Horizon-Labs's picture
v1.0: multilingual punctuation + truecasing (base)
b11a6e7 verified
Raw History Blame Contribute Delete
113 kB
{
"rule+punctuation-restoration-small": {
"per_lang": {
"europarl": {
"eng_Latn": {
"punct_f1": 0.7610362694300518,
"case_acc": 0.92060211363725,
"case_f1": 0.5316571428571428,
"n_words": 25643
},
"deu_Latn": {
"punct_f1": 0.8787145818935729,
"case_acc": 0.7355899162642329,
"case_f1": 0.25485799701046336,
"n_words": 22571
},
"fra_Latn": {
"punct_f1": 0.8185491629786416,
"case_acc": 0.9563487637107269,
"case_f1": 0.6297686053783614,
"n_words": 26895
},
"spa_Latn": {
"punct_f1": 0.8047313552526063,
"case_acc": 0.9306811784574968,
"case_f1": 0.5021436227224009,
"n_words": 26645
},
"ita_Latn": {
"punct_f1": 0.784661957618567,
"case_acc": 0.9500099029510795,
"case_f1": 0.5859831278390656,
"n_words": 25245
},
"por_Latn": {
"punct_f1": 0.8057053400591407,
"case_acc": 0.9243684475221479,
"case_f1": 0.47919427511264245,
"n_words": 25849
},
"nld_Latn": {
"punct_f1": 0.8006605331446096,
"case_acc": 0.9365534952226292,
"case_f1": 0.5496021220159151,
"n_words": 26479
},
"pol_Latn": {
"punct_f1": 0.8419881305637982,
"case_acc": 0.9296147436525831,
"case_f1": 0.5570003023888721,
"n_words": 20402
},
"ces_Latn": {
"punct_f1": 0.8710273466371027,
"case_acc": 0.9424022591168022,
"case_f1": 0.6012637179913535,
"n_words": 20539
},
"bul_Cyrl": {
"punct_f1": 0.8424596845649477,
"case_acc": 0.9453588718164597,
"case_f1": 0.5799492385786802,
"n_words": 23755
},
"slk_Latn": {
"punct_f1": 0.8680362761428836,
"case_acc": 0.945309381237525,
"case_f1": 0.6236125126135217,
"n_words": 20040
},
"slv_Latn": {
"punct_f1": 0.8774349250129289,
"case_acc": 0.9433302578546108,
"case_f1": 0.6023450586264657,
"n_words": 20593
}
},
"flores": {
"ace_Arab": {
"punct_f1": 0.23074003795066414,
"case_acc": 0.9996792962844184,
"case_f1": 0.375,
"n_words": 21827
},
"ace_Latn": {
"punct_f1": 0.3429873088187439,
"case_acc": 0.879222972972973,
"case_f1": 0.2431718061674009,
"n_words": 21312
},
"acm_Arab": {
"punct_f1": 0.631427750646366,
"case_acc": 0.9977013951996578,
"case_f1": 0.40816326530612246,
"n_words": 18707
},
"acq_Arab": {
"punct_f1": 0.6693701000270343,
"case_acc": 0.9978146625734949,
"case_f1": 0.42424242424242425,
"n_words": 19219
},
"aeb_Arab": {
"punct_f1": 0.5640870616686819,
"case_acc": 0.9977659574468085,
"case_f1": 0.3870967741935484,
"n_words": 18800
},
"afr_Latn": {
"punct_f1": 0.8110557317625736,
"case_acc": 0.9174327840416305,
"case_f1": 0.526706231454006,
"n_words": 23060
},
"ajp_Arab": {
"punct_f1": 0.56973293768546,
"case_acc": 0.9943878954607978,
"case_f1": 0.4537037037037037,
"n_words": 18175
},
"aka_Latn": {
"punct_f1": 0.24473147518694766,
"case_acc": 0.9027606559826665,
"case_f1": 0.21290711700844392,
"n_words": 26769
},
"als_Latn": {
"punct_f1": 0.8298684768773865,
"case_acc": 0.9352556020984993,
"case_f1": 0.5721953837895867,
"n_words": 24589
},
"amh_Ethi": {
"punct_f1": 0.7651006711409396,
"case_acc": 0.9966841186736475,
"case_f1": 0.2595419847328244,
"n_words": 17190
},
"apc_Arab": {
"punct_f1": 0.5917650813916374,
"case_acc": 0.994847670250896,
"case_f1": 0.4,
"n_words": 17856
},
"arb_Arab": {
"punct_f1": 0.7428713116786512,
"case_acc": 0.9978082471073959,
"case_f1": 0.4117647058823529,
"n_words": 19619
