164954423904,
-0.011971749365329742,
-0.03955913335084915,
-0.02540360577404499,
0.07594535499811172,
0.02083665318787098,
0.0026282924227416515,
-0.005987523123621941,
0.01326532382518053,
-0.021690446883440018,
0.0582895390689373,
-0.025266272947192192,
0.005150706507265568,
-0.013399019837379456,
-0.018520480021834373,
0.0010903897928074002,
0.03619213402271271,
0.0532282218337059,
0.0401013009250164,
-0.008922483772039413,
0.04895072057843208,
-0.021769313141703606,
0.006153253372758627,
-0.04977057874202728,
-0.03840048983693123,
-0.014226826839148998,
0.02349242754280567,
0.00618654815480113,
0.019853297621011734,
-0.0006641984800808132,
-0.03534214571118355,
0.04962623864412308,
0.0660833865404129,
0.06153258681297302,
0.04535641893744469,
-0.018813863396644592,
0.0030944638419896364,
0.04788541421294212,
0.05036801099777222,
-0.07925249636173248,
-0.05397358164191246,
0.031764037907123566,
0.038033921271562576,
-0.02103247307240963,
0.020846452564001083,
-0.016015736386179924,
0.03291737660765648,
-0.04514598101377487,
-0.07924745976924896,
0.023417744785547256,
0.022485075518488884,
0.011038059368729591,
0.042257558554410934,
0.012960880063474178,
0.00426906906068325,
0.028767695650458336,
-0.013272849842905998,
0.024469571188092232,
-0.055597878992557526,
0.013801511377096176,
0.04019985347986221,
0.034721579402685165,
-0.054267920553684235,
0.002117093652486801,
-0.004245823714882135,
0.019738368690013885,
0.042578574270009995,
-0.047735538333654404,
0.020876843482255936,
0.021398741751909256,
0.008006789721548557,
-0.0466562919318676,
0.030135177075862885,
-0.006709918845444918,
0.03901243954896927,
0.06037856265902519,
0.006892578210681677,
0.05149326100945473,
0.0034695668146014214,
0.045855745673179626,
0.052136387676000595,
0.017998438328504562,
0.02227260358631611,
0.037234362214803696,
0.0641389787197113,
0.016469117254018784,
0.016645416617393494,
0.053675685077905655,
-0.04917873069643974,
0.012064636684954166,
-0.04873169958591461,
0.022821618244051933,
-0.0027489701751619577,
-0.02248458005487919,
0.053343918174505234,
0.025615209713578224,
0.00880526378750801,
0.020861072465777397,
-0.010717127472162247,
-0.02761221118271351,
0.028415853157639503,
-0.024909960106015205,
-0.01721564680337906,
-0.008048919960856438,
-0.038766369223594666,
0.004845435731112957,
-0.08268000930547714,
-0.04748421907424927,
-0.0030606677755713463,
-0.03625762462615967,
-0.012485435232520103,
-0.07988953590393066,
-0.019985558465123177,
-0.0710681676864624,
-0.02374332584440708,
0.04443772882223129,
0.03116607293486595,
0.016376353800296783,
-0.04817909747362137,
0.05307568237185478,
-0.049820899963378906,
0.005698585882782936,
-0.035423412919044495,
-0.04001781344413757,
-0.04568721726536751,
-0.06605742871761322,
0.03210866078734398,
0.024393288418650627,
0.00633309967815876,
0.02048831433057785,
-0.0012712872121483088,
-0.0056717293336987495,
-0.017332565039396286,
0.06050175428390503,
0.04972349479794502,
-0.03754683956503868,
-0.028318950906395912,
0.04340336471796036,
-0.010411814786493778,
0.014349432662129402,
-0.018299419432878494,
-0.03802821412682533,
0.07525321841239929,
0.09076255559921265,
0.01654081977903843,
-0.005145511589944363,
-0.03147883713245392,
-0.0505031943321228,
-0.04440607130527496,
-0.038166265934705734,
-0.046211447566747665,
0.005388639867305756,
-0.008457012474536896,
-0.024454930797219276,
0.024834059178829193,
-0.013030351139605045,
-0.001092362916097045,
-0.005058142356574535,
-0.0061448728665709496,
0.030580157414078712,
0.04841785132884979,
0.030075613409280777,
0.05008567497134209,
-0.04462364688515663,
-0.011091485619544983,
0.07197588682174683,
0.014150834642350674,
0.008525307290256023,
-0.06117156147956848,
-0.015291186980903149,
0.03878450393676758,
0.024060511961579323,
-0.006699236109852791,
-0.018560271710157394,
0.06441251188516617,
0.013788123615086079,
0.00005352968946681358,
0.02482413314282894,
-0.05196189135313034,
-0.005193414632230997,
-0.0235135480761528,
0.026989899575710297,
-0.02627565898001194,
-0.024869278073310852,
-0.017171138897538185,
-0.028179753571748734,
0.03857790306210518,
-0.05120820179581642,
-0.06093573197722435,
-0.008699977770447731,
0.0405973382294178,
0.011890796944499016,
0.0015921605518087745,
-0.0318792499601841,
0.024438632652163506,
-0.03972753882408142,
-0.026268957182765007,
-0.00909911748021841,
0.0018625663360580802,
0.004438912030309439,
0.07489205151796341,
0.035333603620529175,
-0.023733418434858322,
0.03275110200047493,
0.03452467918395996,
0.08069343864917755,
0.037709515541791916,
-0.028152355924248695,
0.01924886181950569,
-0.03016209416091442,
0.032705552875995636,
0.0063291192054748535,
-0.01745554618537426,
-0.030615568161010742,
-0.1102125272154808,
-0.004503466188907623,
0.0033713181037455797,
-0.018172282725572586,
-0.03235207498073578,
0.056390948593616486,
-0.007778724655508995,
-0.007850494235754013,
0.017832858487963676,
0.01590792089700699,
0.043313853442668915,
-0.0667509213089943,
0.05653902515769005,
0.006899563129991293,
0.02634941041469574,
-0.050695039331912994,
0.010645972564816475,
-0.043609704822301865,
-0.00945794302970171,
-0.012155156582593918,
0.05943513289093971,
0.050075821578502655,
0.06142067909240723,
0.08333949744701385,
0.02942655421793461,
-0.038223057985305786,
0.06440988928079605,
0.04250967502593994,
-0.03127088397741318,
-0.03327402099967003,
-0.008607077412307262,
-0.02809935063123703,
-0.014910483732819557,
-0.010110639967024326,
-0.02285708673298359,
0.02864987775683403,
0.04392564669251442,
0.012383399531245232,
-0.007786549162119627,
0.0028782205190509558,
-0.013466066680848598,
-0.028076913207769394,
-0.04123162105679512,
-0.024243224412202835,
-0.0126290088519454,
-0.06905823945999146,
0.0033267163671553135,
0.029546663165092468,
0.01869475468993187,
0.06881003826856613,
0.046092282980680466,
-0.029174339026212692,
-0.049099151045084,
0.02837435156106949,
0.03845151513814926,
-0.04616360738873482,
-0.03736644610762596,
-0.03478433936834335,
0.06644058227539062,
0.037591610103845596,
-0.0064099193550646305,
-0.07079588621854782,
0.010006610304117203,
0.04652095586061478,
-0.051493000239133835,
0.05552666634321213,
-0.026319628581404686,
0.014223411679267883,
0.04898450896143913,
-0.010739943943917751,
0.023749511688947678,
-0.015997303649783134,
0.031324196606874466,
0.005152861587703228,
0.04407290741801262,
-0.03862529993057251,
-0.0397336520254612,
-0.04489383101463318,
0.026759766042232513,
0.03012252226471901,
0.035383228212594986,
0.02379625290632248,
-0.00362136191688478,
-0.06421568989753723,
0.014194044284522533,
0.03212631493806839,
-0.03530747815966606,
0.00841019582003355,
0.019741859287023544,
0.046922240406274796,
-0.06348912417888641,
-0.016590198501944542,
-0.010344067588448524,
0.01084826234728098,
0.017565375193953514,
-0.0010176323121413589,
-0.014778832904994488,
-0.04330110177397728,
0.020004237070679665,
-0.014752919785678387,
-0.01569492183625698,
-0.07244429737329483,
0.024434389546513557,
-0.027913831174373627,
-0.011440368369221687,
0.02815595082938671,
0.03805278614163399,
0.04533848166465759,
0.044573791325092316,
0.009804461151361465,
0.015751706436276436,
-0.04272741451859474,
0.019125955179333687,
-0.022496871650218964,
-0.034545447677373886,
0.015433765016496181,
-0.04864579811692238,
0.010122559033334255,
-0.046119026839733124,
-0.03770852088928223,
-0.03768504410982132,
-0.00193386385217309,
0.020489782094955444,
-0.028664100915193558,
-0.023906923830509186,
-0.005886289291083813,
0.05605693161487579,
-0.01709909923374653,
-0.041793860495090485,
-0.04213905707001686,
-0.02875170111656189,
-0.04829903692007065,
-0.06658151000738144,
0.005512594245374203,
0.01847938820719719,
0.011640919372439384,
0.003813663497567177,
0.022217608988285065,
0.008861595764756203,
-0.006830289494246244,
-0.015285659581422806,
0.06262744963169098,
-0.013073231093585491,
-0.01754293031990528,
-0.03144156560301781,
-0.007369211874902248,
-0.009177661500871181,
0.019126642495393753,
-0.028030075132846832,
0.03869958966970444,
0.036905113607645035,
-0.025407521054148674,
0.013526413589715958,
0.021536139771342278,
0.026667095720767975,
-0.06238855794072151,
-0.052346523851156235,
-0.011875676922500134,
-0.024978293105959892,
0.03624046966433525,
-0.016593091189861298,
-0.00868482980877161,
-0.014493318274617195,
0.025057025253772736,
0.03960930556058884,
-0.006598221603780985,
-0.02869308739900589,
0.042230404913425446,
-0.0303166713565588,
0.0007560341036878526,
-0.05274658650159836,
0.03274422883987427,
-0.037357255816459656,
0.03041486255824566,
-0.009487034752964973,
-0.028972521424293518,
-0.04563937708735466,
0.022521045058965683,
0.0009144647629000247,
0.0002222135226475075,
-0.0014576730318367481,
0.012423931621015072,
-0.04015376418828964,
0.0354846715927124,
-0.030190423130989075,
0.010753845795989037,
-0.023102162405848503,
0.029428400099277496,
-0.03375420346856117,
-0.0019191647879779339,
-0.013779527507722378,
0.026160191744565964,
-0.04313494265079498,
-0.024419939145445824,
-0.014399275183677673,
-0.038987159729003906,
0.03960539400577545,
0.04828418791294098,
0.009657013230025768,
0.013079546391963959,
-0.01406028587371111,
0.007366838864982128,
0.016745569184422493,
-0.045493099838495255,
-0.008685118518769741,
-0.04352415353059769,
-0.001604339573532343,
-0.0004696063697338104,
0.043415047228336334,
0.057127539068460464,
-0.06092283874750137,
-0.04397396743297577,
0.04787547513842583,
0.013404730707406998,
0.013430852442979813,
0.007741786539554596,
0.027308262884616852,
0.005300451535731554,
0.0472010038793087,
-0.04360703006386757,
-0.002747651655226946,
-0.026134779676795006,
-0.01578455977141857,
0.032317668199539185,
0.007245760411024094,
0.02204173617064953,
-0.004834244027733803,
-0.01593530736863613,
-0.007832295261323452,
0.06616879254579544,
0.004078349098563194,
0.01024334691464901,
-0.008971169590950012,
-0.04531523957848549,
-0.009077549912035465,
-0.008032663725316525,
-0.04993600770831108,
-0.036202918738126755,
0.012903498485684395,
-0.04897747188806534,
0.08527303487062454,
-0.017246561124920845,
0.0035118195228278637,
0.04125310480594635,
0.007618806790560484,
0.008374717086553574,
0.05730542168021202,
-0.0364559143781662,
-0.0028590329457074404,
0.01883644424378872,
-0.056618835777044296,
0.004985040985047817,
-0.02110249176621437,
0.07385086268186569,
-0.061585620045661926,
0.0556693859398365,
0.048740047961473465,
0.008950179442763329,
0.009106269106268883,
-0.03489876538515091,
-0.034486960619688034,
0.005313343834131956,
-0.03802965208888054,
0.0812944620847702,
-0.01509689912199974,
-0.06628116220235825,
0.055231329053640366,
0.02263338305056095,
-0.07295969128608704,
0.050092194229364395,
0.05730350315570831,
0.039795733988285065,
0.044057346880435944,
0.03942910209298134,
-0.04432716593146324,
-0.01384969986975193,
-0.05076094716787338,
0.011544567532837391,
-0.03598784655332565,
-0.005372777581214905,
0.0223573986440897,
-0.042306944727897644,
-0.02597951516509056,
0.032294485718011856,
-0.013703002594411373,
-0.009534936398267746,
0.047336529940366745,
-0.06840954720973969,
-0.04732600599527359,
-0.008412308990955353,
0.05003088340163231,
-0.021099139004945755,
0.020040417090058327,
-0.03355564549565315,
0.01626022346317768,
0.008626650087535381,
0.0013385011116042733,
-0.009676521643996239,
0.018139231950044632,
0.03152944892644882,
-0.058318253606557846,
-0.0027378604281693697,
0.03831837698817253,
0.023348268121480942,
-0.016959352418780327,
0.04174744337797165,
-0.03323492035269737,
0.034860145300626755,
0.025354159995913506,
0.010428673587739468,
0.03196286782622337,
-0.040743183344602585,
-0.027152182534337044,
0.008197301998734474,
0.015986626967787743,
0.012774917297065258,
-0.017018331214785576,
0.013435205444693565,
0.03208702802658081,
0.03168507665395737,
0.009903988800942898,
-0.05518600344657898,
-0.010461214929819107,
0.021895932033658028,
-0.03214302286505699,
0.01666119135916233,
0.005871178116649389,
-0.058703962713479996,
-0.03809138387441635,
-0.01823979802429676,
-0.017074497416615486,
0.046057697385549545,
-0.035004548728466034,
-0.012295660562813282,
0.05421917513012886,
0.01172203104943037,
-0.03894122317433357,
-0.06336015462875366,
-0.015322958119213581,
-0.01989331655204296,
0.038066912442445755,
0.00807290431112051,
-0.027589302510023117,
0.040496014058589935,
-0.05325799807906151,
-0.07786761224269867,
0.007638229988515377,
0.011709620244801044,
-0.04553014039993286,
0.05615784972906113,
0.03464093059301376,
-0.03330957889556885,
0.019688013941049576,
0.04205791652202606,
-0.06308407336473465,
0.05400640517473221,
0.02140675112605095,
0.006772705353796482,
0.03800288960337639,
0.013054374605417252,
-0.012762371450662613,
-0.01182515174150467,
-0.07091207802295685,
-0.03579498454928398,
-0.03516107797622681,
-0.02804144099354744,
0.059623993933200836
] |
Akash7897/gpt2-wikitext2 | [
"pytorch",
"tensorboard",
"gpt2",
"text-generation",
"transformers",
"generated_from_trainer",
"license:mit"
] | text-generation | {
"architectures": [
"GPT2LMHeadModel"
],
"model_type": "gpt2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": true,
"max_length": 50
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 5 | null | ---
language:
- en
inference: false
license: apache-2.0
---
# Yuyuan-GPT2-3.5B
- Github: [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)
- Docs: [Fengshenbang-Docs](https://fengshenbang-doc.readthedocs.io/)
## 简介 Brief Introduction
目前最大的，医疗领域的生成语言模型GPT2。
The currently largest, generative language model GPT2 in the medical domain.
## 模型分类 Model Taxonomy
| 需求 Demand | 任务 Task | 系列 Series | 模型 Model | 参数 Parameter | 额外 Extra |
| :----: | :----: | :----: | :----: | :----: | :----: |
| 特殊 Special | 领域 Domain | 余元 Yuyuan | GPT2 | 3.5B | - |
## 模型信息 Model Information
我们采用与Wenzhong-GPT2-3.5B相同的架构，在50GB的医学(PubMed)语料库上进行预训练。我们使用了32个NVIDIA A100显卡大约7天。我们的Yuyuan-GPT2-3.5B是医疗领域最大的开源的GPT2模型。进一步地，模型可以通过计算困惑度（PPL）来判断事实。为了完成问答功能，我们将短语模式从疑问的形式转换为了陈述句。
We adopt the same architecture as Wenzhong-GPT2-3.5B to be pre-trained on 50 GB medical (PubMed) corpus. We use 32 NVIDIA A100 GPUs for about 7 days. Our Yuyuan-GPT2-3.5B is the largest open-source GPT2 model in the medical domain. We further allow the model to judge facts by computing perplexity (PPL). To accomplish question-and-answer functionality, we transform the phrase pattern from interrogative to declarative.
## 使用 Usage
### 加载模型 Loading Models
```python
from transformers import GPT2Tokenizer, GPT2Model
tokenizer = GPT2Tokenizer.from_pretrained('IDEA-CCNL/Yuyuan-GPT2-3.5B')
model = GPT2Model.from_pretrained('IDEA-CCNL/Yuyuan-GPT2-3.5B')
text = "Replace me by any text you'd like."
encoded_input = tokenizer(text, return_tensors='pt')
output = model(**encoded_input)
```
### 使用示例 Usage Examples
```python
from transformers import pipeline, set_seed
set_seed(55)
generator = pipeline('text-generation', model='IDEA-CCNL/Yuyuan-GPT2-3.5B')
generator("Diabetics should not eat", max_length=30, num_return_sequences=1)
```
## 引用 Citation
如果您在您的工作中使用了我们的模型，可以引用我们的[论文](https://arxiv.org/abs/2209.02970)：
If you are using the resource for your work, please cite the our [paper](https://arxiv.org/abs/2209.02970):
```text
@article{fengshenbang,
author = {Jiaxing Zhang and Ruyi Gan and Junjie Wang and Yuxiang Zhang and Lin Zhang and Ping Yang and Xinyu Gao and Ziwei Wu and Xiaoqun Dong and Junqing He and Jianheng Zhuo and Qi Yang and Yongfeng Huang and Xiayu Li and Yanghan Wu and Junyu Lu and Xinyu Zhu and Weifeng Chen and Ting Han and Kunhao Pan and Rui Wang and Hao Wang and Xiaojun Wu and Zhongshen Zeng and Chongpei Chen},
title = {Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence},
journal = {CoRR},
volume = {abs/2209.02970},
year = {2022}
}
```
也可以引用我们的[网站](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
You can also cite our [website](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
```text
@misc{Fengshenbang-LM,
title={Fengshenbang-LM},
author={IDEA-CCNL},
year={2021},
howpublished={\url{https://github.com/IDEA-CCNL/Fengshenbang-LM}},
}
```
| [
-0.018452588468790054,
-0.03708486258983612,
-0.010172748006880283,
0.055608976632356644,
0.040516216307878494,
0.02838461473584175,
0.010171554051339626,
-0.024289660155773163,
0.009912418201565742,
0.025750627741217613,
0.026493532583117485,
0.009784134104847908,
0.020467333495616913,
0.04592692106962204,
-0.010887698270380497,
-0.04034562036395073,
-0.014024167321622372,
-0.005412651225924492,
-0.0470588281750679,
-0.010321767069399357,
-0.013455954380333424,
0.0142621835693717,
-0.011548332870006561,
0.015431806445121765,
-0.0072707305662333965,
0.012453915551304817,
0.009697923436760902,
0.02929549477994442,
0.00993441417813301,
-0.07150184363126755,
-0.004150155000388622,
-0.047981880605220795,
-0.010502127930521965,
-0.013963766396045685,
-0.00706848269328475,
-0.021558338776230812,
0.015363773331046104,
0.008676910772919655,
0.04958212003111839,
0.04443947970867157,
-0.019585467875003815,
0.0006126445368863642,
0.014004153199493885,
-0.02707011066377163,
0.049104634672403336,
0.006319266278296709,
-0.020799607038497925,
-0.0330345518887043,
0.045020610094070435,
0.004817725624889135,
-0.03658595308661461,
-0.09931465983390808,
-0.00043216845369897783,
0.012176301330327988,
-0.004590804222971201,
-0.026490800082683563,
-0.05931530520319939,
-0.02166091836988926,
0.06549262255430222,
-0.04117332026362419,
-0.05257657915353775,
0.0002307765098521486,
-0.0821598693728447,
0.027667051181197166,
0.04538482055068016,
-0.046885326504707336,
-0.005234760232269764,
-0.031390875577926636,
0.04975166544318199,
-0.04774966090917587,
0.0464223213493824,
-0.031830087304115295,
0.027010247111320496,
-0.11817742139101028,
-0.006687910296022892,
0.010767699219286442,
0.03849533572793007,
0.02855544723570347,
-0.033517733216285706,
0.04887707158923149,
0.040327273309230804,
0.012711755000054836,
0.017143426463007927,
0.004464913159608841,
-0.019236288964748383,
0.037449561059474945,
-0.03997507691383362,
-0.0010304548777639866,
0.010935061611235142,
0.0650274008512497,
-0.04820834845304489,
-0.05401954799890518,
-0.017731867730617523,
-0.0347059890627861,
-0.01716149039566517,
0.021953575313091278,
0.03638920187950134,
-0.03241569921374321,
0.02520574815571308,
0.03133366256952286,
0.040795546025037766,
0.035327475517988205,
-0.005748228635638952,
0.042855121195316315,
0.028129804879426956,
0.011729133315384388,
-0.011644246056675911,
-0.0502425879240036,
-0.0390528067946434,
0.03885849565267563,
0.038617271929979324,
-0.04573832079768181,
-0.036726828664541245,
0.022876916453242302,
0.01829064078629017,
-0.010763833299279213,
0.07334619760513306,
-0.026288578286767006,
-0.04158253222703934,
-0.06615080684423447,
0.05339685082435608,
0.021466901525855064,
0.015225018374621868,
0.03147071599960327,
-0.05623241513967514,
0.008557039313018322,
-0.04624243453145027,
-0.024471189826726913,
0.002019821433350444,
0.024083876982331276,
-0.04360618814826012,
0.02614590711891651,
0.020864302292466164,
-0.05686387047171593,
0.025258498266339302,
0.022426249459385872,
-0.06974153220653534,
0.03726371377706528,
0.019419409334659576,
0.10279715061187744,
-0.0657162070274353,
-0.038823504000902176,
0.02853367105126381,
0.008079389110207558,
-0.0035733492113649845,
0.007894733920693398,
0.007075203582644463,
-0.052026960998773575,
-0.034020598977804184,
-0.0023599553387612104,
0.06854008883237839,
-0.04830352962017059,
0.0032273128163069487,
0.05299339443445206,
-0.00978604145348072,
0.04046326130628586,
-0.026758145540952682,
0.0012944780755788088,
-0.01295655220746994,
-0.003549315268173814,
-0.023730825632810593,
0.06607596576213837,
-0.027139786630868912,
-0.01712869293987751,
-0.05362941697239876,
-0.029996255412697792,
0.018048586323857307,
0.0748567059636116,
0.013313308358192444,
-0.023214302957057953,
-0.0489639937877655,
0.023685762658715248,
0.05914618819952011,
0.03829263150691986,
-0.047550804913043976,
0.06446518748998642,
0.04134194552898407,
0.012429031543433666,
-0.0035585255827754736,
0.06581180542707443,
0.0038950801827013493,
-0.02507147379219532,
-0.022735880687832832,
-0.003840808989480138,
0.011288757435977459,
-0.026500174775719643,
0.0074987877160310745,
0.03838255628943443,
-0.02222372777760029,
-0.03903363645076752,
-0.025016138330101967,
0.08291644603013992,
-0.009162033908069134,
-0.008503109216690063,
0.004951341077685356,
0.008549138903617859,
-0.028210319578647614,
0.0362553596496582,
-0.03692419081926346,
0.0158454068005085,
-0.019547121599316597,
-0.007607332430779934,
0.01280307862907648,
0.026189953088760376,
0.047694604843854904,
0.05369336158037186,
-0.006185300648212433,
0.07527253776788712,
-0.018298441544175148,
0.0007476875907741487,
-0.030958812683820724,
-0.03266117349267006,
-0.011918936856091022,
0.02547832392156124,
0.0019277393585070968,
0.03749790042638779,
-0.01038920134305954,
-0.03584151342511177,
0.05268489569425583,
0.08601129055023193,
0.07193873822689056,
0.049990784376859665,
-0.02427002042531967,
0.005971875973045826,
0.05579577386379242,
0.06207213178277016,
-0.06886261701583862,
-0.042610861361026764,
0.023602468892931938,
0.013849281705915928,
-0.03117956593632698,
0.027015721425414085,
-0.011488338932394981,
0.0376993827521801,
-0.02992483600974083,
-0.07958541810512543,
0.019346384331583977,
0.03961166739463806,
0.018244141712784767,
0.058990880846977234,
0.0011576373362913728,
-0.009257683530449867,
0.013666348531842232,
-0.000128219835460186,
0.018965039402246475,
-0.04575600102543831,
0.025077853351831436,
0.02839071862399578,
0.05663933977484703,
-0.05989478528499603,
0.008890959434211254,
0.00837146956473589,
0.013224533759057522,
0.03654564544558525,
-0.048485029488801956,
0.019213445484638214,
0.028779635205864906,
0.02058219350874424,
-0.039317935705184937,
0.014267859980463982,
0.005795327015221119,
0.020880695432424545,
0.05779919773340225,
0.0036919433623552322,
0.05184679105877876,
0.007223097607493401,
0.04111676290631294,
0.06168653443455696,
-0.00022349035134539008,
0.02169390767812729,
0.012245827354490757,
0.07841872423887253,
0.0017777099274098873,
0.02038947492837906,
0.0268576480448246,
-0.05776607245206833,
0.02464073710143566,
-0.04575302451848984,
0.02733715809881687,
-0.006324409507215023,
-0.0367601104080677,
0.05551067367196083,
0.03225263953208923,
-0.00308410357683897,
0.04418735206127167,
-0.013310236856341362,
-0.016306782141327858,
0.018190495669841766,
-0.04592040926218033,
0.0015057285781949759,
-0.007781578693538904,
-0.05527816340327263,
0.002773537766188383,
-0.06043151393532753,
-0.040199313312768936,
0.0027264768723398447,
-0.040887121111154556,
0.01203406136482954,
-0.07303229719400406,
-0.006976210977882147,
-0.09593696147203445,
-0.01722647435963154,
0.03175735101103783,
0.03224370256066322,
0.012346552684903145,
-0.028912419453263283,
0.038481276482343674,
-0.03680986166000366,
-0.008169285953044891,
-0.06463728845119476,
-0.03710080310702324,
-0.04277503117918968,
-0.08033690601587296,
0.030188437551259995,
0.01548931933939457,
0.021124331280589104,
0.01515893079340458,
-0.000540331588126719,
-0.005492923315614462,
-0.0138785969465971,
0.040351927280426025,
0.043024711310863495,
-0.05846647918224335,
-0.03556494414806366,
0.04902204871177673,
0.0010958806378766894,
0.017176378518342972,
-0.01336064375936985,
-0.005582668352872133,
0.09507817775011063,
0.07499344646930695,
0.02256573550403118,
-0.020375657826662064,
-0.027160197496414185,
-0.05223338305950165,
-0.012310966849327087,
-0.04129427671432495,
-0.05280677229166031,
0.01659172587096691,
-0.020865710452198982,
-0.02935209311544895,
0.012926697731018066,
-0.036133408546447754,
-0.0018457461846992373,
0.0007276254473254085,
0.004166266415268183,
0.037264809012413025,
0.04759944975376129,
0.03246369957923889,
0.03799377381801605,
-0.02100202813744545,
0.006533792242407799,
0.07096341997385025,
0.022165270522236824,
0.032908614724874496,
-0.048331812024116516,
-0.021942676976323128,
0.04140397533774376,
0.02251371368765831,
0.009713013656437397,
-0.015914488583803177,
0.0677613914012909,
0.01233112532645464,
-0.006645189598202705,
0.02065359614789486,
-0.048387326300144196,
-0.012491888366639614,
-0.027792491018772125,
0.027222197502851486,
-0.039060842245817184,
-0.03179425001144409,
-0.01632903516292572,
-0.03684896230697632,
0.03263094648718834,
-0.04963207244873047,
-0.0561969056725502,
-0.006015588995069265,
0.040947578847408295,
0.012489620596170425,
0.01765596680343151,
-0.030878327786922455,
0.007760030683130026,
-0.0469282865524292,
-0.011887716129422188,
0.005919494200497866,
-0.012948962859809399,
-0.010572561994194984,
0.06855090707540512,
0.031252890825271606,
-0.020287593826651573,
0.05427296832203865,
0.035796746611595154,
0.05453125759959221,
0.025454217568039894,
-0.023548221215605736,
0.021709484979510307,
-0.0270735751837492,
0.04914839193224907,
0.006692615337669849,
-0.016219599172472954,
-0.049935370683670044,
-0.10010738670825958,
0.0027193333953619003,
0.008823832497000694,
-0.008399145677685738,
-0.0023450797889381647,
0.026440657675266266,
-0.011766854673624039,
0.003143703332170844,
0.01590571738779545,
0.017015056684613228,
0.03790687397122383,
-0.06668869405984879,
0.04918041080236435,
0.005676986649632454,
0.016576459631323814,
-0.06453272700309753,
0.0073505728505551815,
-0.05534550920128822,
-0.02971023879945278,
-0.011133006773889065,
0.05052432790398598,
0.028357572853565216,
0.05951472371816635,
0.07417804002761841,
0.022458579391241074,
-0.03257324546575546,
0.047917164862155914,
0.04519187659025192,
-0.02855762653052807,
-0.033289939165115356,
-0.0038832593709230423,
-0.03495550528168678,
-0.022557852789759636,
-0.011371836997568607,
-0.02578074112534523,
0.029813498258590698,
0.039741966873407364,
-0.004988000262528658,
0.0023433282040059566,
-0.00777832418680191,
-0.030014431104063988,
-0.03629089891910553,
-0.03519221022725105,
-0.027223335579037666,
-0.02166590467095375,
-0.02676287665963173,
0.019875548779964447,
0.02637384831905365,
0.026724930852651596,
0.07798302173614502,
0.03729625418782234,
-0.024932662025094032,
-0.06004098802804947,
0.039008114486932755,
0.047963760793209076,
-0.05140438303351402,
-0.037411611527204514,
-0.02665225975215435,
0.060300711542367935,
0.04248778522014618,
-0.014571008272469044,
-0.08424557000398636,
0.0037763118743896484,
0.03671830892562866,
-0.04494445025920868,
0.05142839998006821,
-0.025760391727089882,
0.017141079530119896,
0.04704362526535988,
-0.007660639006644487,
0.02627170830965042,
-0.03069569170475006,
0.02537451684474945,
-0.005095408298075199,
0.055512502789497375,
-0.04513340815901756,
-0.031775157898664474,
-0.04849594458937645,
0.05577788129448891,
0.037051066756248474,
0.04263617470860481,
0.01482357643544674,
-0.008692766539752483,
-0.047788698226213455,
0.015213842503726482,
0.02543286234140396,
-0.03076999820768833,
0.025579601526260376,
0.02071996033191681,
0.04032835364341736,
-0.05990094318985939,
-0.01392135489732027,
-0.0320439413189888,
0.015383612364530563,
0.024270987138152122,
-0.011629682034254074,
-0.014258017763495445,
-0.04697229713201523,
0.011280512437224388,
-0.015278099104762077,
-0.026688380166888237,
-0.06939306110143661,
0.01702834852039814,
-0.03230731189250946,
-0.028573695570230484,
0.03913960978388786,
0.036281831562519073,
0.053873006254434586,
0.059949830174446106,
0.0077081965282559395,
0.005082375835627317,
-0.033654555678367615,
0.0208748709410429,
-0.02330721728503704,
-0.031671203672885895,
0.000716213951818645,
-0.03924466297030449,
-0.008057564496994019,
-0.048250555992126465,
-0.02165406011044979,
-0.04033532366156578,
-0.0035430018324404955,
0.02989077940583229,
-0.03359486907720566,
0.0012714246986433864,
0.002775130793452263,
0.0450800359249115,
-0.021015966311097145,
-0.028264202177524567,
-0.020188748836517334,
-0.03093920834362507,
-0.07002894580364227,
-0.06245281174778938,
0.014085337519645691,
0.011949995532631874,
0.012795203365385532,
0.014394802041351795,
0.019050203263759613,
0.01466924138367176,
-0.019735217094421387,
-0.024897221475839615,
0.07255496084690094,
0.010030550882220268,
-0.020763788372278214,
-0.056300073862075806,
-0.002883226377889514,
0.007930989377200603,
0.014348264783620834,
-0.03004603274166584,
0.03589584678411484,
0.03300151601433754,
-0.025230981409549713,
0.009467750787734985,
0.005801716353744268,
0.009266466833651066,
-0.05967307090759277,
-0.05396830663084984,
-0.01463462132960558,
-0.02802794985473156,
0.03890155255794525,
-0.01408133003860712,
-0.024908671155571938,
-0.015847299247980118,
0.03585992380976677,
0.046746429055929184,
0.005809471011161804,
-0.030909501016139984,
0.032242532819509506,
-0.020691359415650368,
0.004760827869176865,
-0.052615147083997726,
0.036014869809150696,
-0.045949991792440414,
0.006467828992754221,
-0.024671288207173347,
0.003912835381925106,
-0.05825948342680931,
0.021996958181262016,
-0.006316825281828642,
0.0155468275770545,
-0.00746464217081666,
0.004814859014004469,
-0.030318137258291245,
0.04246232658624649,
-0.03556333854794502,
-0.0033862190321087837,
-0.024733025580644608,
0.04307761415839195,
-0.03692348673939705,
-0.020005427300930023,
-0.035751186311244965,
0.01473250798881054,
-0.039239104837179184,
-0.005093215499073267,
-0.01602921076118946,
-0.02823004126548767,
0.024620959535241127,
0.040263570845127106,
0.04697221517562866,
0.028951596468687057,
-0.016304152086377144,
0.011628425680100918,
-0.00013476180902216583,
-0.06839060038328171,
-0.003085804171860218,
-0.04351909086108208,
-0.00405845558270812,
0.0031701282132416964,
0.039048075675964355,
0.046726927161216736,
-0.033899396657943726,
-0.0433809757232666,
0.049754805862903595,
0.014392384327948093,
0.010346725583076477,
0.027163533493876457,
0.008643041364848614,
0.018883178010582924,
0.03471376374363899,
-0.03869878873229027,
-0.007746861781924963,
-0.011652793735265732,
-0.022488394752144814,
0.02837863191962242,
-0.007618811447173357,
0.014969495125114918,
0.012428768910467625,
-0.025442849844694138,
0.000303088832879439,
0.04520237818360329,
0.0063048917800188065,
0.011194560676813126,
0.0031247693113982677,
-0.05395518243312836,
0.003746554721146822,
0.001334129716269672,
-0.04321196675300598,
-0.025816209614276886,
0.0018069904763251543,
-0.036961738020181656,
0.07278115302324295,
-0.023650385439395905,
-0.001783344428986311,
0.05987907946109772,
0.011409308761358261,
-0.013215654529631138,
0.04800156131386757,
-0.02094307914376259,
-0.016994113102555275,
0.03314674645662308,
-0.05882975831627846,
0.00695580430328846,
-0.028025297448039055,
0.07746116816997528,
-0.05645730718970299,
0.04061829298734665,
0.039887603372335434,
0.004348771180957556,
-0.0049788812175393105,
-0.04961564391851425,
-0.04543885588645935,
0.005033342633396387,
-0.034242238849401474,
0.07351639866828918,
-0.01989533007144928,
-0.0628478154540062,
0.062292397022247314,
0.026707634329795837,
-0.07758406549692154,
0.05004490911960602,
0.0616598054766655,
0.037896305322647095,
0.04640799015760422,
0.04169526323676109,
-0.053769029676914215,
-0.004333812743425369,
-0.030125601217150688,
0.009782259352505207,
-0.03849237039685249,
-0.018578464165329933,
0.021635910496115685,
-0.04835858196020126,
-0.034724779427051544,
0.014563826844096184,
-0.014861494302749634,
-0.015526322647929192,
0.0536426343023777,
-0.060141079127788544,
-0.040151406079530716,
0.009262128733098507,
0.039263106882572174,
-0.023952219635248184,
0.006766423117369413,
-0.04699450731277466,
0.031021859496831894,
0.022592563182115555,
0.0038083018735051155,
-0.0071542952209711075,
0.020200811326503754,
0.027131419628858566,
-0.0581594817340374,
-0.022718392312526703,
0.016331255435943604,
0.022713951766490936,
-0.016824442893266678,
0.03890962898731232,
-0.01006007194519043,
0.012937122955918312,
0.022621821612119675,
0.0013963563833385706,
0.016288742423057556,
-0.03933922201395035,
-0.00112212507519871,
0.018944138661026955,
0.018413949757814407,
0.041997503489255905,
-0.02572835423052311,
0.013479678891599178,
0.03197730705142021,
0.052146539092063904,
-0.00010734402167145163,
-0.05091768130660057,
-0.00240884511731565,
0.010573022067546844,
-0.042783476412296295,
0.023753078654408455,
-0.01056230440735817,
-0.062085751444101334,
-0.006479328032582998,
-0.020778797566890717,
0.006953872740268707,
0.030768858268857002,
-0.03660073131322861,
-0.027881620451807976,
0.06408075243234634,
0.01384486723691225,
-0.029899539425969124,
-0.10003086924552917,
-0.022533098235726357,
-0.023729437962174416,
0.05198219045996666,
0.0076929498463869095,
-0.03878083825111389,
0.03795849159359932,
-0.07668224722146988,
-0.06864474713802338,
0.023885533213615417,
0.017013033851981163,
-0.04094477742910385,
0.06360883265733719,
0.02350432798266411,
-0.03870842978358269,
0.035844586789608,
0.03839634731411934,
-0.04652436077594757,
0.06238187104463577,
0.020192179828882217,
0.020131688565015793,
0.011786908842623234,
0.00831566471606493,
-0.033066872507333755,
0.003610576270148158,
-0.06063331291079521,
-0.032143644988536835,
-0.03290794417262077,
-0.009109368547797203,
0.0871153250336647
] |
Akash7897/my-newtokenizer | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- zh
license: apache-2.0
widget:
- text: "生活的真谛是[MASK]。"
---
# Zhouwenwang-Unified-1.3B
- Github: [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)
- Docs: [Fengshenbang-Docs](https://fengshenbang-doc.readthedocs.io/)
## 简介 Brief Introduction
与追一科技合作探索的中文统一模型，13亿参数的编码器结构模型。
The Chinese unified model explored in cooperation with Zhuiyi Technology, the encoder structure model with 1.3B parameters.
## 模型分类 Model Taxonomy
| 需求 Demand | 任务 Task | 系列 Series | 模型 Model | 参数 Parameter | 额外 Extra |
| :----: | :----: | :----: | :----: | :----: | :----: |
| 特殊 Special | 探索 Exploration | 周文王 Zhouwenwang | 待定 TBD | 1.3B | 中文 Chinese |
## 模型信息 Model Information
IDEA研究院认知计算中心联合追一科技有限公司提出的具有新结构的大模型。该模型在预训练阶段时考虑统一LM和MLM的任务，这让其同时具备生成和理解的能力，并且增加了旋转位置编码技术。目前已有13亿参数的Zhouwenwang-Unified-1.3B大模型，是中文领域中可以同时做LM和MLM任务的最大的模型。我们后续会持续在模型规模、知识融入、监督辅助任务等方向不断优化。
A large-scale model (Zhouwenwang-Unified-1.3B) with a new structure proposed by IDEA CCNL and Zhuiyi Technology. The model considers the task of unifying LM (Language Modeling) and MLM (Masked Language Modeling) during the pre-training phase, which gives it both generative and comprehension capabilities, and applys rotational position encoding. At present, Zhouwenwang-Unified-1.3B with 13B parameters is the largest Chinese model that can do both LM and MLM tasks. In the future, we will continue to optimize it in the direction of model size, knowledge incorporation, and supervisory assistance tasks.
### 下游任务 Performance
下游中文任务的得分（没有做任何数据增强）。
Scores on downstream chinese tasks (without any data augmentation)
| 模型 Model | afqmc | tnews | iflytek | ocnli | cmnli | wsc | csl |
| :--------: | :-----: | :----: | :-----: | :----: | :----: | :----: | :----: |
| roberta-wwm-ext-large | 0.7514 | 0.5872 | 0.6152 | 0.7770 | 0.8140 | 0.8914 | 0.8600 |
| Zhouwenwang-Unified-1.3B | 0.7463 | 0.6036 | 0.6288 | 0.7654 | 0.7741 | 0.8849 | 0. 8777 |
## 使用 Usage
因为[transformers](https://github.com/huggingface/transformers)库中是没有 Zhouwenwang-Unified-1.3B相关的模型结构的，所以你可以在我们的[Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)中找到并且运行代码。
Since there is no structure of Zhouwenwang-Unified-1.3B in [transformers library](https://github.com/huggingface/transformers), you can find the structure of Zhouwenwang-Unified-1.3B and run the codes in [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM).
```shell
git clone https://github.com/IDEA-CCNL/Fengshenbang-LM.git
```
### 加载模型 Loading Models
```python
from fengshen import RoFormerModel
from fengshen import RoFormerConfig
from transformers import BertTokenizer
tokenizer = BertTokenizer.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-1.3B")
config = RoFormerConfig.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-1.3B")
model = RoFormerModel.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-1.3B")
```
### 使用示例 Usage Examples
你可以使用该模型进行续写任务。
You can use the model for continuation writing tasks.