},
"arb_Latn": {
"punct_f1": 0.26989335520918784,
"case_acc": 0.9166215484569572,
"case_f1": 0.24013157894736842,
"n_words": 22164
},
"ars_Arab": {
"punct_f1": 0.7396301849075462,
"case_acc": 0.9982173780177244,
"case_f1": 0.3333333333333333,
"n_words": 19634
},
"ary_Arab": {
"punct_f1": 0.5103349964362082,
"case_acc": 0.9972169712245327,
"case_f1": 0.39344262295081966,
"n_words": 19044
},
"arz_Arab": {
"punct_f1": 0.6536941319550015,
"case_acc": 0.9981462409886714,
"case_f1": 0.3466666666666667,
"n_words": 19420
},
"asm_Beng": {
"punct_f1": 0.6561443066516347,
"case_acc": 0.9963585288456537,
"case_f1": 0.23841059602649006,
"n_words": 19223
},
"ast_Latn": {
"punct_f1": 0.7243799719232569,
"case_acc": 0.9238129955344938,
"case_f1": 0.5318791946308725,
"n_words": 21946
},
"awa_Deva": {
"punct_f1": 0.7226697353279632,
"case_acc": 0.9985802736916828,
"case_f1": 0.22535211267605634,
"n_words": 25357
},
"ayr_Latn": {
"punct_f1": 0.23332169053440446,
"case_acc": 0.8562046534901175,
"case_f1": 0.20055517002081888,
"n_words": 15988
},
"azb_Arab": {
"punct_f1": 0.5255522584899439,
"case_acc": 0.9981805776665909,
"case_f1": 0.2465753424657534,
"n_words": 17588
},
"azj_Latn": {
"punct_f1": 0.8183951196621304,
"case_acc": 0.9140837696335079,
"case_f1": 0.5663438890342842,
"n_words": 19100
},
"bak_Cyrl": {
"punct_f1": 0.5686501504978004,
"case_acc": 0.9029905178701677,
"case_f1": 0.478586403114705,
"n_words": 17823
},
"bam_Latn": {
"punct_f1": 0.20902090209020902,
"case_acc": 0.8983945361007628,
"case_f1": 0.21972789115646257,
"n_words": 22548
},
"ban_Latn": {
"punct_f1": 0.48653198653198654,
"case_acc": 0.8785106487629728,
"case_f1": 0.33681392235609103,
"n_words": 20331
},
"bel_Cyrl": {
"punct_f1": 0.8755910165484634,
"case_acc": 0.9315068493150684,
"case_f1": 0.6250974279033515,
"n_words": 21024
},
"bem_Latn": {
"punct_f1": 0.3414956982131039,
"case_acc": 0.884949949731171,
"case_f1": 0.2545968882602546,
"n_words": 22877
},
"ben_Beng": {
"punct_f1": 0.7492163009404389,
"case_acc": 0.9975355547568927,
"case_f1": 0.2982456140350877,
"n_words": 19477
},
"bho_Deva": {
"punct_f1": 0.6955536675162843,
"case_acc": 0.9943328382709294,
"case_f1": 0.16877637130801687,
"n_words": 25586
},
"bjn_Arab": {
"punct_f1": 0.2104871699516549,
"case_acc": 1.0,
"case_f1": 1.0,
"n_words": 19846
},
"bjn_Latn": {
"punct_f1": 0.45577643330452317,
"case_acc": 0.8668891170431211,
"case_f1": 0.3130296610169492,
"n_words": 19480
},
"bos_Latn": {
"punct_f1": 0.8597919493441881,
"case_acc": 0.9335467980295566,
"case_f1": 0.6134094151212554,
"n_words": 20300
},
"bug_Latn": {
"punct_f1": 0.2637906647807638,
"case_acc": 0.8589689857502095,
"case_f1": 0.19785458879618595,
"n_words": 19088
},
"bul_Cyrl": {
"punct_f1": 0.8881867649640162,
"case_acc": 0.9385828989998591,
"case_f1": 0.6220562894887995,
"n_words": 21297
},
"cat_Latn": {
"punct_f1": 0.8437894736842105,
"case_acc": 0.9395626893784292,
"case_f1": 0.592959295929593,
"n_words": 24422
},
"ceb_Latn": {
"punct_f1": 0.6834631241410902,
"case_acc": 0.9077825159914712,
"case_f1": 0.4293119698397738,
"n_words": 26264
},
"ces_Latn": {
"punct_f1": 0.9145588528181637,
"case_acc": 0.9322582328688482,
"case_f1": 0.6308040770101925,
"n_words": 19161
},
"cjk_Latn": {
"punct_f1": 0.24703632887189292,