```python
from fengshen import RoFormerModel
from transformers import AutoTokenizer
import torch
import numpy as np
sentence = '清华大学位于'
max_length = 32
tokenizer = AutoTokenizer.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-1.3B")
model = RoFormerModel.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-1.3B")
for i in range(max_length):
encode = torch.tensor(
[[tokenizer.cls_token_id]+tokenizer.encode(sentence, add_special_tokens=False)]).long()
logits = model(encode)[0]
logits = torch.nn.functional.linear(
logits, model.embeddings.word_embeddings.weight)
logits = torch.nn.functional.softmax(
logits, dim=-1).cpu().detach().numpy()[0]
sentence = sentence + \
tokenizer.decode(int(np.random.choice(logits.shape[1], p=logits[-1])))
if sentence[-1] == '。':
break
print(sentence)
```
## 引用 Citation
如果您在您的工作中使用了我们的模型，可以引用我们的[论文](https://arxiv.org/abs/2209.02970)：
If you are using the resource for your work, please cite the our [paper](https://arxiv.org/abs/2209.02970):
```text
@article{fengshenbang,
author = {Jiaxing Zhang and Ruyi Gan and Junjie Wang and Yuxiang Zhang and Lin Zhang and Ping Yang and Xinyu Gao and Ziwei Wu and Xiaoqun Dong and Junqing He and Jianheng Zhuo and Qi Yang and Yongfeng Huang and Xiayu Li and Yanghan Wu and Junyu Lu and Xinyu Zhu and Weifeng Chen and Ting Han and Kunhao Pan and Rui Wang and Hao Wang and Xiaojun Wu and Zhongshen Zeng and Chongpei Chen},
title = {Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence},
journal = {CoRR},
volume = {abs/2209.02970},
year = {2022}
}
```
也可以引用我们的[网站](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
You can also cite our [website](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
```text
@misc{Fengshenbang-LM,
title={Fengshenbang-LM},
author={IDEA-CCNL},
year={2021},
howpublished={\url{https://github.com/IDEA-CCNL/Fengshenbang-LM}},
}
``` | [
-0.028650645166635513,
-0.021756663918495178,
-0.00395576935261488,
0.041532356292009354,
0.052946437150239944,
0.0168501827865839,
-0.010976526886224747,
-0.026882914826273918,
0.002263447502627969,
0.06505380570888519,
0.02466111071407795,
0.013537776656448841,
0.007110432721674442,
0.05651688575744629,
-0.01743173599243164,
-0.0438823401927948,
-0.00490838848054409,
-0.04188476875424385,
-0.06357372552156448,
0.001674799364991486,
-0.016212500631809235,
-0.006037470884621143,
-0.02028939127922058,
0.03353192284703255,
0.017869696021080017,
0.0013430762337520719,
0.02110549993813038,
0.07579117268323898,
0.019656743854284286,
-0.06646566092967987,
-0.028830377385020256,
-0.03495950251817703,
-0.009527405723929405,
-0.02556750364601612,
-0.01918397843837738,
0.00280181085690856,
0.0032273107208311558,
0.0015495038824155927,
0.0527738519012928,
0.056390151381492615,
-0.027351444587111473,
-0.027060331776738167,
0.009185824543237686,
-0.018047481775283813,
0.058045752346515656,
0.018268583342432976,
-0.04189971461892128,
-0.004077178426086903,
0.05514876917004585,
-0.009072275832295418,
-0.04080779477953911,
-0.06870946288108826,
-0.01654690131545067,
0.012115515768527985,
-0.025659864768385887,
-0.02656119503080845,
-0.04018206149339676,
-0.028737017884850502,
0.0716416984796524,
-0.05920303985476494,
-0.0625724196434021,
-0.016399674117565155,
-0.06939741224050522,
0.03583059459924698,
0.03429729491472244,
-0.024587932974100113,
0.005477972328662872,
-0.024085594341158867,
0.0657186433672905,
-0.027731990441679955,
0.0482393242418766,
-0.0365179218351841,
-0.014933286234736443,
-0.08880582451820374,
0.012731898576021194,
-0.012963598594069481,
0.027348024770617485,
0.016247263178229332,
-0.021721376106142998,
0.05028098449110985,
0.017288336530327797,
0.0005918346578255296,
0.0099733741953969,
0.014570636674761772,
-0.008832872845232487,
0.024337049573659897,
-0.04063354432582855,
-0.0012270569568499923,
0.00552178593352437,
0.03529094159603119,
-0.03318626061081886,
-0.0417894572019577,
0.0016598203219473362,
-0.021325046196579933,
-0.011691421270370483,
0.000281370768789202,
0.04092840105295181,
-0.003135801525786519,
0.039020322263240814,
0.00848584808409214,
0.024754531681537628,
0.03751322254538536,
0.008886956609785557,
0.04426751285791397,
-0.0034555878955870867,
-0.019014539197087288,
-0.007605943828821182,
-0.03761245682835579,
-0.03846948966383934,
0.024938786402344704,
0.022279465571045876,
-0.03796761482954025,
-0.025936590507626534,
0.028926867991685867,
0.01627371646463871,
-0.03255566954612732,
0.05702964961528778,
-0.04444661736488342,
-0.034553807228803635,
-0.08260015398263931,
0.05277537927031517,
-0.008242490701377392,
0.01300644688308239,
0.02545599266886711,
-0.051810525357723236,
0.023509280756115913,
-0.06553440541028976,
-0.04317733645439148,
-0.0102484580129385,
0.030377304181456566,
-0.015638554468750954,
0.0392194427549839,
0.006488439626991749,
-0.05941037833690643,
0.018816936761140823,
-0.00913348700851202,
-0.06854178011417389,
0.055970482528209686,
0.02563905529677868,
0.09136322885751724,
-0.04712629318237305,
-0.04303060099482536,
0.029378604143857956,
0.004404196050018072,
0.012874707579612732,
0.03577471524477005,
-0.012563226744532585,
-0.05176837742328644,
-0.013874725438654423,
-0.02718275971710682,
0.053281474858522415,
-0.044031772762537,
0.003419887740164995,
0.056033872067928314,
-0.0021180850453674793,
0.04078725352883339,
-0.048605844378471375,
0.004165539983659983,
-0.00548514211550355,
-0.011614073999226093,
-0.03164026513695717,
0.0574633851647377,
-0.016763072460889816,
-0.027635682374238968,
-0.04007432982325554,
-0.05948064103722572,
0.015777625143527985,
0.05210498720407486,
-0.0011132988147437572,
-0.020260928198695183,
-0.019834158942103386,
0.03165074810385704,
0.05203579366207123,
0.02456112578511238,
-0.06603378057479858,
0.0501827634871006,
0.047857530415058136,
0.013639758341014385,
-0.018731946125626564,
0.08337819576263428,
0.033897679299116135,
-0.0317566841840744,
0.013982320204377174,
0.0019974135793745518,
0.01715131662786007,
-0.03935585170984268,
-0.017688941210508347,
0.04955508932471275,
0.002387561369687319,
-0.02919032797217369,
-0.017544904723763466,
0.07352153211832047,
0.010471194051206112,
-0.024309488013386726,
-0.016440028324723244,
0.00367788621224463,
-0.02427012100815773,
0.04646742343902588,
-0.019539015367627144,
0.0010408665984869003,
-0.006131953559815884,
-0.04288381338119507,
0.0013117939233779907,
0.060920391231775284,
0.05387372896075249,
0.024967769160866737,
0.00006991733971517533,
0.06973651796579361,
-0.022123217582702637,
-0.0031569974962621927,
-0.055342406034469604,
-0.03970612585544586,
0.004257776774466038,
0.04596662148833275,
-0.0004995680064894259,
0.04326418787240982,
-0.0017469106242060661,
-0.020917322486639023,
0.06009097397327423,
0.07686111330986023,
0.07246391475200653,
0.01897621527314186,
-0.022636784240603447,
-0.009749939665198326,
0.053544171154499054,
0.062100619077682495,
-0.08929122239351273,
-0.04198218137025833,
0.030874576419591904,
0.04028032347559929,
-0.03272904083132744,
0.0021899596322327852,
-0.0013925994280725718,
0.0323655866086483,
-0.062355343252420425,
-0.0920625850558281,
0.025325249880552292,
0.019682472571730614,
0.017511574551463127,
0.03860950097441673,
0.01868312433362007,
0.01819460839033127,
0.01706140860915184,
0.017512638121843338,
0.03570877015590668,
-0.03686385974287987,
0.01687859185039997,
0.039213333278894424,
0.04869227111339569,
-0.06013983488082886,
0.016744373366236687,
0.010705424472689629,
0.01676439866423607,
0.04687151312828064,
-0.04707041755318642,
0.026928482577204704,
0.04401316121220589,
-0.013258260674774647,
-0.03589193895459175,
0.03232096508145332,
0.012857570312917233,
0.05460629612207413,
0.06570879369974136,
0.00551453884691,
0.05972558259963989,
0.007857062853872776,
0.05203841254115105,
0.033532556146383286,
-0.0000747083977330476,
0.02942785806953907,
0.008737168274819851,
0.06190655380487442,
0.019413040950894356,
0.01265045627951622,
0.07084819674491882,
-0.03513895720243454,
-0.0018560201860964298,
-0.04728903993964195,
0.018823999911546707,
0.0035655468236654997,
-0.01881396770477295,
0.03770088776946068,
0.002642693230882287,
0.022008132189512253,
0.012995242141187191,
-0.01266359630972147,
-0.007776510436087847,
0.03799363225698471,
-0.0258477833122015,
-0.016551995649933815,
-0.01842069998383522,
-0.03585430607199669,
0.00016175571363419294,
-0.07104258984327316,
-0.053569868206977844,
0.0010732219088822603,
-0.04008033499121666,
0.0027754432521760464,
-0.051799796521663666,
-0.01148852240294218,
-0.06305023282766342,
-0.03387167677283287,
0.04711812734603882,
0.016796838492155075,
0.001934769214130938,
-0.04124206304550171,
0.04481636360287666,
-0.03808707743883133,
0.005224116612225771,
-0.022128337994217873,
-0.05094205215573311,
-0.013620208017528057,
-0.07402083277702332,
0.03244483470916748,
0.012066795490682125,
0.017932385206222534,
0.011004156433045864,
0.006833968218415976,
-0.02068532072007656,
-0.02167743444442749,
0.044120144098997116,
0.04923377186059952,
-0.015596016310155392,
-0.044174328446388245,
0.0524742566049099,
-0.016695767641067505,
0.016462722793221474,
-0.028684893622994423,
-0.04512784630060196,
0.08090049773454666,
0.07982425391674042,
0.018731463700532913,
-0.014713120646774769,
-0.008201426826417446,
-0.0435672327876091,
-0.03973839432001114,
-0.032508064061403275,
-0.03911109268665314,
-0.0027903802692890167,
0.005028983578085899,
-0.014572436921298504,
0.01838686317205429,
-0.003939962480217218,
0.00293046236038208,
-0.01573694497346878,
-0.004147946834564209,
0.030270278453826904,
0.026766154915094376,
0.03628638759255409,
0.057409677654504776,
-0.05220138281583786,
-0.006923421286046505,
0.05987806245684624,
0.023208094760775566,
0.01811756193637848,
-0.06059787794947624,
-0.03537388890981674,
0.03985438495874405,
0.03137002885341644,
-0.019597532227635384,
-0.028543416410684586,
0.05602073669433594,
0.009970549494028091,
-0.00892799161374569,
0.024804938584566116,
-0.037991736084222794,
-0.009690826758742332,
-0.004275529645383358,
0.02547876536846161,
-0.01195334829390049,
-0.05818980187177658,
-0.026306530460715294,
-0.0066708461381495,
0.04330462962388992,
-0.04327128827571869,
-0.06386186182498932,
-0.023697374388575554,
0.03715946525335312,
0.022811269387602806,
-0.011312641203403473,
-0.031110132113099098,
0.030726194381713867,
-0.04739208146929741,
-0.044094495475292206,
-0.003972920123487711,
0.014970446936786175,
0.005513492971658707,
0.0634102150797844,
0.018451161682605743,
-0.05413118004798889,
0.03205198794603348,
0.043673280626535416,
0.053186021745204926,
0.0399119034409523,
-0.04001583904027939,
0.006216510199010372,
-0.022660834714770317,
0.034190453588962555,
-0.000016546628103242256,
-0.019391657784581184,
-0.03592624515295029,
-0.09871885925531387,
-0.018150262534618378,
0.026407940313220024,
-0.02515055611729622,
-0.013360334560275078,
0.060041770339012146,
-0.029046250507235527,
-0.014983410947024822,
0.01785661093890667,
0.019053371623158455,
0.043903302401304245,
-0.04763992503285408,
0.05214535444974899,
-0.007956593297421932,
0.011181126348674297,
-0.03894208371639252,
0.026159776374697685,
-0.034529805183410645,
0.0027546663768589497,
-0.017497364431619644,
0.05349962040781975,
0.03454391285777092,
0.07856598496437073,
0.07448162883520126,
0.028117667883634567,
-0.04180871695280075,
0.07739400863647461,
0.056190140545368195,
-0.03084057755768299,
-0.026923293247818947,
0.00590920215472579,
-0.025695450603961945,
-0.02684616670012474,
0.005368491169065237,
-0.04293631389737129,
0.017003746703267097,
0.009340313263237476,
0.00830196961760521,
-0.01341979019343853,
0.031112510710954666,
-0.026164935901761055,
-0.03982985019683838,
-0.04294167086482048,
-0.012876516208052635,
-0.01258387416601181,
-0.08338000625371933,
0.013037355616688728,
0.03828863054513931,
0.02046980895102024,
0.06092217192053795,
0.04402853175997734,
-0.03531312197446823,
-0.06134738773107529,
0.024396728724241257,
0.024921074509620667,
-0.05021555349230766,
-0.04892144724726677,
-0.033249180763959885,
0.07165713608264923,
0.03916819766163826,
0.007960507646203041,
-0.07905106991529465,
0.032384734600782394,
0.05950172618031502,
-0.0543825700879097,
0.031038055196404457,
-0.015613993629813194,
0.020236920565366745,
0.031329862773418427,
-0.016455475240945816,
0.018308324739336967,
0.009600132703781128,
0.020873237401247025,
-0.0011653589317575097,
0.045469868928194046,
-0.0024538750294595957,
-0.03601403534412384,
-0.04004790633916855,
0.03440903499722481,
0.027371428906917572,
0.026160379871726036,
0.030258094891905785,
-0.007293746341019869,
-0.06825993210077286,
-0.00912986695766449,
0.01264403946697712,
-0.038062140345573425,
0.025964083150029182,
0.03965122252702713,
0.0422954335808754,
-0.04727989062666893,
-0.028685569763183594,
0.0008069431642070413,
-0.007981874980032444,
2.957284550575423e-7,
-0.028346307575702667,
-0.02979264222085476,
-0.04067039489746094,
0.02026502415537834,
-0.004874030593782663,
-0.01563217304646969,
-0.07338090240955353,
0.04201986640691757,
-0.030545230954885483,
-0.0032161518465727568,
0.0412483885884285,
0.031973909586668015,
0.04408635199069977,
0.04966879263520241,
0.005590159446001053,
-0.006395562551915646,
-0.024122104048728943,
0.04677584022283554,
-0.01070045493543148,
-0.025565145537257195,
0.028807004913687706,
-0.04674215242266655,
0.00982113927602768,
-0.048190921545028687,
-0.061293553560972214,
-0.043682828545570374,
-0.0040632025338709354,
0.03671823441982269,
-0.006355694029480219,
-0.014644999988377094,
-0.013126716949045658,
0.03085298277437687,
-0.03466331213712692,
-0.04068000987172127,
-0.03437889739871025,
-0.028926080092787743,
-0.06352637708187103,
-0.06626519560813904,
0.011458597145974636,
0.024589017033576965,
0.00954368431121111,
0.014605059288442135,
0.022069279104471207,
0.025378745049238205,
0.025352152064442635,
-0.00919084157794714,
0.0357036292552948,
-0.007708905264735222,
-0.03275274857878685,
-0.04981580749154091,
-0.014873371459543705,
-0.0108381612226367,
0.045773398131132126,
-0.051404595375061035,
0.04866531118750572,
0.035781197249889374,
-0.00828047189861536,
0.009301173500716686,
0.03254713863134384,
0.01033888291567564,
-0.06698232889175415,
-0.04841352999210358,
-0.014543143101036549,
-0.03977467864751816,
0.05005788058042526,
-0.014561844989657402,
-0.031268130987882614,
0.007213744334876537,
0.015418337658047676,
0.025240842252969742,
-0.02308599464595318,
-0.01430958416312933,
0.03129679709672928,
-0.01892027072608471,
-0.010510286316275597,
-0.05312981456518173,
0.021592000499367714,
-0.04104289412498474,
0.029427364468574524,
-0.02074354514479637,
-0.03849269077181816,
-0.05681107938289642,
0.023892918601632118,
-0.009874805808067322,
-0.041934672743082047,
-0.003940361086279154,
0.0021594788413494825,
-0.03633488714694977,
0.02635895647108555,
-0.02653837390244007,
0.02233855426311493,
-0.032948512583971024,
0.03327665477991104,
-0.013298091478645802,
0.0019118785858154297,
-0.0005944329313933849,
-0.002371269278228283,
-0.049329981207847595,
-0.03965684026479721,
-0.045124370604753494,
-0.034870050847530365,
0.018187450245022774,
0.05409332737326622,
0.0014034629566594958,
0.020723216235637665,
0.002267418196424842,
-0.008157462812960148,
-0.0013024375075474381,
-0.07511337101459503,
-0.007582877762615681,
-0.03421579301357269,
0.031187156215310097,
0.0026501035317778587,
0.03564581274986267,
0.04740164428949356,
-0.06803997606039047,
-0.04473232850432396,
0.04743772745132446,
0.031901560723781586,
-0.0012131688417866826,
0.022244036197662354,
0.041167937219142914,
-0.005636701826006174,
0.031119098886847496,
-0.03321411833167076,
-0.006194835528731346,
-0.020451532676815987,
-0.02785438671708107,
0.027164215222001076,
-0.00009687399142421782,
0.016640089452266693,
-0.0035115478094667196,
-0.011812820099294186,
-0.0075663006864488125,
0.08287417143583298,
0.0056281257420778275,
0.02007204107940197,
-0.03466825932264328,
-0.025429485365748405,
0.020328694954514503,
-0.012440692633390427,
-0.047971680760383606,
-0.02840879000723362,
-0.0074280244298279285,
-0.04777686670422554,
0.07309558242559433,
-0.014457963407039642,
0.006284543313086033,
0.03752368688583374,
0.02127181924879551,
-0.0007849795510992408,
0.05490199849009514,
-0.05291436240077019,
0.028265327215194702,
0.027644982561469078,
-0.05207274481654167,
-0.005203934386372566,
-0.022283213213086128,
0.06654874980449677,
-0.07959497720003128,
0.06497335433959961,
0.051779113709926605,
-0.0015410337364301085,
0.027618154883384705,
-0.025256508961319923,
-0.040679480880498886,
0.011225441470742226,
-0.02537977136671543,
0.05432925373315811,
-0.0032675256952643394,
-0.08681569993495941,
0.05806261673569679,
0.0418202243745327,
-0.07120268791913986,
0.039671026170253754,
0.0480981208384037,
0.016006510704755783,
0.031129486858844757,
0.0250796340405941,
-0.06147480010986328,
0.010364188812673092,
-0.04350291192531586,
0.015557071194052696,
-0.05207061022520065,
-0.01808798313140869,
0.046904608607292175,
-0.04666530340909958,
-0.03103310614824295,
-0.0024496829137206078,
0.027441324666142464,
-0.00472155399620533,
0.023569859564304352,
-0.053200043737888336,
-0.05333196744322777,
-0.013599105179309845,
0.024842461571097374,
-0.0030591243412345648,
0.026513440534472466,
-0.03509769216179848,
0.026358911767601967,
0.006989676970988512,
-0.0032319885212928057,
-0.03041033260524273,
0.02035452611744404,
0.04465605691075325,
-0.04841919243335724,
-0.018979856744408607,
0.06713657826185226,
0.007637840695679188,
-0.01853901334106922,
0.030500393360853195,
-0.0226888470351696,
0.021510688588023186,
0.02721395529806614,
0.008153456263244152,
0.04008817300200462,
-0.04780954867601395,
-0.023434672504663467,
0.024167589843273163,
0.008228427730500698,
0.008384468965232372,
-0.018930131569504738,
0.014067167416214943,
0.043318454176187515,
0.02156725712120533,
0.019940650090575218,
-0.04869762808084488,
-0.0011594363022595644,
0.04106888547539711,
-0.02783893421292305,
0.023159820586442947,
0.01581130363047123,
-0.0448414608836174,
-0.035114869475364685,
-0.04634708911180496,
-0.022067168727517128,
0.04616579785943031,
-0.041549358516931534,
-0.010287458077073097,
0.05153028294444084,
-0.006261423695832491,
-0.040392495691776276,
-0.056760940700769424,
-0.021748779341578484,
-0.019304919987916946,
0.04531148076057434,
0.006186104379594326,
-0.035322804003953934,
0.021521758288145065,
-0.03907022625207901,
-0.07754000276327133,
0.00839213840663433,
0.022669052705168724,
-0.022956138476729393,
0.05854053050279617,
0.0144870700314641,
-0.024049974977970123,
0.007422945462167263,
0.03082609921693802,
-0.04443911090493202,
0.0575692243874073,
0.019325220957398415,
0.0026760767214000225,
0.03264659643173218,
0.005545228254050016,
-0.007383299060165882,
-0.013478548265993595,
-0.0711442157626152,
-0.035345692187547684,
-0.03900020197033882,
-0.010453249327838421,
0.06592684239149094
] |
Akash7897/test-clm | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
language:
- zh
license: apache-2.0
widget:
- text: "生活的真谛是[MASK]。"
---
# Zhouwenwang-Unified-110M
- Github: [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)
- Docs: [Fengshenbang-Docs](https://fengshenbang-doc.readthedocs.io/)
## 简介 Brief Introduction
与追一科技合作探索的中文统一模型，1.1亿参数的编码器结构模型。
The Chinese unified model explored in cooperation with Zhuiyi Technology, the encoder structure model with 110M parameters.
## 模型分类 Model Taxonomy
| 需求 Demand | 任务 Task | 系列 Series | 模型 Model | 参数 Parameter | 额外 Extra |
| :----: | :----: | :----: | :----: | :----: | :----: |
| 特殊 Special | 探索 Exploration | 周文王 Zhouwenwang | 待定 TBD | 110M | 中文 Chinese |
## 模型信息 Model Information
IDEA研究院认知计算中心联合追一科技有限公司提出的具有新结构的大模型。该模型在预训练阶段时考虑统一LM和MLM的任务，这让其同时具备生成和理解的能力，并且增加了旋转位置编码技术。我们后续会持续在模型规模、知识融入、监督辅助任务等方向不断优化。
A large-scale model (Zhouwenwang-Unified-1.3B) with a new structure proposed by IDEA CCNL and Zhuiyi Technology. The model considers the task of unifying LM (Language Modeling) and MLM (Masked Language Modeling) during the pre-training phase, which gives it both generative and comprehension capabilities, and applys rotational position encoding. In the future, we will continue to optimize it in the direction of model size, knowledge incorporation, and supervisory assistance tasks.
## 使用 Usage
因为[transformers](https://github.com/huggingface/transformers)库中是没有 Zhouwenwang-Unified-110M相关的模型结构的，所以你可以在我们的[Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM)中找到并且运行代码。
Since there is no structure of Zhouwenwang-Unified-110M in [transformers library](https://github.com/huggingface/transformers), you can find the structure of Zhouwenwang-Unified-110M and run the codes in [Fengshenbang-LM](https://github.com/IDEA-CCNL/Fengshenbang-LM).
```shell
git clone https://github.com/IDEA-CCNL/Fengshenbang-LM.git
```
### 加载模型 Loading Models
```python
from fengshen import RoFormerModel
from fengshen import RoFormerConfig
from transformers import BertTokenizer
tokenizer = BertTokenizer.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-110M")
config = RoFormerConfig.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-110M")
model = RoFormerModel.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-110M")
```
### 使用示例 Usage Examples
你可以使用该模型进行续写任务。
You can use the model for continuation writing tasks.
```python
from fengshen import RoFormerModel
from transformers import AutoTokenizer
import torch
import numpy as np
sentence = '清华大学位于'
max_length = 32
tokenizer = AutoTokenizer.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-110M")
model = RoFormerModel.from_pretrained("IDEA-CCNL/Zhouwenwang-Unified-110M")
for i in range(max_length):
encode = torch.tensor(
[[tokenizer.cls_token_id]+tokenizer.encode(sentence, add_special_tokens=False)]).long()
logits = model(encode)[0]
logits = torch.nn.functional.linear(
logits, model.embeddings.word_embeddings.weight)
logits = torch.nn.functional.softmax(
logits, dim=-1).cpu().detach().numpy()[0]
sentence = sentence + \
tokenizer.decode(int(np.random.choice(logits.shape[1], p=logits[-1])))
if sentence[-1] == '。':
break
print(sentence)
```
## 引用 Citation
如果您在您的工作中使用了我们的模型，可以引用我们的[论文](https://arxiv.org/abs/2209.02970)：
If you are using the resource for your work, please cite the our [paper](https://arxiv.org/abs/2209.02970):
```text
@article{fengshenbang,
author = {Jiaxing Zhang and Ruyi Gan and Junjie Wang and Yuxiang Zhang and Lin Zhang and Ping Yang and Xinyu Gao and Ziwei Wu and Xiaoqun Dong and Junqing He and Jianheng Zhuo and Qi Yang and Yongfeng Huang and Xiayu Li and Yanghan Wu and Junyu Lu and Xinyu Zhu and Weifeng Chen and Ting Han and Kunhao Pan and Rui Wang and Hao Wang and Xiaojun Wu and Zhongshen Zeng and Chongpei Chen},
title = {Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence},
journal = {CoRR},
volume = {abs/2209.02970},
year = {2022}
}
```
也可以引用我们的[网站](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
You can also cite our [website](https://github.com/IDEA-CCNL/Fengshenbang-LM/):
```text
@misc{Fengshenbang-LM,
title={Fengshenbang-LM},
author={IDEA-CCNL},
year={2021},
howpublished={\url{https://github.com/IDEA-CCNL/Fengshenbang-LM}},
}
```
| [
-0.03523636236786842,
-0.014730755239725113,
0.002511782106012106,
0.037018563598394394,
0.049375031143426895,
0.021216923370957375,
-0.009851817041635513,
-0.022707263007760048,
0.0039036874659359455,
0.06837373971939087,
0.022207781672477722,
0.008567810989916325,
0.007523709908127785,
0.05981612578034401,
-0.013849441893398762,
-0.03874381259083748,
-0.01021887268871069,
-0.034828122705221176,
-0.06906837224960327,
-0.0007666632882319391,
-0.019584212452173233,
0.001070597441866994,
-0.017870161682367325,
0.03800858184695244,
0.02061857469379902,
0.007519728038460016,
0.01990578882396221,
0.06819039583206177,
0.019063202664256096,
-0.06743264198303223,
-0.028073178604245186,
-0.03957108408212662,
-0.016294075176119804,
-0.024627525359392166,
-0.024776455014944077,
0.0013098606141284108,
0.003792017698287964,
0.0014180887956172228,
0.05425487831234932,
0.06067770719528198,
-0.026259105652570724,
-0.02028346061706543,
0.007591031026095152,
-0.01331405434757471,
0.05908507853746414,
0.02277887426316738,
-0.043997664004564285,
-0.010949994437396526,
0.0539734810590744,
-0.008511410094797611,
-0.03725123777985573,
-0.06873157620429993,
-0.021980542689561844,
0.012554462999105453,
-0.02548205852508545,
-0.016427235677838326,
-0.04305071011185646,
-0.0374523401260376,
0.06620129197835922,
-0.0586642250418663,
-0.05350884050130844,
-0.010975697077810764,
-0.0680612102150917,
0.04263245314359665,
0.03899063169956207,
-0.02200309932231903,
0.008770590648055077,
-0.017542393878102303,
0.0708254873752594,
-0.03306514397263527,
0.05091302469372749,
-0.03402037173509598,
-0.013702768832445145,
-0.08899158984422684,
0.01032962929457426,
-0.01087913103401661,
0.02832142636179924,
0.020651139318943024,
-0.01903180219233036,
0.05099035054445267,
0.02095453441143036,
-0.0002840545494109392,
0.011453662067651749,
0.012011511251330376,
-0.007035022601485252,
0.027491115033626556,
-0.04291485249996185,
0.0026601115241646767,
0.00131026073358953,
0.04582146927714348,
-0.03850617632269859,
-0.03959225118160248,
-0.0016480224439874291,
-0.025482220575213432,
-0.01641956903040409,
-0.0014538108371198177,
0.04314856976270676,
-0.0011058647651225328,
0.039182260632514954,
0.011409798637032509,
0.02574874833226204,
0.042572904378175735,
0.00932442769408226,
0.043660350143909454,
-0.00036563348839990795,
-0.024481456726789474,
-0.0033709928393363953,
-0.03184819966554642,
-0.0419573076069355,
0.027979502454400063,
0.02440718188881874,
-0.032841961830854416,
-0.03200618922710419,
0.026257049292325974,
0.02174391783773899,
-0.03541872650384903,
0.0618448443710804,
-0.04759090393781662,
-0.0352519191801548,
-0.07984207570552826,
0.05742557719349861,
-0.008418879471719265,
0.007806381676346064,
0.020221680402755737,
-0.05422830581665039,
0.02414936013519764,
-0.06180953606963158,
-0.04104016348719597,
-0.010257799178361893,
0.030184464529156685,
-0.00977341365069151,
0.03995566442608833,
0.004577776417136192,
-0.05540228635072708,
0.019751161336898804,
-0.007848551496863365,
-0.06061692163348198,
0.0642106682062149,
0.029693175107240677,
0.09550599008798599,
-0.05150540918111801,
-0.03673425316810608,
0.029951835051178932,
0.004917406011372805,
0.01014283299446106,
0.03065827302634716,
-0.009413626976311207,
-0.05461883917450905,
-0.018207237124443054,
-0.025892207399010658,
0.05508419871330261,
-0.04706631973385811,
-0.0016259007388725877,
0.054445214569568634,
-0.007706162054091692,
0.03466450050473213,
-0.05536467954516411,
-0.000801855931058526,
-0.013640712015330791,
-0.008976167067885399,
-0.02835726924240589,
0.056158922612667084,
-0.014642894268035889,
-0.03240421414375305,
-0.03791080787777901,
-0.05644336715340614,
0.01686646044254303,
0.054403115063905716,
-0.0008700410835444927,
-0.021860135719180107,
-0.015065236017107964,
0.03208060935139656,
0.054230980575084686,
0.029227720573544502,
-0.07137814909219742,
0.04533996060490608,
0.05213787034153938,
0.015121002681553364,
-0.01867753081023693,
0.0748395025730133,
0.03610273078083992,
-0.03201951086521149,
0.010520817711949348,
0.005009244661778212,
0.01788519136607647,
-0.04544464871287346,
-0.015205876901745796,
0.04836679622530937,
0.003791236784309149,
-0.026348967105150223,
-0.01781180500984192,
0.06771735101938248,
0.010501772165298462,
-0.026055283844470978,
-0.013189539313316345,
-0.006236596032977104,
-0.024209288880228996,
0.05120829865336418,
-0.019228309392929077,
0.0014444878324866295,
-0.014872265979647636,
-0.03848554566502571,
0.004910516086965799,
0.0591762438416481,
0.05338430777192116,
0.02314869500696659,
0.0017734173452481627,
0.06949631869792938,
-0.025491558015346527,
-0.005935205612331629,
-0.05475935339927673,
-0.04308542236685753,
0.005405416712164879,
0.040939655154943466,
0.0024873747024685144,
0.03618868440389633,
0.0028218431398272514,
-0.025635216385126114,
0.05114511027932167,
0.08029161393642426,
0.06752967089414597,
0.021939042955636978,
-0.024356922134757042,
-0.01617896556854248,
0.05355652794241905,
0.06482724100351334,
-0.08705172687768936,
-0.03510275483131409,
0.022735681384801865,
0.039659030735492706,
-0.02612544223666191,
0.015734011307358742,
-0.00282949092797935,
0.0345066636800766,
-0.05928601324558258,
-0.08471863716840744,
0.02262675203382969,
0.025495581328868866,
0.01075641717761755,
0.03994587063789368,
0.022908758372068405,
0.016254691407084465,
0.01131980400532484,
0.01659616269171238,
0.027409277856349945,
-0.03748118877410889,
0.015290767885744572,
0.03703158348798752,
0.047256406396627426,
-0.051917653530836105,
0.020167198032140732,
0.021714206784963608,
0.021370185539126396,
0.04341355338692665,
-0.04147845134139061,
0.027218047529459,
0.04650937393307686,
-0.010650617070496082,
-0.03929806500673294,
0.0337013341486454,
0.009516667574644089,
0.05644143745303154,
0.06783534586429596,
0.00875922478735447,
0.06177765130996704,
0.00853145681321621,
0.04968534782528877,
0.03587068244814873,
0.003973115235567093,
0.027022110298275948,
0.014297149144113064,
0.06418506056070328,
0.012708033435046673,
0.006811799481511116,
0.07586639374494553,
-0.026521429419517517,
-0.0020311237312853336,
-0.04263122007250786,
0.0190088152885437,
-0.0005727804964408278,
-0.021456584334373474,
0.03664207458496094,
-0.0016184748383238912,
0.021410852670669556,
0.005274961236864328,
-0.013072452507913113,
-0.0018215838354080915,
0.04732704907655716,
-0.02048128843307495,
-0.01699957437813282,
-0.018849007785320282,
-0.03890103101730347,
0.003746770555153489,
-0.0767180472612381,
-0.057972729206085205,
0.005542871542274952,
-0.03978211432695389,
0.0023267529904842377,
-0.05077633634209633,
-0.01477226335555315,
-0.06578867137432098,
-0.0345575250685215,
0.046552613377571106,
0.012899504974484444,
0.004232622683048248,
-0.04454607516527176,
0.041125670075416565,
-0.03689126297831535,
0.0012534880079329014,
-0.03062884323298931,
-0.051620423793792725,
-0.0077350931242108345,
-0.07580683380365372,
0.033687442541122437,
0.007534320931881666,
0.02129458263516426,
0.002427129540592432,
0.004781187977641821,
-0.025029150769114494,
-0.024693943560123444,
0.047957345843315125,
0.05066180229187012,
-0.017313281074166298,
-0.04560892656445503,
0.05076231062412262,
-0.015504428185522556,
0.014571026898920536,
-0.026079721748828888,
-0.04611498862504959,
0.08232210576534271,
0.07912477105855942,
0.01827644370496273,
-0.009548896923661232,
-0.01156594231724739,
-0.046025313436985016,
-0.04286418482661247,
-0.03355613723397255,
-0.03825319558382034,
-0.0008846813580021262,
0.0036711411084979773,
-0.017843659967184067,
0.01786070130765438,
-0.0051420461386442184,
0.0010086920810863376,
-0.021575162187218666,
-0.0033549789804965258,
0.027117330580949783,
0.0325370654463768,
0.037115853279829025,
0.058562733232975006,
-0.049569014459848404,
-0.010371450334787369,
0.05200762674212456,
0.02446841076016426,
0.013476543128490448,
-0.06308813393115997,
-0.03394625708460808,
0.034568749368190765,
0.037753574550151825,
-0.023415109142661095,
-0.024734318256378174,
0.05498092249035835,
0.009991190396249294,
-0.00438408087939024,
0.019737599417567253,
-0.03345399722456932,
-0.011336171999573708,
-0.0026935036294162273,
0.022409196943044662,
-0.01422024890780449,
-0.0570974126458168,
-0.027331778779625893,
-0.012400559149682522,
0.0383647195994854,
-0.042170677334070206,
-0.06442194432020187,
-0.024095969274640083,
0.03686671331524849,
0.027237236499786377,
-0.006113053299486637,
-0.03572817146778107,
0.028950702399015427,
-0.04670611396431923,
-0.04177410528063774,
-0.000448974926257506,
0.01371437031775713,
0.006157987751066685,
0.05887822061777115,
0.023895686492323875,
-0.04665093123912811,
0.026573123410344124,
0.04759786278009415,
0.054577700793743134,
0.03732600063085556,
-0.03522857651114464,
0.006320977583527565,
-0.026497337967157364,
0.03209373727440834,
0.008963094092905521,
-0.020982269197702408,
-0.03238198533654213,
-0.0990881472826004,
-0.020337626338005066,
0.027921706438064575,
-0.026509808376431465,
-0.008167017251253128,
0.0643121600151062,
-0.0259946770966053,
-0.026279186829924583,
0.01832030899822712,
0.02195056714117527,
0.04530857875943184,
-0.042760156095027924,
0.04888683557510376,
-0.002702356083318591,
0.014562332071363926,
-0.04315229877829552,
0.0211687870323658,
-0.03346423804759979,
-0.0020130034536123276,
-0.018009109422564507,
0.05074833333492279,
0.042343366891145706,
0.08189745992422104,
0.06568791717290878,
0.019628379493951797,
-0.04541977867484093,
0.07615810632705688,
0.051297590136528015,
-0.028902720659971237,
-0.027096977457404137,
0.005986538249999285,
-0.03097178414463997,
-0.03187241777777672,
0.005615679081529379,
-0.04399111494421959,
0.016788775101304054,
0.009374964982271194,
0.012688390910625458,
-0.013696016743779182,
0.033115871250629425,
-0.018368374556303024,
-0.039128731936216354,
-0.046942904591560364,
-0.010018862783908844,
-0.010127201676368713,
-0.07906507700681686,
0.01255795918405056,
0.038043029606342316,
0.025277789682149887,
0.06525439769029617,
0.03932330384850502,
-0.031118476763367653,
-0.06814906746149063,
0.02864297479391098,
0.02521357871592045,
-0.052485447376966476,
-0.04863448813557625,
-0.03656619042158127,
0.06777976453304291,
0.039573147892951965,
0.00910611730068922,
-0.08301140367984772,
0.029421307146549225,
0.052538592368364334,
-0.056056831032037735,
0.03203817084431648,
-0.01139651145786047,
0.021097101271152496,
0.038833994418382645,
-0.016870042309165,
0.013416025787591934,
0.0005843776161782444,
0.01897786185145378,
0.005289849825203419,
0.042542532086372375,
-0.005597857758402824,
-0.041510600596666336,
-0.0431591235101223,
0.034026507288217545,
0.03323887288570404,
0.0316348560154438,
0.036081455647945404,
-0.007180094253271818,
-0.07322422415018082,
-0.010719685815274715,
0.012037626467645168,
-0.03597921133041382,
0.028621722012758255,
0.04141569882631302,
0.04586412012577057,
-0.0476737916469574,
-0.03011101298034191,
-0.0009662309312261641,
-0.013035973533987999,
0.006725557614117861,
-0.025142012163996696,
-0.0304412879049778,
-0.03691511228680611,
0.023676062002778053,
-0.00742559926584363,
-0.014289801940321922,
-0.07145523279905319,
0.046916414052248,
-0.029657138511538506,
-0.009175688959658146,
0.0355081669986248,
0.03481108322739601,
0.042901039123535156,
0.046763937920331955,
0.003989049233496189,
-0.006084983237087727,
-0.025547228753566742,
0.039328910410404205,
-0.01926591247320175,
-0.016098912805318832,
0.0285734124481678,
-0.048570357263088226,
0.009612458758056164,
-0.04562161862850189,
-0.06300603598356247,
-0.04453074932098389,
-0.002306938637048006,
0.03540249168872833,
-0.009142543189227581,
-0.014297226443886757,
-0.010004782117903233,
0.026929905638098717,
-0.036421436816453934,
-0.04347461089491844,
-0.03533434122800827,
-0.02520040050148964,
-0.07032541930675507,
-0.06601125746965408,
0.01680140197277069,
0.019001130014657974,
0.008506015874445438,
0.008652443066239357,
0.017719896510243416,
0.026977233588695526,
0.02407773584127426,
-0.005930785555392504,
0.03101804293692112,
-0.0063823312520980835,
-0.0371977724134922,
-0.04762919247150421,
-0.007378482259809971,
-0.012086265720427036,
0.042756590992212296,
-0.049002524465322495,
0.046514011919498444,
0.03158128261566162,
-0.008582393638789654,
0.006245287135243416,
0.027894550934433937,
0.00736964400857687,
-0.06801710277795792,
-0.04604114964604378,
-0.011012393049895763,
-0.041963592171669006,
0.04282602667808533,
-0.011732198297977448,
-0.03220732882618904,
0.007692758459597826,
0.015773626044392586,
0.02183849737048149,
-0.02412455901503563,
-0.013801952823996544,
0.025487197563052177,
-0.016054050996899605,
-0.008149157278239727,
-0.05794048681855202,
0.020400336012244225,
-0.04062103107571602,
0.03791867569088936,
-0.018716681748628616,
-0.03603321313858032,
-0.05706627294421196,
0.023905795067548752,
-0.012483146041631699,
-0.03937578946352005,
-0.00011424637341406196,
-0.001971501624211669,
-0.03756153956055641,
0.024430472403764725,
-0.028675608336925507,
0.02086234837770462,
-0.039888668805360794,
0.036512620747089386,
-0.014582369476556778,
0.008287426084280014,
-0.002559115644544363,
0.0011742775095626712,
-0.04439874365925789,
-0.0386117659509182,
-0.04140472412109375,
-0.03252822533249855,
0.01870681345462799,
0.05000951513648033,
0.0041639721021056175,
0.01607407070696354,
0.0014297004090622067,
-0.008781992830336094,
-0.009977510198950768,
-0.08075162023305893,
-0.010503136552870274,
-0.030864402651786804,
0.025266297161579132,
0.004241310991346836,
0.03766227513551712,
0.04438171908259392,
-0.07051762193441391,
-0.03862146660685539,
0.04592357203364372,
0.026917874813079834,
-0.0033793209586292505,
0.023066487163305283,
0.04135418310761452,
-0.003657174063846469,
0.03538883849978447,
-0.03166300803422928,
-0.009803269989788532,
-0.01601569354534149,
-0.02378319390118122,
0.030543306842446327,
-0.0044790394604206085,
0.020081207156181335,
-0.0008719195611774921,
-0.012825321406126022,
-0.012073326855897903,
0.08852553367614746,
0.00176326185464859,
0.019785787910223007,
-0.03091929480433464,
-0.024164732545614243,
0.01846497878432274,
-0.013401114381849766,
-0.04883312061429024,
-0.0273613128811121,
-0.0013073269510641694,
-0.045000988990068436,
0.07529736310243607,
-0.007767062168568373,
0.010794945992529392,
0.03549545258283615,
0.018898090347647667,
-0.007512665819376707,
0.05861709266901016,
-0.056882135570049286,
0.022591445595026016,
0.026086699217557907,
-0.04650234803557396,
-0.006402617786079645,
-0.022084107622504234,
0.06727705895900726,
-0.0715407207608223,
0.06536731868982315,
0.0537574477493763,
-0.00004480326242628507,
0.030804064124822617,
-0.03468674048781395,
-0.0342157706618309,
0.01478932797908783,
-0.03608402609825134,
0.059516794979572296,
0.0020570114720612764,
-0.09431599080562592,
0.05381934717297554,
0.03396950289607048,
-0.07336939126253128,
0.03748714178800583,
0.04426420107483864,
0.015115281566977501,
0.026444625109434128,
0.03615269437432289,
-0.06263739615678787,
0.016769886016845703,
-0.03785860165953636,
0.015979671850800514,
-0.052516113966703415,
-0.01407085731625557,
0.04461754858493805,
-0.04261425510048866,
-0.03422752022743225,
0.0021990409586578608,
0.024105971679091454,
-0.0020405170507729053,
0.020876945927739143,
-0.054655395448207855,
-0.04875669255852699,
-0.016218913719058037,
0.02068730629980564,
-0.0016362880123779178,
0.023216594010591507,
-0.029579315334558487,
0.0250216256827116,
0.003055461449548602,
-0.00572081096470356,
-0.03717706725001335,
0.024871161207556725,
0.04956238344311714,
-0.04746081680059433,
-0.01264918502420187,
0.06052070111036301,
-0.0015695979818701744,
-0.015812788158655167,
0.029571443796157837,
-0.015217376872897148,
0.026945902034640312,
0.03236418589949608,
0.0013476242311298847,
0.039474427700042725,
-0.040727902203798294,