"case_acc": 0.8978826316568778,
"case_f1": 0.2292519538518794,
"n_words": 20261
},
"ckb_Arab": {
"punct_f1": 0.6192516423878892,
"case_acc": 0.9971293828173057,
"case_f1": 0.1592920353982301,
"n_words": 19508
},
"crh_Latn": {
"punct_f1": 0.7031793919702948,
"case_acc": 0.9153309131527506,
"case_f1": 0.5728615213151296,
"n_words": 17905
},
"cym_Latn": {
"punct_f1": 0.762593079281647,
"case_acc": 0.9076719248126527,
"case_f1": 0.4784845650140318,
"n_words": 24153
},
"dan_Latn": {
"punct_f1": 0.8909495548961425,
"case_acc": 0.940677966101695,
"case_f1": 0.6370875995449374,
"n_words": 21358
},
"deu_Latn": {
"punct_f1": 0.9288762446657184,
"case_acc": 0.7104875804967802,
"case_f1": 0.27556066705002874,
"n_words": 21740
},
"dik_Latn": {
"punct_f1": 0.2510995601759296,
"case_acc": 0.9014156793978017,
"case_f1": 0.2129692832764505,
"n_words": 23381
},
"dyu_Latn": {
"punct_f1": 0.20818115412710006,
"case_acc": 0.9126456589528967,
"case_f1": 0.218475073313783,
"n_words": 24372
},
"dzo_Tibt": {
"punct_f1": 0.002631578947368421,
"case_acc": 0.9998533079067038,
"case_f1": 0.6666666666666666,
"n_words": 6817
},
"ell_Grek": {
"punct_f1": 0.8053193808589492,
"case_acc": 0.922519882796149,
"case_f1": 0.5334005545752458,
"n_words": 23890
},
"eng_Latn": {
"punct_f1": 0.8265107212475633,
"case_acc": 0.9107689496047883,
"case_f1": 0.5250423421243648,
"n_words": 21887
},
"epo_Latn": {
"punct_f1": 0.8481203007518797,
"case_acc": 0.9275306378461835,
"case_f1": 0.5841829705152934,
"n_words": 20726
},
"est_Latn": {
"punct_f1": 0.9019062748212867,
"case_acc": 0.9247949224597329,
"case_f1": 0.6218787158145065,
"n_words": 16701
},
"eus_Latn": {
"punct_f1": 0.7954849818251387,
"case_acc": 0.9097025896189076,
"case_f1": 0.5544444444444444,
"n_words": 17686
},
"ewe_Latn": {
"punct_f1": 0.1467146714671467,
"case_acc": 0.9050044109391291,
"case_f1": 0.20701168614357263,
"n_words": 24938
},
"fao_Latn": {
"punct_f1": 0.8318401102687801,
"case_acc": 0.9406872296944062,
"case_f1": 0.6271838910275392,
"n_words": 21041
},
"fij_Latn": {
"punct_f1": 0.26245744351593936,
"case_acc": 0.9057030678112731,
"case_f1": 0.20213963963963963,
"n_words": 30054
},
"fin_Latn": {
"punct_f1": 0.8979771328056289,
"case_acc": 0.9297795038837384,
"case_f1": 0.6696087084436599,
"n_words": 15964
},
"fon_Latn": {
"punct_f1": 0.21029731689630166,
"case_acc": 0.9217172542228902,
"case_f1": 0.23364187679540377,
"n_words": 30607
},
"fra_Latn": {
"punct_f1": 0.8750495834986116,
"case_acc": 0.9477722966095059,
"case_f1": 0.6216445323537723,
"n_words": 25542
},
"fur_Latn": {
"punct_f1": 0.6414909269249632,
"case_acc": 0.9293435275507513,
"case_f1": 0.4641735655152726,
"n_words": 26551
},
"fuv_Latn": {
"punct_f1": 0.26398026315789475,
"case_acc": 0.9057210486356125,
"case_f1": 0.2273391812865497,
"n_words": 22391
},
"gaz_Latn": {
"punct_f1": 0.23174366616989567,
"case_acc": 0.8696275805542749,
"case_f1": 0.19385492556224262,
"n_words": 19521
},
"gla_Latn": {
"punct_f1": 0.6866995073891625,
"case_acc": 0.9182418074040934,
"case_f1": 0.4613117170228445,
"n_words": 26823
},
"gle_Latn": {
"punct_f1": 0.7200529450694904,
"case_acc": 0.9157056882158804,
"case_f1": 0.47586872586872586,
"n_words": 25755
},
"glg_Latn": {
"punct_f1": 0.8513457556935817,
"case_acc": 0.93395987862441,
"case_f1": 0.5776581426648721,