-0.0261527169495821,
0.02081120014190674,
0.0073104132898151875,
0.007431421894580126,
-0.01906559057533741,
0.01449643075466156,
0.04302467405796051,
0.021349744871258736,
0.019417112693190575,
-0.05390157550573349,
-0.006740284152328968,
0.039793726056814194,
-0.027581358328461647,
0.021345071494579315,
0.01374179869890213,
-0.041690535843372345,
-0.036909621208906174,
-0.048111382871866226,
-0.022901788353919983,
0.04978173226118088,
-0.038214586675167084,
0.0001243092119693756,
0.06000395864248276,
0.0000433354580309242,
-0.035513438284397125,
-0.05628127604722977,
-0.02395484410226345,
-0.01652785949409008,
0.03978106752038002,
0.01226047519594431,
-0.035410020500421524,
0.018046988174319267,
-0.04008084908127785,
-0.07808490842580795,
0.017315439879894257,
0.028568794950842857,
-0.02030898630619049,
0.060702014714479446,
0.014075118117034435,
-0.02781141921877861,
0.009100404568016529,
0.02358059398829937,
-0.04565928503870964,
0.05139336362481117,
0.021553967148065567,
0.005298526491969824,
0.02975759468972683,
0.007192307151854038,
-0.012174929492175579,
-0.017826581373810768,
-0.07476945966482162,
-0.03590056300163269,
-0.042649947106838226,
-0.008957169950008392,
0.07197567820549011
] |
Akashamba/distilbert-base-uncased-finetuned-ner | [] | null | {
"architectures": null,
"model_type": null,
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 0 | null | ---
tags:
- conversational
---
# Rick And Morty DialoGPT Model | [
-0.028104610741138458,
0.02264019101858139,
-0.00687492685392499,
0.030190417543053627,
0.012071076780557632,
0.012977051548659801,
0.007178216241300106,
0.013848679140210152,
-0.0022445700597018003,
0.01828915625810623,
0.05959046632051468,
-0.026109836995601654,
0.01368674449622631,
0.04777809977531433,
-0.0420074388384819,
-0.024751463904976845,
-0.030360916629433632,
-0.0008407403365708888,
-0.024752898141741753,
-0.01416997704654932,
0.0055563063360750675,
0.002598267048597336,
-0.009813381358981133,
0.03961332142353058,
-0.0022483377251774073,
0.0033698403276503086,
-0.005764027126133442,
0.013068441301584244,
0.014839718118309975,
-0.05118978023529053,
0.028243428096175194,
-0.04774001985788345,
0.001882639597170055,
-0.020179439336061478,
-0.03286900371313095,
-0.04096274450421333,
0.03456996753811836,
-0.0030819373205304146,
0.009064762853085995,
0.03350362926721573,
-0.022582124918699265,
-0.009696915745735168,
0.01265339832752943,
-0.025310738012194633,
0.06598514318466187,
-0.005825539585202932,
-0.05080096423625946,
-0.031695280224084854,
0.02322373539209366,
-0.037391673773527145,
-0.02374947816133499,
-0.04185739532113075,
-0.05720482021570206,
0.0015309836016967893,
0.02243061549961567,
-0.047267403453588486,
-0.06827550381422043,
-0.007789840921759605,
0.09029696881771088,
-0.012825512327253819,
-0.01844802498817444,
-0.004642553627490997,
-0.05904846638441086,
0.018618088215589523,
0.037418339401483536,
-0.07135692238807678,
0.012220940552651882,
-0.03996008262038231,
0.017146453261375427,
-0.02738327346742153,
0.05534946918487549,
-0.03637167066335678,
0.01814931444823742,
-0.08923954516649246,
-0.026339199393987656,
-0.0026016009505838156,
0.05522558093070984,
0.05115450173616409,
-0.05381695553660393,
0.030747726559638977,
0.05314864218235016,
-0.00325464503839612,
0.060275278985500336,
-0.02730533666908741,
-0.039307404309511185,
0.03919302299618721,
-0.04970916733145714,
0.0022889343090355396,
-0.014193831011652946,
0.027035610750317574,
-0.031153356656432152,
-0.043479084968566895,
-0.030013805255293846,
-0.013487937860190868,
0.0013202319387346506,
0.04750118777155876,
0.025328347459435463,
-0.019267911091446877,
0.038580894470214844,
0.04732310399413109,
0.028598487377166748,
0.06222308427095413,
-0.01293035876005888,
0.030634066089987755,
-0.011787744238972664,
0.024313876405358315,
0.02799292840063572,
-0.014068620279431343,
-0.04014423117041588,
0.028685664758086205,
0.013333321548998356,
-0.04955548793077469,
-0.023121939972043037,
0.019388550892472267,
0.004644987639039755,
0.019113248214125633,
0.04809211194515228,
-0.03942309319972992,
-0.0469551719725132,
-0.060587819665670395,
0.06198194622993469,
-0.004497838672250509,
-0.0032982523553073406,
-0.011113339103758335,
-0.05132710561156273,
0.0055035860277712345,
-0.03452803194522858,
-0.008203921839594841,
-0.01668844372034073,
0.00627872021868825,
0.015626849606633186,
0.037465088069438934,
-0.02744651585817337,
-0.0335766039788723,
0.011782408691942692,
0.054212115705013275,
-0.06806336343288422,
0.007876565679907799,
0.04898160696029663,
0.09851709753274918,
-0.09078727662563324,
-0.043414585292339325,
0.007368151564151049,
0.012384830042719841,
-0.036878980696201324,
-0.008128920570015907,
0.0005931249470449984,
-0.01513198483735323,
-0.03674290329217911,
0.003972202073782682,
0.034355368465185165,
-0.045118547976017,
0.0005580154829658568,
0.04793133959174156,
-0.004259741399437189,
0.008703366853296757,
-0.024842260405421257,
0.0018183509819209576,
-0.026677772402763367,
-0.017606258392333984,
-0.065767802298069,
0.04603652283549309,
-0.039159275591373444,
-0.04705623537302017,
-0.03396768495440483,
-0.027445407584309578,
0.026573460549116135,
0.06500976532697678,
0.0007110118167474866,
-0.0022281836718320847,
-0.02324727177619934,
0.03584292531013489,
0.0423910953104496,
0.036952368915081024,
-0.018148165196180344,
0.04027692973613739,
0.05374657362699509,
0.026818590238690376,
-0.05121447145938873,
0.06250166893005371,
0.007680381648242474,
-0.042941369116306305,
-0.04988754168152809,
-0.016072634607553482,
0.030323777347803116,
-0.02233092114329338,
0.01532572042196989,
0.037350818514823914,
-0.018121277913451195,
-0.030166329815983772,
-0.004401919897645712,
0.041123636066913605,
-0.016811223700642586,
0.0005256216390989721,
-0.009489526972174644,
-0.01770216040313244,
-0.03265319764614105,
0.016789766028523445,
-0.03292577341198921,
-0.024185962975025177,
-0.033411648124456406,
-0.008965888991951942,
0.0401427336037159,
-0.014947115443646908,
0.009694213978946209,
0.04169568419456482,
-0.01907484605908394,
0.06295444816350937,
-0.03195766359567642,
0.01747119054198265,
-0.042554911226034164,
-0.01638154126703739,
-0.04445256292819977,
0.045289941132068634,
0.030269719660282135,
0.050961896777153015,
-0.04584920033812523,
-0.05510339140892029,
0.020915068686008453,
0.05255431681871414,
0.033992331475019455,
0.014769881032407284,
-0.011814136989414692,
0.011519656516611576,
0.0407169871032238,
0.027550769969820976,
-0.04074651375412941,
0.015449825674295425,
0.010886678472161293,
0.02696252427995205,
-0.007392343133687973,
-0.016043657436966896,
-0.038133807480335236,
0.005163323134183884,
-0.045788805931806564,
-0.07317953556776047,
0.05702834948897362,
0.029977140948176384,
-0.0004458499897737056,
0.04635103419423103,
0.005440501496195793,
-0.005267180502414703,
0.03350961580872536,
0.015143337659537792,
0.031657591462135315,
-0.09073849767446518,
0.004754405468702316,
0.03208673372864723,
0.08119112253189087,
-0.047526467591524124,
0.017395662143826485,
0.03298639878630638,
0.021839864552021027,
0.0289347842335701,
-0.02425079420208931,
0.04337451979517937,
0.054084789007902145,
0.049296826124191284,
-0.004386881832033396,
0.03493067994713783,
-0.003682430600747466,
0.026402590796351433,
0.055931005626916885,
-0.019995657727122307,
0.0658910721540451,
-0.0077897971495985985,
0.013484204187989235,
0.05664713680744171,
0.023249449208378792,
-0.028375552967190742,
0.013203219510614872,
0.08025921136140823,
-0.009799125604331493,
0.02527131699025631,
0.035692982375621796,
-0.003277826588600874,
-0.010122803039848804,
-0.04094673693180084,
-0.0031308834441006184,
0.007255455479025841,
-0.034406181424856186,
0.06521828472614288,
0.014597069472074509,
-0.004521552007645369,
0.010802424512803555,
0.006344004534184933,
-0.02115671895444393,
0.04590976983308792,
-0.003510874230414629,
-0.03517249971628189,
-0.007619814481586218,
-0.02641216292977333,
0.03087094984948635,
-0.05366490036249161,
-0.05520361661911011,
-0.02420949935913086,
-0.03789732605218887,
0.0028528517577797174,
-0.10683868080377579,
-0.03950619325041771,
-0.09210950136184692,
-0.007431904785335064,
0.03083740919828415,
0.01289933081716299,
-0.00013099709758535028,
0.0040716263465583324,
0.004388559143990278,
-0.02381839044392109,
-0.06449166685342789,
-0.05017022415995598,
-0.027746737003326416,
-0.017595112323760986,
-0.04153536260128021,
0.028155310079455376,
0.036135684698820114,
0.039755772799253464,
-0.00396660016849637,
-0.01585417427122593,
-0.06543336063623428,
-0.02329258993268013,
0.02636141888797283,
0.01842900551855564,
-0.04426863417029381,
-0.03696779906749725,
0.017524106428027153,
-0.008688035421073437,
-0.007791605778038502,
-0.016319582238793373,
-0.054604459553956985,
0.060587327927351,
0.04658110439777374,
0.00050840008771047,
0.01403837464749813,
-0.0036148694343864918,
-0.03737273067235947,
-0.04391076788306236,
-0.06626509130001068,
-0.03297671675682068,
-0.01142934150993824,
-0.036926764994859695,
-0.04859621450304985,
-0.03782273828983307,
-0.04853745549917221,
-0.010114649310708046,
-0.004451066255569458,
0.012206816114485264,
0.023313941434025764,
0.019569259136915207,
0.03654109686613083,
0.018764585256576538,
-0.015220384113490582,
-0.007294802460819483,
0.042466774582862854,
-0.0312277153134346,
-0.014752852730453014,
-0.07325201481580734,
-0.04359611123800278,
0.024922357872128487,
0.02691834233701229,
0.009758861735463142,
-0.008554632775485516,
0.019879652187228203,
0.033041104674339294,
-0.0014636617852374911,
0.025594549253582954,
-0.04812408611178398,
0.006082057021558285,
-0.02951103262603283,
-0.022265978157520294,
-0.05025297403335571,
-0.036974597722291946,
0.0008155337418429554,
-0.026025641709566116,
0.03884124755859375,
-0.09238972514867783,
-0.028590453788638115,
-0.02772386372089386,
0.017745980992913246,
0.04605553671717644,
0.012491846457123756,
-0.06266402453184128,
-0.005413826089352369,
-0.04597752168774605,
-0.008505221456289291,
0.011667134240269661,
-0.03356533870100975,
-0.007082028780132532,
0.025645649060606956,
-0.004609076306223869,
-0.02069414034485817,
0.059936780482530594,
0.01639404334127903,
0.04646747559309006,
0.05098123848438263,
-0.04323846101760864,
0.03422359749674797,
-0.02081313170492649,
0.03112923726439476,
-0.018194176256656647,
-0.026494793593883514,
-0.025318516418337822,
-0.09520216286182404,
-0.054980672895908356,
0.029059279710054398,
-0.008837028406560421,
0.03570877015590668,
0.03443504869937897,
-0.05721081793308258,
-0.01263364590704441,
0.005895938724279404,
0.04945304989814758,
0.047979071736335754,
-0.03914303705096245,
0.06176235154271126,
-0.014007686637341976,
0.030835499987006187,
-0.045226480811834335,
-0.00511807668954134,
-0.05113789811730385,
-0.030083002522587776,
-0.01141782570630312,
0.05021250993013382,
-0.00759265897795558,
0.0688113123178482,
0.07975687086582184,
0.0332631841301918,
-0.054149456322193146,
0.038127776235342026,
0.06765051186084747,
-0.043297179043293,
-0.03352314233779907,
0.007331707514822483,
0.020642220973968506,
-0.008786531165242195,
-0.016156669706106186,
-0.031229956075549126,
0.038103144615888596,
0.03681947663426399,
0.0011275219731032848,
0.007011843845248222,
0.008452673442661762,
-0.01319785974919796,
-0.028595732524991035,
-0.07470650970935822,
-0.015481698326766491,
-0.0068144588731229305,
-0.02441651001572609,
0.04168783873319626,
0.04048795625567436,
0.010866505093872547,
0.07165198028087616,
0.011253041215240955,
-0.03383326902985573,
-0.044515326619148254,
0.030706366524100304,
0.023940443992614746,
-0.04878575727343559,
-0.044685229659080505,
-0.05088912695646286,
0.011276443488895893,
0.054361019283533096,
-0.023017698898911476,
-0.07703942805528641,
0.021553251892328262,
0.0354834645986557,
-0.024628324434161186,
0.05259831249713898,
-0.00363747775554657,
0.042361777275800705,
0.03067418374121189,
0.0016867859521880746,
0.047532450407743454,
-0.054410260170698166,
0.02258211374282837,
-0.020715855062007904,
0.01929006353020668,
-0.04641692340373993,
-0.03605242446064949,
-0.036691077053546906,
0.04560675099492073,
0.041410915553569794,
0.013267326168715954,
0.014479137025773525,
-0.051994115114212036,
-0.053756650537252426,
-0.010600876063108444,
0.03870372101664543,
-0.011095776222646236,
0.017195934429764748,
0.047929923981428146,
0.06484327465295792,
-0.06279364228248596,
0.009127278812229633,
0.0000019459503164398484,
0.011931313201785088,
0.017069131135940552,
-0.010154720395803452,
-0.04098532348871231,
-0.020478205755352974,
0.016636157408356667,
-0.020246043801307678,
-0.014476862736046314,
-0.08434608578681946,
0.029140589758753777,
-0.037805523723363876,
-0.02732984535396099,
0.07100839167833328,
0.04348534345626831,
0.06417424976825714,
0.05840979889035225,
-0.01856473833322525,
0.034467630088329315,
-0.03049122355878353,
0.032319046556949615,
-0.020152026787400246,
-0.0353098064661026,
0.017939984798431396,
-0.07165174186229706,
-0.025163428857922554,
-0.03434114530682564,
-0.04423931986093521,
-0.03585640713572502,
-0.0007018488249741495,
0.005331024061888456,
-0.010822407901287079,
-0.004277811385691166,
0.026794373989105225,
0.02214614860713482,
-0.012493818998336792,
-0.032853662967681885,
-0.0038338573649525642,
-0.015411006286740303,
-0.06372988224029541,
-0.06504829972982407,
0.01760314218699932,
-0.034534960985183716,
0.007864984683692455,
-0.003325624857097864,
0.03351747617125511,
0.05120542645454407,
-0.018941625952720642,
-0.03526471555233002,
0.042624615132808685,
0.0307475533336401,
-0.039235908538103104,
-0.025227520614862442,
0.015104955062270164,
0.014709845185279846,
0.043164610862731934,
-0.03945743292570114,
0.0413016639649868,
0.006344352383166552,
-0.05402781814336777,
-0.02628629468381405,
0.026502443477511406,
0.0028660420794039965,
-0.060735177248716354,
-0.0032509160228073597,
-0.03842329606413841,
-0.027251096442341805,
-0.0040404037572443485,
-0.058568865060806274,
-0.01722170040011406,
-0.002967171836644411,
0.048554886132478714,
0.03945714980363846,
-0.0052749989554286,
-0.0033914996311068535,
0.002852050354704261,
-0.017499668523669243,
0.023788457736372948,
-0.08599700778722763,
0.017287742346525192,
-0.029880767688155174,
0.027964534237980843,
-0.022476015612483025,
0.020630354061722755,
-0.03900599107146263,
0.048054132610559464,
-0.022994190454483032,
-0.028810594230890274,
-0.014160526916384697,
-0.005629361141473055,
-0.00650389539077878,
0.031144363805651665,
0.01700708083808422,
0.017639117315411568,
-0.03842249885201454,
0.06503572314977646,
-0.03097127191722393,
0.017918739467859268,
-0.021086687222123146,
-0.024606239050626755,
-0.019696975126862526,
-0.02432284690439701,
0.006631485652178526,
-0.06435462087392807,
0.027253825217485428,
0.029935136437416077,
0.04464675113558769,
0.05984333157539368,
0.013383627869188786,
0.006486156024038792,
0.030588779598474503,
-0.05585609748959541,
-0.04792580381035805,
-0.004243867471814156,
-0.0016309708589687943,
0.02553902380168438,
0.053324587643146515,
0.04059065133333206,
-0.047813255339860916,
-0.033697374165058136,
0.0227489173412323,
0.015755200758576393,
0.006664440967142582,
-0.0011275708675384521,
0.030626170337200165,
0.049391768872737885,
0.05605608597397804,
-0.0003391570644453168,
-0.0006652302690781653,
0.03882943093776703,
-0.02101171761751175,
-0.010570346377789974,
-0.006824983283877373,
0.011729597114026546,
-0.0039527504704892635,
-0.027898363769054413,
-0.031680941581726074,
0.07235181331634521,
-0.009189599193632603,
0.014786873012781143,
-0.012918826192617416,
-0.055384259670972824,
0.07148773223161697,
-0.015091494657099247,
-0.02650768682360649,
-0.0070340512320399284,
0.02463752217590809,
-0.013618580996990204,
0.051267851144075394,
-0.020458953455090523,
0.0019072192953899503,
0.055845703929662704,
0.028884774073958397,
-0.001487614819779992,
0.006542692426592112,
-0.009666584432125092,
-0.0013463558861985803,
0.02613450400531292,
-0.0491991825401783,
-0.026370545849204063,
-0.0384352020919323,
0.0725153312087059,
-0.03244190663099289,
0.051381099969148636,
0.025170868262648582,
0.035681359469890594,
0.0022647136356681585,
-0.05575988441705704,
-0.051878295838832855,
-0.02367021143436432,
-0.03321884572505951,
0.050537850707769394,
-0.0067702471278607845,
-0.046228986233472824,
0.057247910648584366,
0.0017752409912645817,
-0.10507114976644516,
0.04094703495502472,
0.028863800689578056,
0.04115210846066475,
0.034078504890203476,
0.05495736375451088,
-0.043502334505319595,
0.01978866197168827,
-0.035608213394880295,
0.005976017564535141,
-0.022275323048233986,
-0.01086435467004776,
-0.019449597224593163,
-0.04404343664646149,
0.018813302740454674,
0.03242030367255211,
-0.021545574069023132,
0.013362308964133263,
-0.006425848696380854,
-0.030506692826747894,
-0.06409115344285965,
-0.0024491639342159033,
0.01880551688373089,
-0.0028544929809868336,
-0.005060590337961912,
-0.03027607873082161,
0.0057683708146214485,
0.05364992097020149,
-0.004194882698357105,
-0.040779560804367065,
0.01635783538222313,
-0.021368931978940964,
-0.09304334968328476,
-0.05853252112865448,
0.06602054089307785,
-0.015318111516535282,
-0.002737099537625909,
-0.002545582130551338,
0.013677437789738178,
0.007106238044798374,
0.01256184745579958,
-0.013967420905828476,
-0.012934720143675804,
-0.08584507554769516,
-0.0022271962370723486,
0.03693639114499092,
0.020283009856939316,
0.006734962109476328,
-0.0008664749329909682,
0.02347251959145069,
0.07958316802978516,
0.03823162987828255,
-0.011182998307049274,
-0.04373619705438614,
-0.01983770541846752,
-0.008619879372417927,
-0.03256381303071976,
0.03323544189333916,
0.0009961659088730812,
-0.05343807116150856,
-0.013012291863560677,
0.003560029435902834,
-0.013296831399202347,
0.0476958304643631,
-0.029491491615772247,
0.037948355078697205,
0.017062613740563393,
0.0012536009307950735,
-0.05291127786040306,
-0.1000806912779808,
-0.05774148926138878,
-0.008812995627522469,
0.02332773245871067,
0.04078131914138794,
-0.02818632684648037,
-0.001394062303006649,
-0.042502015829086304,
-0.012600724585354328,
0.051271047443151474,
-0.00317023741081357,
-0.016346728429198265,
0.07319620251655579,
0.07260755449533463,
-0.036650318652391434,
0.050396665930747986,
0.023798158392310143,
-0.035999760031700134,
0.05965867638587952,
0.008064290508627892,
0.017269721254706383,
0.005527852568775415,
0.014282148331403732,
-0.04033522680401802,
0.001620167982764542,
-0.014133797027170658,
-0.03366350382566452,
-0.005721549037843943,
0.004670682363212109,
0.045149482786655426
] |
Akashpb13/Galician_xlsr | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"gl",
"dataset:mozilla-foundation/common_voice_8_0",
"transformers",
"mozilla-foundation/common_voice_8_0",
"generated_from_trainer",
"robust-speech-event",
"model_for_talk",
"hf-asr-leaderboard",
"license:apache-2.0",
"model-index"
] | automatic-speech-recognition | {
"architectures": [
"Wav2Vec2ForCTC"
],
"model_type": "wav2vec2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 7 | null | ---
widget:
- text: "My name is Mark and I live in London. I am a postgraduate student at Queen Mary University."
language:
- en
license: mit
---
# Hate Speech Classifier for Social Media Content in English Language
A monolingual model for hate speech classification of social media content in English language. The model was trained on 103190 YouTube comments and tested on an independent test set of 20554 YouTube comments. It is based on English BERT base pre-trained language model.
## Tokenizer
During training the text was preprocessed using the original English BERT base tokenizer. We suggest the same tokenizer is used for inference.
## Model output
The model classifies each input into one of four distinct classes:
* 0 - acceptable
* 1 - inappropriate
* 2 - offensive
* 3 - violent | [
-0.0026208788622170687,
0.009780794382095337,
-0.0015002954751253128,
0.04992349073290825,
0.04003685712814331,
0.05840136483311653,
-0.023037653416395187,
-0.002100074663758278,
-0.033831410109996796,
0.054478999227285385,
0.040941059589385986,
-0.004225136712193489,
0.01917392760515213,
0.010688547044992447,
-0.0692029744386673,
-0.020729530602693558,
-0.01784931682050228,
-0.02396671660244465,
-0.04695846140384674,
-0.007620060816407204,
-0.023211773484945297,
0.020224198698997498,
0.012786772102117538,
0.02169799618422985,
0.009037282317876816,
0.02065262757241726,
-0.028254076838493347,
0.04506511613726616,
0.009749950841069221,
-0.03608846664428711,
-0.004609000403434038,
-0.026297736912965775,
-0.05840539559721947,
-0.0032516876235604286,
-0.026864422485232353,
-0.007825920358300209,
0.008032610639929771,
0.01586734503507614,
0.01722836308181286,
0.0434052012860775,
-0.00905450526624918,
-0.0016324730822816491,
-0.00285080773755908,
-0.041846975684165955,
0.014294871129095554,
-0.015068518929183483,
-0.05190693959593773,
-0.010485943406820297,
0.052000101655721664,
-0.05010802298784256,
-0.03726276010274887,
-0.07301265746355057,
-0.03442567586898804,
0.0018809428438544273,
-0.010397692210972309,
-0.03112780675292015,
-0.0365317203104496,
-0.0008953899377956986,
0.046251196414232254,
-0.022520439699292183,
-0.043118011206388474,
-0.005833050701767206,
-0.04294819012284279,
0.005189941730350256,
0.004282102454453707,
-0.0703204944729805,
0.008833112195134163,
-0.02791503816843033,
0.04772846773266792,
-0.021913588047027588,
0.06363344937562943,
-0.047962017357349396,
0.0328320674598217,
-0.06929738074541092,
-0.00988713838160038,
-0.041556231677532196,
0.06146183982491493,
0.06300432980060577,
-0.038610804826021194,
0.05791820213198662,
0.009021427482366562,
0.01639915630221367,
0.024885186925530434,
-0.02266988344490528,
-0.009977092035114765,
0.03264324739575386,
-0.06503402441740036,
-0.010507777333259583,
0.01521687489002943,
0.04287338629364967,
-0.028800835832953453,
-0.029769226908683777,
-0.011441703885793686,
-0.02830267697572708,
-0.043045926839113235,
0.032472554594278336,
-0.013138717040419579,
-0.04080799221992493,
0.010217413306236267,
0.03420284017920494,
0.0438416488468647,
0.04183816537261009,
-0.023166460916399956,
0.06864239275455475,
-0.010806434787809849,
-0.00011502343841129914,
-0.02387552335858345,
-0.020178815349936485,
-0.030027171596884727,
0.02079525776207447,
0.001346017001196742,
-0.052640315145254135,
-0.03165894001722336,
0.05972382798790932,
-0.004876421764492989,
0.0080752894282341,
0.04223192110657692,
-0.03167637810111046,
-0.04195317253470421,
-0.03039601817727089,
0.019703596830368042,
-0.017767589539289474,
0.02830304019153118,
-0.014247617684304714,
-0.06356791406869888,
0.029390549287199974,
-0.029916221275925636,
-0.05658658966422081,
-0.003818792523816228,
0.035256896167993546,
0.02401755005121231,
0.05713154003024101,
0.03121493197977543,
-0.018491607159376144,
-0.0019104129169136286,
0.021803591400384903,
-0.03391168266534805,
0.02705344185233116,
0.017297642305493355,
0.09757047891616821,
-0.04241613298654556,
-0.06577599793672562,
-0.011927010491490364,
-0.0038454814348369837,
-0.04477543756365776,
0.01910768449306488,
0.01995036192238331,
-0.01550266146659851,
-0.03728644922375679,
0.002440419513732195,
0.019148627296090126,
-0.035635463893413544,
-0.04245646297931671,
0.04892364889383316,
-0.007352784276008606,
0.024167340248823166,
-0.058447886258363724,
0.035578157752752304,
0.0005558378179557621,
-0.011332805268466473,
-0.03906402364373207,
0.012174690142273903,
0.008012782782316208,
-0.01995020918548107,
-0.03876073658466339,
-0.039888836443424225,
-0.017326729372143745,
0.0753292366862297,
0.0057234265841543674,
-0.0093371057882905,
-0.04042871668934822,
0.002841776004061103,
0.04237894341349602,
0.012609995901584625,
-0.02818070910871029,
0.009755271486938,
0.06294456869363785,
0.05177558586001396,
-0.025880713015794754,
0.0721978023648262,
-0.008450831286609173,
-0.03371594473719597,
-0.04323551058769226,
0.01928895153105259,
0.03452862799167633,
-0.04844113439321518,
0.04009126126766205,
0.04650188237428665,
0.006263227201998234,
-0.016203690320253372,
-0.03117617592215538,
0.04499489814043045,
-0.013769087381660938,
-0.032621391117572784,
0.018603727221488953,
0.0007088900892995298,
-0.05502713844180107,
0.03803977742791176,
-0.04076746851205826,
-0.007441372144967318,
-0.04463284835219383,
-0.04837880656123161,
-0.012287775054574013,
-0.015367066487669945,
0.01178775355219841,
0.027247263118624687,
-0.01905730925500393,
0.05939091742038727,
-0.02947024255990982,
0.008906787261366844,
-0.03240751102566719,
-0.046049781143665314,
-0.025671256706118584,
0.089065320789814,
0.028924155980348587,
0.03475223481655121,
-0.013738997280597687,
-0.047333721071481705,
0.017192011699080467,
0.08300266414880753,
0.049797266721725464,
0.03397538885474205,
-0.016431018710136414,
-0.012812316417694092,
0.036366499960422516,
0.053616076707839966,
-0.07526619732379913,
-0.055492840707302094,
0.006843242794275284,
0.0696491003036499,
-0.02597843110561371,
-0.016556572169065475,
-0.009816381148993969,
-0.005566407460719347,
-0.031880661845207214,
-0.07129661738872528,
0.04206729680299759,
0.019905898720026016,
0.016542093828320503,
0.013160520233213902,
-0.012986465357244015,
0.021836532279849052,
0.025128506124019623,
0.021178636699914932,
0.0033427223097532988,
-0.032595161348581314,
-0.021120401099324226,
0.01758607290685177,
0.039688512682914734,
-0.06316709518432617,
0.030214715749025345,
-0.015345104970037937,
-0.014592604711651802,
0.06547155976295471,
-0.02262207306921482,
0.06278228014707565,
0.054548949003219604,
-0.002489617560058832,
-0.04491712898015976,
0.03163376823067665,
0.014669116586446762,
0.028031539171934128,
0.03678600862622261,
-0.003470098366960883,
0.05644163861870766,
0.010877520777285099,
0.05289741978049278,
0.10691843181848526,
0.055717483162879944,
0.014633502811193466,
0.033941131085157394,
0.04307180643081665,
0.00692593352869153,
-0.010320358909666538,
0.06218431890010834,
-0.04316014423966408,
0.029947839677333832,
-0.03466716408729553,
0.03018602356314659,
-0.0011847468558698893,
-0.03733960911631584,
0.024269873276352882,
0.02169039472937584,
-0.016116298735141754,
0.03190373256802559,
-0.026764540001749992,
-0.010053553618490696,
0.050242505967617035,
0.00006529804522870108,
0.004424255806952715,
-0.015714172273874283,
-0.03438972309231758,
0.04117818549275398,
-0.07415647804737091,
-0.008060306310653687,
-0.0031487084925174713,
-0.0449492372572422,
0.01251682173460722,
-0.08298695087432861,
-0.04461192712187767,
-0.058269452303647995,
-0.003021185752004385,
0.041956137865781784,
0.005637723486870527,
0.0012346117291599512,
-0.050264421850442886,
0.005785839632153511,
-0.042708996683359146,
-0.046685971319675446,
-0.043075285851955414,
-0.06586713343858719,
-0.0028493129648268223,
-0.09783503413200378,
0.04214339703321457,
0.03174809366464615,
0.02884017676115036,
-0.001962751615792513,
0.00579054793342948,
-0.022264111787080765,
-0.028339864686131477,
0.0401650071144104,
0.05236668884754181,
-0.021956562995910645,
-0.054898157715797424,
0.01585334725677967,
-0.003896766109392047,
0.013436451554298401,
-0.008646069094538689,
-0.0519808791577816,
0.06851719319820404,
0.05968521907925606,
0.0018263317178934813,
0.027707967907190323,
-0.0036303638480603695,
-0.0252981036901474,
-0.044935841113328934,
-0.03279891982674599,
-0.02762536332011223,
-0.029434267431497574,
-0.02365058846771717,
-0.05594338849186897,
-0.06027168780565262,
-0.03736966848373413,
0.007159404456615448,
0.004107034765183926,
0.02406712807714939,
0.01643087901175022,
0.03041452169418335,
0.018302973359823227,
0.01251959428191185,
-0.02573469467461109,
-0.03513152897357941,
0.06079663336277008,
-0.0182974711060524,
0.015326473861932755,
-0.07466134428977966,
-0.003985111135989428,
0.03168291598558426,
-0.013998372480273247,
-0.0063443658873438835,
-0.016715271398425102,
0.07312832027673721,
0.011587911285459995,
0.0028552941512316465,
-0.00652769859880209,
-0.007822996005415916,
0.00983914453536272,
-0.02036706544458866,
-0.024962328374385834,
-0.007894034497439861,
-0.06807280331850052,
-0.02467629872262478,
-0.019691726192831993,
0.057494740933179855,
-0.05802369862794876,
-0.03428709879517555,
-0.014015487395226955,
0.02126329205930233,
0.04383227229118347,
-0.009149022400379181,
-0.058419324457645416,
-0.0004692206857725978,
-0.05001169443130493,
-0.02937784045934677,
0.009195941500365734,
-0.026365913450717926,
0.03496325761079788,
0.027432182803750038,
0.024098504334688187,
-0.005864861886948347,
0.03453954681754112,
0.01954645663499832,
0.04972846806049347,
0.007781789638102055,
-0.07141166925430298,
0.03821247071027756,
-0.021869532763957977,
0.03129347413778305,
-0.017823347821831703,
-0.02395171858370304,
-0.02052033320069313,
-0.09544529765844345,
-0.0019217591034248471,
-0.00006422654405469075,
-0.033594969660043716,
-0.010799585841596127,
0.06228955090045929,
0.008576080203056335,
0.010715444572269917,
0.004253355786204338,
0.02323715016245842,
0.043722450733184814,
-0.0205270666629076,
0.07548921555280685,
0.011655407957732677,
0.03953149542212486,
-0.03678488731384277,
0.02835213951766491,
-0.04263486713171005,
-0.032891351729631424,
0.0023049316368997097,
0.06989496201276779,
0.024256151169538498,
0.06072908267378807,
0.09300214052200317,
0.012132488191127777,
-0.03991048038005829,
0.023314759135246277,
0.0467873215675354,
-0.009593200869858265,
-0.03310920298099518,
-0.002822933718562126,
-0.008725440129637718,
-0.026228509843349457,
0.01598535291850567,
-0.05927186459302902,
0.034462593495845795,
0.03238091617822647,
0.0029664249159395695,
-0.01451895758509636,
0.018617967143654823,
-0.023304689675569534,
-0.004784236196428537,
-0.0831666812300682,
-0.030699942260980606,
0.017528431490063667,
-0.030363213270902634,
0.01349884644150734,
0.041527941823005676,
-0.002374628558754921,
0.04542053863406181,
0.046102896332740784,
-0.041518162935972214,
-0.021955108270049095,
0.02584121562540531,
0.029868531972169876,
-0.05288427323102951,
-0.06638142466545105,
-0.038162387907505035,
0.05200028046965599,
0.041740287095308304,
-0.024420466274023056,
-0.06668706238269806,
0.010198988951742649,
0.06515797227621078,
-0.00676970649510622,
0.058899443596601486,
0.006531378719955683,
0.04800042510032654,
0.03139130398631096,
-0.018445657566189766,
0.029023166745901108,
-0.019184140488505363,
0.017579128965735435,
0.004897652193903923,
0.03711490333080292,
-0.023163549602031708,
-0.0602131187915802,
-0.05396772176027298,
0.01337872352451086,
0.019327174872159958,
0.03500936180353165,
0.040013961493968964,
-0.01807640865445137,
-0.030238306149840355,
-0.014952286146581173,
0.04182364046573639,
-0.028294017538428307,
0.008625729009509087,
0.03501351550221443,
0.03401835262775421,
-0.029518717899918556,
-0.06166495010256767,
0.021642418578267097,
-0.00800732895731926,
0.02303929254412651,
-0.009539978578686714,
-0.04658903554081917,
-0.0160911213606596,
0.029084933921694756,
-0.026752885431051254,
-0.02312685362994671,
-0.08686477690935135,
-0.010145632550120354,
-0.010144061408936977,
-0.024698978289961815,
0.049703460186719894,
0.022271426394581795,
0.04842827841639519,
0.04000368341803551,
-0.013525411486625671,
0.014001945033669472,
-0.043749529868364334,
0.04070084169507027,
-0.011627456173300743,
-0.0270784180611372,
-0.02411034144461155,
-0.025576313957571983,
-0.009754441678524017,
-0.01471748948097229,
-0.03170628473162651,
-0.04003673419356346,
-0.026660842821002007,
0.008681412786245346,
-0.01884443871676922,
0.024271341040730476,
-0.030456310138106346,
0.010147894732654095,
-0.02060641348361969,
-0.04110342264175415,
-0.0037103944923728704,
-0.016452591866254807,
-0.08087161183357239,
-0.04551750048995018,
0.007727974560111761,
0.008554399944841862,
0.02356489561498165,
0.017218058928847313,
0.030346108600497246,
0.014645781368017197,
-0.019960932433605194,
0.0031338713597506285,
0.025530165061354637,
-0.0168929286301136,
-0.04684761166572571,
-0.0453341044485569,
0.007203013636171818,
0.033262599259614944,
0.029510797932744026,
-0.01130046509206295,
0.036672405898571014,
0.05174603685736656,
-0.03860458359122276,
-0.030334532260894775,
0.0374569334089756,
0.01356708537787199,
-0.07635324448347092,
-0.05139034986495972,
-0.009614936076104641,
-0.026156358420848846,
0.027058670297265053,
-0.0038026452530175447,
0.0027979761362075806,
0.03501825034618378,
0.029652738943696022,
0.036455001682043076,
0.030324336141347885,
-0.033647213131189346,
0.03127674385905266,
-0.02052171900868416,
0.029699617996811867,
-0.052862364798784256,
0.06548378616571426,
-0.03222754970192909,
-0.005728196352720261,
-0.00006206792022567242,
-0.013560070656239986,
-0.05906481295824051,
0.06959835439920425,
-0.012417242862284184,
-0.0025892150588333607,
-0.0019809813238680363,
-0.021709388121962547,
-0.02879195474088192,
0.0058480799198150635,
-0.01940796710550785,
-0.00848393701016903,
-0.040265873074531555,
0.048225756734609604,
-0.054940707981586456,
0.006104821804910898,
-0.02957896701991558,
0.016280004754662514,
-0.017485499382019043,
-0.040432434529066086,
-0.017625220119953156,
-0.05371177941560745,
0.033397287130355835,
-0.004464847035706043,
0.028638072311878204,
0.03241153061389923,
-0.02504250779747963,
0.020821139216423035,
0.022021649405360222,
-0.08669139444828033,
-0.04376150295138359,
0.0006836439133621752,
0.046800460666418076,
-0.011976417154073715,
0.04780140519142151,
0.025191443040966988,
-0.06125129014253616,
-0.06451556086540222,
0.05077667906880379,
0.03612898662686348,
0.016115760430693626,
0.01908557303249836,
-0.001105915056541562,
0.011442579329013824,
0.024086201563477516,
-0.035402607172727585,
-0.029895881190896034,
-0.03124992549419403,
-0.029419053345918655,
0.014947312884032726,
-0.026471633464097977,
-0.011243494227528572,
0.03633008152246475,
-0.06125820055603981,
-0.016383614391088486,
0.03064926341176033,
0.058885931968688965,
0.018697772175073624,
0.0024094032123684883,
-0.05492299422621727,
0.018474571406841278,
0.00922395009547472,
-0.05245785042643547,
0.01593981310725212,
0.009477633982896805,
-0.04437532648444176,
0.049741849303245544,
-0.009608483873307705,
-0.008603343740105629,
0.04720929265022278,
0.010746718384325504,
0.014905343763530254,
0.04479917138814926,
-0.02306574210524559,
0.015691284090280533,
0.03454199433326721,
-0.0505404993891716,
-0.011793095618486404,
-0.02657674252986908,
0.08161614090204239,
-0.07724044471979141,
0.06623736768960953,
0.05055714398622513,
-0.002167638624086976,
0.01585548184812069,
-0.06573089957237244,
-0.04959812015295029,
0.01512276753783226,
-0.03716570511460304,
0.05296368524432182,
0.008567853830754757,
-0.06350584328174591,
0.05523833632469177,
0.024671416729688644,
-0.07181369513273239,
0.022668931633234024,
0.06246752291917801,
0.02142590470612049,
-0.009618923999369144,
0.03998206928372383,
-0.06559896469116211,
-0.004789660684764385,
-0.04352196305990219,
0.002943608909845352,
-0.051833074539899826,
-0.014944192953407764,
-0.004923657048493624,
-0.005742312408983707,
-0.0015335137723013759,
0.018605638295412064,
-0.03356889262795448,
-0.01826636493206024,
0.034678734838962555,
-0.01802731864154339,
-0.04801882430911064,
-0.0073121958412230015,
-0.00028324162121862173,
-0.033794842660427094,
-0.015222778543829918,
-0.022285887971520424,
-0.003325876547023654,
-0.017702097073197365,
-0.0019653376657515764,
-0.019953247159719467,
-0.01522620115429163,
0.02488480694591999,
-0.03619799390435219,
-0.07094565778970718,
0.07461579144001007,
0.009671301580965519,
-0.042425282299518585,
0.018224338069558144,
0.006641235668212175,
-0.001956349005922675,
0.030118154361844063,
-0.0023921295069158077,
0.035536617040634155,
-0.05929268151521683,
-0.01669962890446186,
0.0011796640465036035,
0.01881766878068447,
0.002250281861051917,
-0.023355737328529358,
0.020899644121527672,
0.033269550651311874,
0.03559289127588272,
-0.0022345276083797216,
-0.03466672822833061,
-0.042032744735479355,
0.013017998076975346,
-0.06397297978401184,
0.006072321441024542,
0.011716247536242008,
-0.053919464349746704,
-0.034837231040000916,
-0.019964057952165604,
0.004920451436191797,
0.04291459545493126,
-0.03247107192873955,
0.006816568784415722,
0.0273841992020607,
-0.026659857481718063,
-0.05576153099536896,
-0.0691613107919693,
-0.039908118546009064,
-0.022239897400140762,
0.03771466016769409,
0.012695723213255405,
-0.04591112583875656,
0.014880322851240635,
-0.03287605941295624,
-0.05358933284878731,
0.026264749467372894,
0.02033831551671028,
-0.06193651631474495,
0.045777577906847,
0.06571298837661743,
-0.05662122741341591,
0.016005592420697212,
0.025105590000748634,
-0.040526214987039566,
0.002866760129109025,
0.04349255561828613,
0.017733365297317505,
0.027727946639060974,
0.04607876017689705,
-0.028510086238384247,
-0.014838255010545254,
-0.05403833091259003,
-0.042904920876026154,
-0.06601928919553757,
-0.01640872284770012,
0.050002679228782654
] |
Akashpb13/Hausa_xlsr | [
"pytorch",
"wav2vec2",
"automatic-speech-recognition",
"ha",
"dataset:mozilla-foundation/common_voice_8_0",
"transformers",
"generated_from_trainer",
"hf-asr-leaderboard",
"model_for_talk",
"mozilla-foundation/common_voice_8_0",
"robust-speech-event",
"license:apache-2.0",
"model-index",
"has_space"
] | automatic-speech-recognition | {
"architectures": [
"Wav2Vec2ForCTC"
],
"model_type": "wav2vec2",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": null,
"length_penalty": null,
"max_length": null,
"min_length": null,
"no_repeat_ngram_size": null,
"num_beams": null,
"prefix": null
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_fr": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
},
"translation_en_to_ro": {
"early_stopping": null,
"max_length": null,
"num_beams": null,
"prefix": null
}
}
} | 31 | null | ---
widget:
- text: "Ciao, mi chiamo Marcantonio, sono di Roma. Studio informatica all'Università di Roma."
language:
- it
license: mit
---
# Hate Speech Classifier for Social Media Content in Italian Language
A monolingual model for hate speech classification of social media content in Italian language. The model was trained on 119,670 YouTube comments and tested on an independent test set of 21,072 YouTube comments. It is based on Italian ALBERTO pre-trained language model.
## Tokenizer
During training the text was preprocessed using the original Italian ALBERTO tokenizer. We suggest the same tokenizer is used for inference.
## Model output
The model classifies each input into one of four distinct classes:
* 0 - acceptable
* 1 - inappropriate
* 2 - offensive
* 3 - violent | [
-0.009822645224630833,
-0.010803237557411194,
0.0036340889055281878,
0.04616278037428856,
0.046047575771808624,
0.03663560003042221,
-0.01012216042727232,
-0.0009890650399029255,
-0.033176273107528687,
0.0555572509765625,
0.04579516127705574,
-0.009143206290900707,
0.002608823124319315,
0.013525995425879955,
-0.07010110467672348,
-0.02255910076200962,
-0.018071942031383514,
-0.035419296473264694,
-0.05985412374138832,
0.0067026992328464985,
-0.012137096375226974,
-0.004012906923890114,
0.01142512634396553,
0.01733439229428768,
-0.0076976739801466465,
0.024251442402601242,
-0.02799956686794758,
0.02032608725130558,
0.03696354851126671,
-0.039277318865060806,
0.005202818661928177,
-0.0026042237877845764,
-0.04509773105382919,
-0.009783774614334106,
-0.0355992391705513,
-0.010432318784296513,
0.029010696336627007,
0.015173572115600109,
0.010586123913526535,
0.05261401832103729,
-0.001540806028060615,
-0.000939639110583812,
-0.01041519083082676,
-0.0197894424200058,
0.020618069916963577,
-0.01837867684662342,
-0.06440223008394241,
-0.010314122773706913,
0.04587282985448837,
-0.052949730306863785,
-0.036086905747652054,
-0.06327088922262192,
-0.02734665758907795,
0.013202010653913021,
-0.018440334126353264,
-0.03260662406682968,
-0.0493970550596714,
0.015636812895536423,
0.07020799815654755,
-0.035898804664611816,
-0.025537267327308655,
-0.000512392318341881,
-0.0539541058242321,
0.012182921171188354,
0.008784101344645023,
-0.07299178093671799,
0.01715489849448204,
-0.029250463470816612,
0.032454606145620346,
-0.005969004239886999,
0.05895144119858742,
-0.06640312820672989,
0.031257953494787216,
-0.0639709085226059,
0.0003631669096648693,
-0.04216130077838898,
0.05269310995936394,
0.06025104224681854,
-0.04612543061375618,
0.05804932489991188,
0.029035886749625206,
0.018349604681134224,
0.03134043514728546,
-0.01963917538523674,
-0.011942449025809765,
0.0456366091966629,
-0.06027255207300186,
0.0039983876049518585,
0.01814923994243145,
0.023096349090337753,
-0.02812202461063862,
-0.03678324073553085,
0.0085764704272151,
-0.023044561967253685,
-0.011698784306645393,
0.04675858095288277,
0.007849459536373615,
-0.03046903945505619,
0.030861778184771538,
0.023455049842596054,
0.04310550540685654,
0.037956252694129944,
-0.019660398364067078,
0.07306639105081558,
-0.008419910445809364,
0.008016013540327549,
-0.026554076001048088,
-0.03481807932257652,
-0.036435678601264954,
0.017719708383083344,
0.006352136377245188,
-0.06133341044187546,
-0.027069060131907463,
0.046468861401081085,
-0.015763016417622566,
-0.0020434895996004343,
0.043782737106084824,
-0.031071335077285767,
-0.05228825658559799,
-0.05889196693897247,
0.010813791304826736,
-0.0032249006908386946,
0.016891442239284515,
-0.006773998495191336,
-0.05897800996899605,
0.03676483407616615,
-0.022748839110136032,
-0.06566078215837479,
0.0074585420079529285,
0.03324900195002556,
0.014099088497459888,
0.05849144980311394,
0.025019874796271324,
-0.029582906514406204,
0.0011245720088481903,
0.012267814949154854,
-0.04130074009299278,
0.020130371674895287,
0.03162209689617157,
0.11815356463193893,
-0.052544064819812775,
-0.03548568859696388,
-0.012281031347811222,
-0.0020793515723198652,
-0.04598093032836914,
0.014689456671476364,
0.024149341508746147,
-0.05224108695983887,
-0.028091808781027794,
0.009249268099665642,
0.0199961569160223,
-0.03199972212314606,
-0.02774159610271454,
0.06714460253715515,
-0.00845053419470787,
0.026702258735895157,
-0.04549350589513779,
0.01187991350889206,
0.004365001805126667,
-0.019396284595131874,
-0.02335616573691368,
-0.00466717965900898,
0.001150251948274672,
-0.018305262550711632,
-0.03333945572376251,
-0.03564690425992012,
0.0026958519592881203,
0.08754789084196091,
0.014677505940198898,
-0.014640378765761852,
-0.041256677359342575,
0.004121727310121059,
0.026029499247670174,
-0.004024487920105457,
-0.0054216994903981686,
0.038063958287239075,
0.054549217224121094,
0.049792081117630005,
-0.031751397997140884,
0.07619279623031616,
0.004754127934575081,
-0.031863775104284286,
-0.045425742864608765,
0.018934670835733414,
0.044285766780376434,
-0.05317195504903793,
0.027014324441552162,
0.044881388545036316,
-0.00026494893245399,
-0.0004449404950719327,
-0.04151575267314911,
0.04578632488846779,
-0.026448728516697884,
-0.016391105949878693,
0.02136281132698059,
0.00380209949798882,
-0.056364260613918304,
0.03865065053105354,
-0.03260742127895355,
-0.026157641783356667,
-0.031827714294195175,
-0.05395343154668808,
-0.005098918452858925,
0.005490800365805626,
0.002890778938308358,
0.03193935006856918,
-0.0024424162693321705,
0.07951650023460388,
-0.01435316912829876,
0.007108993828296661,
-0.03131650388240814,
-0.05454559624195099,
-0.009065433405339718,
0.09925230592489243,
0.019904498010873795,
0.047101378440856934,
-0.021406754851341248,
-0.04786338284611702,
0.0068542431108653545,
0.057948872447013855,
0.04034389927983284,
0.032811667770147324,
-0.02125379629433155,
-0.004923330154269934,
0.03283488005399704,
0.05759178847074509,
-0.07187920808792114,
-0.05971292033791542,
0.012605986557900906,
0.04890467971563339,
-0.03296762332320213,
-0.0013445377117022872,
-0.002371822716668248,
0.008842308074235916,
-0.042781729251146317,
-0.046484287828207016,
0.03234955295920372,
0.009719795547425747,
0.0032168664038181305,
0.008212603628635406,
-0.01630638726055622,
0.0012224521487951279,
0.017772171646356583,
-0.00030102377058938146,
0.007158995606005192,
-0.03888147696852684,
0.0026991544291377068,
0.019547268748283386,
0.05388283357024193,
-0.05403353273868561,
0.022626858204603195,
-0.010294797830283642,
-0.02679893560707569,
0.04597370699048042,
-0.03836793452501297,
0.058493293821811676,
0.05374625325202942,
0.00013304976164363325,
-0.054675180464982986,
0.018232470378279686,
0.009928025305271149,
0.026748158037662506,
0.02725016325712204,
-0.00627937214449048,
0.07395082712173462,
0.016748690977692604,
0.05923537164926529,
0.12364897131919861,
0.03877013921737671,
-0.016345977783203125,
0.037180982530117035,
0.04270105063915253,
0.022480392828583717,
-0.014364573173224926,
0.06557103246450424,
-0.05154228210449219,
0.02055489830672741,
-0.024802958592772484,
0.031795985996723175,
-0.004335647914558649,
-0.01564272679388523,
0.03757478669285774,
0.013887684792280197,
-0.010427968576550484,
0.00800121109932661,
-0.02464684657752514,
-0.00440050195902586,
0.05639507621526718,
-0.03276766836643219,
-0.010022241622209549,
-0.010224212892353535,
-0.02328580617904663,
0.04367729276418686,
-0.06510398536920547,
-0.015115940943360329,
-0.007502351887524128,
-0.03959790989756584,
-0.01419091410934925,
-0.08634507656097412,
-0.053020790219306946,
-0.05092163011431694,
-0.0027338084764778614,
0.02887919172644615,
0.012103550136089325,
-0.005629724357277155,
-0.05681060627102852,
0.009749537333846092,
-0.03642989322543144,
-0.03577401861548424,
-0.032898418605327606,
-0.06915611773729324,
-0.009037621319293976,
-0.08626986294984818,
0.029282433912158012,
0.022582625970244408,
0.04591279849410057,
-0.004155423492193222,
0.0028171001467853785,
-0.018752915784716606,
-0.03958131745457649,
0.05424179881811142,
0.06129956245422363,
-0.018190715461969376,
-0.05684840679168701,
0.01667780615389347,
-0.0022894160356372595,
0.006383489351719618,
0.004612693563103676,
-0.0713164433836937,
0.07074371725320816,
0.05575408414006233,
0.013611341826617718,
0.018157808110117912,
-0.0006816809182055295,
-0.04063904657959938,
-0.04119274765253067,
-0.03489840030670166,
-0.019334478303790092,
-0.015505918301641941,
-0.014090088196098804,
-0.039804257452487946,
-0.0575689971446991,
-0.03776003420352936,
0.007266303524374962,
0.005933511536568403,
0.027134401723742485,
0.010646884329617023,
0.027955038473010063,
0.022741271182894707,
0.005180394276976585,
-0.03648550435900688,
-0.03104224056005478,
0.06076115742325783,
-0.005803171079605818,
0.003358725691214204,
-0.07135520875453949,
0.0001643916330067441,
0.029880071058869362,
-0.011690303683280945,
-0.017657412216067314,
-0.017617324367165565,
0.07417228072881699,
0.012645511887967587,
0.0026229138020426035,
-0.0003043540345970541,
-0.00866272859275341,
-0.007416768930852413,
-0.00896120723336935,
-0.030482949689030647,
-0.008501769974827766,
-0.057968612760305405,
-0.009478958323597908,
-0.0021997506264597178,
0.06527280062437057,
-0.0740535706281662,
-0.03646525740623474,
-0.01375873014330864,
0.029137495905160904,
0.029505832120776176,
0.008756991475820541,
-0.058188583701848984,
0.00907904002815485,
-0.05642426759004593,
-0.032523252069950104,
0.024750173091888428,
-0.02329258993268013,
0.03066769614815712,
0.03180399537086487,
0.030395714566111565,
-0.009114125743508339,
0.028849631547927856,
0.022923052310943604,
0.054580673575401306,
0.01549735851585865,
-0.05874175950884819,
0.04064561054110527,
-0.028742486611008644,
0.022541489452123642,
-0.007550192531198263,
-0.027791442349553108,
-0.03117167018353939,
-0.10405021905899048,
0.0015600580954924226,
0.01661166548728943,
-0.01083973329514265,
-0.013622503727674484,
0.05087949335575104,
0.009190046228468418,
0.013259094208478928,
0.005558152217417955,
0.021403662860393524,
0.05122264474630356,
-0.03199336677789688,
0.08177892118692398,
0.007574568502604961,
0.05085928365588188,
-0.03736742585897446,
0.02530202642083168,
-0.027895109727978706,
-0.049962449818849564,
-0.000020969660909031518,
0.06179133802652359,
0.0053720977157354355,
0.05119088292121887,
0.09508520364761353,
0.009585186839103699,
-0.03586214780807495,
0.03405169025063515,
0.03712967783212662,
-0.0013754608808085322,
-0.03040764294564724,
-0.011652901768684387,
-0.005131758749485016,
-0.02375834994018078,
0.010216157883405685,
-0.044424306601285934,
0.023986218497157097,
0.023859310895204544,
0.0018633806612342596,
-0.016083598136901855,
0.0002854325866792351,
-0.019398514181375504,
-0.00875142216682434,
-0.06884501874446869,
-0.017637180164456367,
0.013379707932472229,
-0.023637713864445686,
-0.008768227882683277,
0.03943483158946037,
0.0028890776447951794,
0.036008115857839584,
0.03816376253962517,
-0.03391001373529434,
-0.027710625901818275,
0.012927373871207237,
0.025235461071133614,
-0.050687890499830246,
-0.07555395364761353,
-0.03949397802352905,
0.0448550283908844,
0.020853005349636078,
-0.016838785260915756,
-0.0842481404542923,
0.011659803800284863,
0.06166578456759453,
-0.03120841085910797,
0.03710903227329254,
-0.0039496999233961105,
0.03348100185394287,
0.023289775475859642,
-0.031071480363607407,
0.022939272224903107,
-0.023995501920580864,
0.006280585657805204,
-0.010293318890035152,
0.04613245278596878,
-0.01395800244063139,
-0.06240749731659889,
-0.061220843344926834,
0.028504323214292526,
0.025768879801034927,
0.03320910781621933,
0.028721872717142105,
-0.014964655973017216,
-0.038097187876701355,
-0.008526666089892387,
0.05609947815537453,
-0.03898787498474121,
0.0030388575978577137,
0.03503580391407013,
0.03786136209964752,
-0.019833993166685104,
-0.05321592465043068,
0.017502527683973312,
-0.0005385630647651851,
0.038440775126218796,
0.0036647638771682978,
-0.03832249715924263,
-0.016625897958874702,
0.01695917919278145,
-0.023800497874617577,
-0.04191752150654793,
-0.09744220972061157,
0.005775175988674164,
-0.0008664110209792852,
-0.032780859619379044,
0.07262714952230453,
0.017644641920924187,
0.03335418924689293,
0.043069083243608475,
-0.010293491184711456,
0.011401589028537273,
-0.0537053644657135,
0.04109148308634758,
-0.004825819283723831,
-0.0050143832340836525,
-0.024586666375398636,
-0.03723647817969322,
-0.010076787322759628,
-0.00923539511859417,
-0.037915151566267014,
-0.03585314005613327,
-0.02416624128818512,
0.00843910500407219,
-0.011531413532793522,
0.014468785375356674,
-0.03817892074584961,
0.0217434074729681,
-0.025851847603917122,
-0.0419253371655941,
-0.014069365337491035,
-0.027797050774097443,
-0.07359880208969116,
-0.04557516798377037,
0.010553007014095783,
0.015891700983047485,
0.045983631163835526,
-0.0034842004533857107,
0.030915144830942154,
0.02006722241640091,
-0.007980355992913246,
0.013705255463719368,
0.016715753823518753,
-0.006487197708338499,
-0.04508138820528984,
-0.059264350682497025,
0.00786267314106226,
0.03731098771095276,
0.03530048951506615,
-0.02233632653951645,
0.02423810586333275,
0.0626584067940712,
-0.052272602915763855,
-0.045689504593610764,
0.01504588034003973,
0.007499892730265856,
-0.08217958360910416,
-0.04471538960933685,
-0.007094900123775005,
-0.027273686602711678,
0.026865646243095398,
-0.005344778299331665,
0.022859256714582443,
0.027030447497963905,
0.0184308011084795,
0.03167661279439926,
0.01488133892416954,
-0.031538642942905426,
0.01837220788002014,
-0.02611921913921833,
0.017341267317533493,
-0.05882205441594124,
0.051885608583688736,
-0.01506297942250967,
-0.01769155263900757,
-0.005509695038199425,
-0.009726447984576225,
-0.061243075877428055,
0.07229860872030258,
-0.0017470791935920715,
-0.002022417262196541,
0.013500633649528027,
-0.02460681088268757,
-0.022081606090068817,
0.011460409499704838,
-0.026910478249192238,
-0.0007335984264500439,
-0.03081667423248291,
0.04882567375898361,
-0.05070921778678894,
-0.0038324862252920866,
-0.034098803997039795,
0.004476137924939394,
-0.012713245116174221,
-0.028562678024172783,
-0.03300469368696213,
-0.044716350734233856,
0.03204028308391571,
0.020324578508734703,
0.06015169247984886,
0.016918478533625603,
-0.04082191362977028,
0.01886056549847126,
-0.0010707373730838299,
-0.08061055094003677,
-0.03825794532895088,
0.002542703878134489,
0.040319811552762985,
0.0040094004943966866,
0.03742687776684761,
0.030264761298894882,
-0.0651075690984726,
-0.062217533588409424,
0.0254826582968235,
0.0230620838701725,
0.0147533705458045,
0.011489012278616428,
0.0010294397361576557,
0.01396134216338396,
0.02820524014532566,
-0.041632696986198425,
-0.02757304720580578,
-0.04087527468800545,
-0.025858260691165924,
0.018278487026691437,
-0.019528081640601158,
0.001847615116275847,
0.02883063443005085,
-0.03836112096905708,
-0.01780022494494915,
0.015243219211697578,
0.05038630962371826,
0.016899099573493004,
-0.008830071426928043,
-0.05473834648728371,
0.017000524327158928,
-0.002181727671995759,
-0.0526447594165802,
0.027711879462003708,
0.002979826647788286,
-0.0596451461315155,
0.03654775768518448,
-0.004101409111171961,
-0.0038666033651679754,
0.04446415603160858,
0.015669934451580048,
-0.0013347879284992814,
0.035773638635873795,
-0.01562652364373207,
-0.0013551556039601564,
0.03755302354693413,
-0.05176517739892006,
-0.012762820348143578,
-0.02568354830145836,
0.0936465784907341,
-0.06408997625112534,
0.05886487662792206,
0.04654029384255409,
0.007128744386136532,
0.02391931787133217,
-0.06449171155691147,
-0.042850978672504425,
0.024259472265839577,
-0.03957415744662285,
0.06158721074461937,
0.008858921937644482,
-0.08958876132965088,
0.06749054044485092,
0.04503026232123375,
-0.06803122907876968,
0.012127967551350594,
0.06573644280433655,
0.01286601833999157,
0.018639782443642616,
0.048479191958904266,
-0.05122837796807289,
-0.014133975841104984,
-0.04913371801376343,
0.011249825358390808,
-0.06738319247961044,
-0.017872627824544907,
-0.0034183089155703783,
-0.010327111929655075,
0.00004745830301544629,
0.01665533520281315,
-0.016541797667741776,
-0.007784561719745398,
0.029628239572048187,
-0.016606196761131287,
-0.03761480003595352,
0.008612717501819134,
-0.007501219864934683,
-0.0314207524061203,
-0.0009428012417629361,
-0.01211557723581791,
0.004526694305241108,
-0.008669568225741386,
-0.005136019550263882,
-0.0289140772074461,
-0.005933834705501795,
0.007534054573625326,
-0.046363554894924164,
-0.07399173080921173,
0.08112728595733643,
0.012289273552596569,
-0.04127049818634987,
0.014610275626182556,
0.0055968570522964,
0.013082830235362053,
0.02681257762014866,
-0.005818432662636042,
0.012512159533798695,
-0.08021880686283112,
-0.02873559109866619,
-0.00039453411591239274,
0.006447451654821634,
0.005000291857868433,
-0.015085342340171337,
0.0152856120839715,
0.030501767992973328,
0.02913573943078518,
0.0018497391138225794,
-0.027256591245532036,
-0.057866018265485764,
0.013204731047153473,
-0.05263792350888252,
0.012622728943824768,
0.015440080314874649,
-0.05959102138876915,
-0.02861909195780754,
-0.023568950593471527,
0.016167061403393745,
0.04888177663087845,
-0.015044565312564373,
-0.010013996623456478,
0.014719614759087563,
-0.029108470305800438,
-0.042257487773895264,
-0.07862184941768646,
-0.047522954642772675,
-0.015953203663229942,
0.02573569305241108,
0.007194766774773598,
-0.05637068301439285,
0.028070392087101936,
-0.03580724820494652,
-0.05970050022006035,
0.03950455039739609,
0.023213211447000504,
-0.05880022048950195,
0.03455240651965141,
0.07412966340780258,
-0.05299929901957512,
0.0224294513463974,
0.037445031106472015,
-0.02928655594587326,
0.006982364691793919,
0.046712201088666916,
0.0023823720403015614,
0.04153510928153992,
0.008549919351935387,
-0.011802365072071552,
-0.0007455421728082001,
-0.054760780185461044,
-0.03745894879102707,
-0.05302129313349724,
-0.009283139370381832,
0.038564760237932205
] |
AkshaySg/gramCorrection | [
"pytorch",
"t5",
"text2text-generation",
"transformers",
"autotrain_compatible"
] | text2text-generation | {
"architectures": [
"T5ForConditionalGeneration"
],
"model_type": "t5",
"task_specific_params": {
"conversational": {
"max_length": null
},
"summarization": {
"early_stopping": true,
"length_penalty": 2,
"max_length": 200,
"min_length": 30,
"no_repeat_ngram_size": 3,
"num_beams": 4,
"prefix": "summarize: "
},
"text-generation": {
"do_sample": null,
"max_length": null
},
"translation_en_to_de": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to German: "
},
"translation_en_to_fr": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to French: "
},
"translation_en_to_ro": {
"early_stopping": true,
"max_length": 300,
"num_beams": 4,
"prefix": "translate English to Romanian: "
}
}
} | 4 | null | ---
datasets:
- squad_v2
- wiki_qa
language:
- en
metrics:
- accuracy
pipeline_tag: question-answering
---
A distilbert model fine-tuned for question answering. | [
0.007829503156244755,
-0.008843069896101952,
-0.0036526438780128956,
0.03804255276918411,
0.05831139534711838,
-0.0018489186186343431,
-0.008398025296628475,
0.018746187910437584,
-0.04732096940279007,
0.03760438412427902,
0.052303191274404526,
0.015803705900907516,
0.011370775289833546,
0.04038367047905922,
-0.061362870037555695,
-0.050189435482025146,
-0.006173604167997837,
-0.015286676585674286,
-0.0520351268351078,
-0.03703007102012634,
-0.005268828012049198,
0.017183473333716393,
0.01554712001234293,
-0.001167047186754644,
0.009586574509739876,
0.02074929140508175,
-0.030967384576797485,
0.02572859823703766,
0.05000852793455124,
-0.04885243996977806,
0.013408677652478218,
-0.028933288529515266,
-0.022058887407183647,
-0.04489794373512268,
-0.010778584517538548,
-0.04453441873192787,
0.019281359389424324,
-0.002595446305349469,
0.015137911774218082,
0.029368197545409203,
-0.024737652391195297,
0.03246032074093819,
-0.004122570157051086,
-0.022237153723835945,
0.06120571121573448,
0.006186435464769602,
-0.03554198890924454,
-0.02819250337779522,
0.007339480798691511,
-0.04215041548013687,
-0.06479917466640472,
-0.07422276586294174,
-0.045242469757795334,
0.006564761511981487,
0.016727108508348465,
-0.01932571642100811,
-0.042118046432733536,
0.012062828056514263,
0.07776009291410446,
-0.0437094122171402,
-0.0320313461124897,
0.001291043241508305,
-0.0554836243391037,
-0.024405451491475105,
0.035910025238990784,
-0.060311879962682724,
0.015797672793269157,
-0.059150323271751404,
0.03261306509375572,
-0.01929793320596218,
0.09418395906686783,
-0.04448206350207329,
0.04123871028423309,
-0.060676801949739456,
-0.01703745685517788,
0.0056352210231125355,
0.03246762603521347,
0.025854211300611496,
0.0002408376312814653,
0.06786953657865524,
0.014185008592903614,
0.017517101019620895,
0.025002187117934227,
-0.04362943023443222,
-0.014767186716198921,
0.01991279236972332,
-0.050886306911706924,
0.007257475517690182,
-0.012202069163322449,
0.010720374062657356,
-0.01773325726389885,
-0.04119787737727165,
-0.025275859981775284,
-0.005462034605443478,
-0.009318855591118336,
0.03824032098054886,
0.03467833623290062,
-0.020154858008027077,
-0.017646625638008118,
0.014103583991527557,
0.014710522256791592,
0.055854976177215576,
-0.0326133631169796,
0.039131905883550644,
-0.006902690976858139,
0.025835907086730003,
0.012245452962815762,
-0.011056779883801937,
-0.05695444345474243,
0.04231393337249756,
0.005922022741287947,
-0.03565729036927223,
-0.0014901234535500407,
0.011419237591326237,
0.02861948311328888,
0.00006470666994573548,
0.06675097346305847,
-0.03753817826509476,
-0.004062252584844828,
-0.05202188715338707,
0.03979206457734108,
0.013840773142874241,
-0.0293454360216856,
0.014933212660253048,
-0.019992636516690254,
-0.01743955723941326,
-0.037279874086380005,
-0.033930446952581406,
0.013190310448408127,
-0.006757291499525309,
0.011620349250733852,
0.05729059502482414,
0.025083594024181366,
-0.09556636214256287,
0.00960470549762249,
0.027524542063474655,
-0.07135891169309616,
-0.006964054424315691,
0.009706487879157066,
0.09189308434724808,
-0.059822745621204376,
-0.05256037414073944,
0.006181818433105946,
0.025303024798631668,
-0.0010796627029776573,
-0.016453394666314125,
0.006927299778908491,
-0.011878789402544498,
-0.02026427537202835,
0.019475089386105537,
0.07086595892906189,
-0.037695709615945816,
0.016340039670467377,
0.03246208280324936,
0.005021438468247652,
0.033385757356882095,
-0.055221233516931534,
0.01984201930463314,
-0.0014120354317128658,
-0.0017717645969241858,
-0.06174452602863312,
0.045534782111644745,
-0.018233738839626312,
-0.02011030726134777,
-0.040416307747364044,
-0.013389313593506813,
-0.0035843132063746452,
0.08682074397802353,
0.0007301234290935099,
-0.04324011877179146,
-0.045987311750650406,
0.018600234761834145,
0.03597171604633331,
0.05207625776529312,
-0.001989279640838504,
0.025073669850826263,
0.02938779816031456,
0.03176671639084816,
-0.0013177345972508192,
0.04193826764822006,
0.0036250571720302105,
-0.03060275688767433,
-0.025250623002648354,
0.009612996131181717,
0.03724860027432442,
-0.04391719773411751,
0.04178481921553612,
0.04453422129154205,
-0.005196603015065193,
-0.043400559574365616,
-0.03747991472482681,
0.03454137593507767,
-0.048460811376571655,
-0.01592797040939331,
0.008959698490798473,
0.025323325768113136,
-0.01218124944716692,
0.03990181162953377,
-0.03390999510884285,
0.01632319949567318,
-0.04559731483459473,
-0.0024157098960131407,
0.03961243852972984,
-0.005349587649106979,
0.014349540695548058,
0.05186072364449501,
-0.008431495167315006,
0.09821395576000214,
-0.044407788664102554,
0.016821326687932014,
-0.04331173002719879,
-0.0076583451591432095,
0.004241598770022392,
0.0505017414689064,
0.05330036208033562,
0.0423985980451107,
-0.011258513666689396,
-0.032951537519693375,
0.06138618662953377,
0.09150857478380203,
0.054055105894804,
0.012908682227134705,
-0.012465950101613998,
-0.009085041470825672,
0.03442978858947754,
0.06484904885292053,
-0.026404516771435738,
-0.016159500926733017,
0.0031885842327028513,
0.027323102578520775,
0.008096951991319656,
-0.013032801449298859,
-0.013840998522937298,
0.023028798401355743,
-0.026407109573483467,
-0.05889502912759781,
0.04552313685417175,
0.01073660422116518,
0.0035567430313676596,
0.03653836250305176,
0.0042753336019814014,
0.0018038140842691064,
0.033991508185863495,
0.008211757987737656,
0.0009869447676464915,
-0.046001676470041275,
0.008476263843476772,
0.005390755366533995,
0.09753823280334473,
-0.06081791967153549,
0.024988586083054543,
0.011278909631073475,
0.014924033544957638,
0.049324020743370056,
-0.05401631444692612,
0.03787313774228096,
0.063821941614151,
0.0366169735789299,
-0.020028935745358467,
0.027767363935709,
0.04946329444646835,
0.02131749875843525,
0.08709215372800827,
0.027437638491392136,
0.05477825552225113,
0.006854442413896322,
0.019973410293459892,
0.06281188130378723,
0.029896127060055733,
0.00707005662843585,
0.021401163190603256,
0.05163009092211723,
-0.003891967236995697,
0.023452214896678925,
0.03282541409134865,
-0.05779923498630524,
0.0005869765882380307,
-0.033052708953619,
-0.011576524935662746,
-0.01694304309785366,
-0.009459218941628933,
0.06558722257614136,
0.021256493404507637,
-0.024200862273573875,
0.010913901962339878,
-0.0018372184131294489,
0.004038162995129824,
0.025394674390554428,
-0.023357920348644257,
0.019802618771791458,
-0.01748276874423027,
-0.026617681607604027,
0.009136609733104706,
-0.05830908566713333,
-0.038136158138513565,
-0.02153193950653076,
-0.014907339587807655,
0.017546698451042175,
-0.05472986027598381,
-0.013531241565942764,
-0.08484471589326859,
-0.04115864261984825,
0.047619905322790146,
0.02940252795815468,
0.006819752976298332,
0.003990466706454754,
0.008175593800842762,
-0.035338323563337326,
-0.052625108510255814,
-0.02460286393761635,
-0.03381245583295822,
-0.038396723568439484,
-0.03807642310857773,
0.03842528536915779,
0.06250058114528656,
0.024004226550459862,
0.009519648738205433,
0.007307822350412607,
-0.039042435586452484,
-0.013139721006155014,
0.02544333226978779,
0.04797663912177086,
-0.023538794368505478,
-0.04208827763795853,
0.024965370073914528,
0.002548494143411517,
0.048200249671936035,
0.004361637402325869,
-0.04539213702082634,
0.07855165004730225,
0.0646577700972557,
0.02877231501042843,
-0.0066656675189733505,
-0.0017817936604842544,
-0.05504415184259415,
-0.019920770078897476,
-0.05923629179596901,
-0.019707495346665382,
-0.02835514210164547,
-0.022613108158111572,
-0.042018018662929535,
-0.01809784211218357,
-0.03800327703356743,
0.0033552423119544983,
-0.007468662224709988,
-0.0005392910097725689,
0.027572350576519966,
0.05246424674987793,
0.009581583552062511,
0.02518506720662117,
-0.04073881730437279,
-0.00784740224480629,
0.049962304532527924,
-0.010540446266531944,
0.009776972234249115,
-0.06486369669437408,
-0.042709413915872574,
0.03711878880858421,
-0.002737451810389757,
0.012324314564466476,
-0.013014712370932102,
0.06102946028113365,
-0.0038428062107414007,
0.001726571237668395,
0.020208602771162987,
-0.04809797182679176,
-0.015641432255506516,
0.029859965667128563,
-0.011416615918278694,
-0.02244846522808075,
-0.05753583088517189,
-0.020793836563825607,
0.026626134291291237,
0.036021169275045395,
-0.0597999170422554,
-0.02601657249033451,
-0.028620265424251556,
0.018765579909086227,
0.039598166942596436,
-0.012069400399923325,
-0.03845038264989853,
0.0028256908990442753,
-0.058104146271944046,
-0.011515295132994652,
0.03151203319430351,
0.0051141357980668545,
-0.022007741034030914,
0.029578788205981255,
0.007390695158392191,
-0.011429334990680218,
0.06904575228691101,
0.03498908504843712,
0.05931830033659935,
0.016714774072170258,
-0.04367046430706978,
0.010101496241986752,
-0.04522892087697983,
0.020810946822166443,
0.0027315078768879175,
-0.023744046688079834,
-0.04285184666514397,
-0.0782504677772522,
-0.017370518296957016,
0.017226414754986763,
-0.014021596871316433,
-0.010991119779646397,
0.04358597844839096,
0.013804184272885323,
-0.027948789298534393,
-0.00946023315191269,
0.024139998480677605,
0.0682547464966774,
-0.010379783809185028,
0.08038432896137238,
-0.005491215270012617,
0.034071169793605804,
-0.043394751846790314,
0.012992443516850471,
-0.03815040364861488,
-0.00840834155678749,
0.016678782179951668,
0.04882059246301651,
0.004975239746272564,
0.05354195833206177,
0.06774510443210602,
0.02449040114879608,
-0.03722325339913368,
0.03580690175294876,
0.05788726732134819,
-0.03938134387135506,
-0.024129368364810944,
-0.014420662075281143,
0.0037146725226193666,
-0.010348830372095108,
-0.01292068138718605,
-0.03018619492650032,
0.06387928873300552,
0.04289950057864189,
-0.02370808832347393,
0.0040620313957333565,
-0.0032372092828154564,
-0.0155404107645154,
-0.036241475492715836,
-0.012738087214529514,
0.01473189052194357,
-0.0101246926933527,
0.0009972556727007031,
0.03950103744864464,
0.06001696735620499,
0.014472175389528275,
0.04394708573818207,
0.026084652170538902,
-0.0018471537623554468,
-0.06411287933588028,
0.035605765879154205,
0.026217246428132057,
-0.06440211087465286,
-0.08376485109329224,
-0.04110820218920708,
0.028745265677571297,
0.033827703446149826,
-0.008217774331569672,
-0.07430499792098999,
0.027616925537586212,
0.043716590851545334,
-0.05743597820401192,
0.06048186495900154,
0.01470525749027729,
0.036621809005737305,
0.069431833922863,
-0.022194840013980865,
0.029147613793611526,
-0.021783513948321342,
0.010915334336459637,
0.002352628391236067,
0.05172381177544594,
-0.03137581795454025,
-0.03567667677998543,
-0.03477293998003006,
0.035455282777547836,
0.04642244800925255,
0.03423500806093216,
0.02751321531832218,
-0.03307243064045906,
-0.03622054681181908,
-0.00015722976240795106,
0.048626501113176346,
-0.045532915741205215,
0.016222592443227768,
0.04175550490617752,
0.024037161841988564,
-0.06641173362731934,
-0.022573424503207207,
-0.007486891467124224,
0.008792445994913578,
0.04164760932326317,
-0.03071695566177368,
-0.02337958849966526,
-0.04459025338292122,
0.03299708291888237,
-0.04102048650383949,
-0.020208878442645073,
-0.09067324548959732,
0.03240285441279411,
-0.00318225659430027,
-0.02479846589267254,
0.07768160849809647,
0.07238495349884033,
0.027278456836938858,
0.0610504150390625,
-0.010894827544689178,
0.01095996331423521,
-0.040090594440698624,
0.05688537284731865,
-0.03688555583357811,
-0.029642092064023018,
0.011132934130728245,
-0.04536828026175499,
-0.020558668300509453,
-0.017382189631462097,
-0.041514888405799866,
-0.04650218412280083,
-0.004295869264751673,
0.03766123950481415,
0.012671936303377151,
0.003492434974759817,
-0.016517341136932373,
0.0348396971821785,
-0.027902286499738693,
-0.009136764332652092,
-0.0005196730489842594,
0.006266268901526928,
-0.05676956847310066,
-0.025395434349775314,
0.016100671142339706,
-0.017877476289868355,
0.023059746250510216,
0.021975893527269363,
0.030971702188253403,
0.0034967241808772087,
0.004696848336607218,
-0.043469808995723724,
-0.012370266020298004,
0.012972859665751457,
-0.024422554299235344,
-0.020607566460967064,
-0.009552476927638054,
0.017187809571623802,
0.013086024671792984,
-0.009668687358498573,
0.020345205441117287,
0.00502602057531476,
-0.006912315264344215,
-0.04155244678258896,
0.022160131484270096,
0.0573645755648613,
-0.07941539585590363,
-0.04559493437409401,
-0.030517026782035828,
-0.024678461253643036,
0.03801398351788521,
-0.04112798348069191,
-0.061309296637773514,
0.026898028329014778,
-0.0007962752715684474,
0.024390114471316338,
0.006424485705792904,
-0.02723323181271553,
0.05219440534710884,
-0.0038891262374818325,
0.014933130703866482,
-0.05663861706852913,
0.02694949135184288,
-0.011825245805084705,
-0.006892271805554628,
-0.020793188363313675,
0.01863793283700943,
-0.04188574478030205,
0.05092625319957733,
-0.015058440156280994,
-0.011790136806666851,
-0.04301877319812775,
-0.019217222929000854,
-0.0375710129737854,
0.015395423397421837,
-0.006842160131782293,
0.020181244239211082,
-0.02617422305047512,
0.04317348450422287,
-0.08311659842729568,
0.014234242960810661,
-0.03235672786831856,
0.005261678714305162,
-0.0322524793446064,
0.03253952041268349,
-0.04326340928673744,
-0.030761362984776497,
-0.023559991270303726,
0.01384352333843708,
0.006168789695948362,
0.006125301122665405,
-0.014750855974853039,
0.00045254736323840916,
0.024381157010793686,
-0.05345213785767555,
0.007994498126208782,
-0.03729864954948425,
-0.02109868824481964,
0.0022816602140665054,
0.06320718675851822,
0.026572147384285927,
-0.04592891037464142,
-0.0568356066942215,
0.033945728093385696,
0.024583900347352028,
0.0027695109602063894,
0.02170875482261181,
-0.006002126727253199,
0.05143633484840393,
0.03402790054678917,
-0.021439144387841225,
-0.011131824925541878,
-0.008219280280172825,
-0.0286344476044178,
-0.011898700147867203,
-0.010468048974871635,
0.006007287185639143,
0.014170654118061066,
-0.009094102308154106,
-0.027445092797279358,
0.06522122770547867,
0.02972983755171299,
0.0299703199416399,
0.00664621451869607,
-0.04897727817296982,
0.03984624519944191,
0.015352222137153149,
-0.030797045677900314,
0.01461441908031702,
-0.00584420096129179,
-0.0353458933532238,
0.04624810442328453,
0.014391777105629444,
-0.005734956357628107,
0.04420962929725647,
0.01887315697968006,
-0.03553798049688339,
0.03852378949522972,
-0.03599420562386513,
0.032561272382736206,
0.0643969401717186,
-0.0762941911816597,
-0.00720882648602128,
-0.039446085691452026,
0.0387851819396019,
-0.05712747573852539,
0.04939793422818184,
0.020975474268198013,
0.03593767434358597,
0.04090076684951782,
-0.06959038227796555,
-0.04686198756098747,
0.00010432739509269595,
-0.018298542127013206,
0.06976649165153503,
-0.010905427858233452,
-0.021984294056892395,
0.06532220542430878,
0.01092363428324461,
-0.05708382651209831,
0.013996122404932976,
0.010706641711294651,
0.06604421883821487,
0.036886557936668396,
0.048044245690107346,
-0.06275682151317596,
-0.013446597382426262,
0.006352178752422333,
0.03937622159719467,
-0.04989474639296532,
-0.05378806218504906,
0.011478019878268242,
-0.05099399760365486,
-0.023062337189912796,
0.0015166201628744602,
-0.012344076298177242,
0.021421920508146286,
0.004115324001759291,
-0.06153661385178566,
-0.05979922041296959,
0.023247821256518364,
0.006536506582051516,
-0.039712145924568176,
-0.004407636821269989,
-0.04332394525408745,
0.014708548784255981,
0.03967079147696495,
0.0021794475615024567,
-0.018413642421364784,
-0.0011651840759441257,
-0.005310434382408857,
-0.06013762205839157,
-0.04855712875723839,
0.03506912663578987,
-0.007411029655486345,
-0.03287513926625252,
0.039963021874427795,
-0.0035684597678482533,
0.029848376289010048,
0.017830895259976387,
-0.004643361549824476,
0.01851651817560196,
-0.04724964499473572,
0.014890686608850956,
0.04057534784078598,
0.0089165223762393,
0.027181923389434814,
-0.03724852576851845,
0.04836706444621086,
0.04773328825831413,
0.04616335779428482,
0.01103403139859438,
-0.062494419515132904,
0.010457620956003666,
0.02798258326947689,
-0.03599502518773079,
0.0245011355727911,
-0.021838156506419182,
-0.0742831751704216,
-0.024274449795484543,
-0.010075257159769535,
-0.004827203694730997,
0.03835931420326233,
-0.04940781742334366,
0.04056226834654808,
0.035889893770217896,
-0.00025226071011275053,
-0.04502667114138603,
-0.10267550498247147,
-0.016680991277098656,
-0.042496878653764725,
0.019971461966633797,
0.027891183272004128,
-0.05485761538147926,
0.01310715265572071,
-0.06216910108923912,
-0.030852479860186577,
0.053259238600730896,
0.026354556903243065,
-0.06606198102235794,
0.07124586403369904,
0.04694537818431854,
-0.050300657749176025,
0.03438036888837814,
0.06568967550992966,
-0.03332402929663658,
0.040158022195100784,
-0.016683151945471764,
0.021907927468419075,
0.019498048350214958,
0.003532613627612591,
-0.029231416061520576,
-0.009074043482542038,
-0.037128034979104996,
-0.059350233525037766,
-0.04060634225606918,
-0.005372980609536171,
0.07701589912176132
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.