"n_words": 23728
},
"grn_Latn": {
"punct_f1": 0.2606852702225362,
"case_acc": 0.8662896961389079,
"case_f1": 0.2103134479271992,
"n_words": 17508
},
"guj_Gujr": {
"punct_f1": 0.7464065708418891,
"case_acc": 0.9976997172569129,
"case_f1": 0.22,
"n_words": 20867
},
"hat_Latn": {
"punct_f1": 0.5810493343774471,
"case_acc": 0.9186338089061824,
"case_f1": 0.4376302470973504,
"n_words": 23130
},
"hau_Latn": {
"punct_f1": 0.59247889485802,
"case_acc": 0.911036842524071,
"case_f1": 0.4105263157894737,
"n_words": 25134
},
"heb_Hebr": {
"punct_f1": 0.7927437641723356,
"case_acc": 0.9950432276657061,
"case_f1": 0.3225806451612903,
"n_words": 17350
},
"hin_Deva": {
"punct_f1": 0.7894608441083191,
"case_acc": 0.998126024830171,
"case_f1": 0.22916666666666666,
"n_words": 25614
},
"hne_Deva": {
"punct_f1": 0.6372840976771889,
"case_acc": 0.9966957283331342,
"case_f1": 0.041666666666666664,
"n_words": 25119
},
"hrv_Latn": {
"punct_f1": 0.8594114899579636,
"case_acc": 0.930629614438064,
"case_f1": 0.6129307889490174,
"n_words": 19504
},
"hun_Latn": {
"punct_f1": 0.8694550063371356,
"case_acc": 0.9290263876251137,
"case_f1": 0.6076923076923076,
"n_words": 18683
},
"hye_Armn": {
"punct_f1": 0.5819175942198789,
"case_acc": 0.929778192371476,
"case_f1": 0.5931695626123428,
"n_words": 19296
},
"ibo_Latn": {
"punct_f1": 0.22389127324749641,
"case_acc": 0.8975419712426701,
"case_f1": 0.1972981464027647,
"n_words": 24898
},
"ilo_Latn": {
"punct_f1": 0.45305770887166236,
"case_acc": 0.8960518198642813,
"case_f1": 0.29350104821802936,
"n_words": 25936
},
"ind_Latn": {
"punct_f1": 0.8101483551924318,
"case_acc": 0.8936288368336026,
"case_f1": 0.5061872519262199,
"n_words": 19808
},
"isl_Latn": {
"punct_f1": 0.8286099865047234,
"case_acc": 0.9356696362651966,
"case_f1": 0.629410104431273,
"n_words": 20317
},
"ita_Latn": {
"punct_f1": 0.8467692307692307,
"case_acc": 0.9367312517997449,
"case_f1": 0.5813637598478675,
"n_words": 24309
},
"jav_Latn": {
"punct_f1": 0.6674223532078893,
"case_acc": 0.8876494422490121,
"case_f1": 0.4426838326318396,
"n_words": 19991
},
"jpn_Jpan": {
"punct_f1": 0.9085398466749867,
"case_acc": 0.9959954763714567,
"case_f1": 0.4626865671641791,
"n_words": 53939
},
"kab_Latn": {
"punct_f1": 0.22937771345875543,
"case_acc": 0.8814643440391944,
"case_f1": 0.20231566118220598,
"n_words": 22044
},
"kac_Latn": {
"punct_f1": 0.26884226884226886,
"case_acc": 0.9362256928070127,
"case_f1": 0.22883907661425226,
"n_words": 36049
},
"kam_Latn": {
"punct_f1": 0.3215970961887477,
"case_acc": 0.899839440876464,
"case_f1": 0.262078554049357,
"n_words": 21176
},
"kan_Knda": {
"punct_f1": 0.7457713992824193,
"case_acc": 0.9948354178333645,
"case_f1": 0.15384615384615385,
"n_words": 16071
},
"kas_Arab": {
"punct_f1": 0.3434426229508197,
"case_acc": 0.9963707914298208,
"case_f1": 0.27631578947368424,
"n_words": 22870
},
"kas_Deva": {
"punct_f1": 0.24813278008298756,
"case_acc": 0.973961405578495,
"case_f1": 0.3126967471143757,
"n_words": 23734
},
"kat_Geor": {
"punct_f1": 0.781460383221129,
"case_acc": 0.9759380097879282,
"case_f1": 0.0547945205479452,
"n_words": 17164
},
"kaz_Cyrl": {
"punct_f1": 0.8421296296296297,
"case_acc": 0.9245654692931634,
"case_f1": 0.6230351529008288,
"n_words": 17260
},
"kbp_Latn": {
"punct_f1": 0.22782793414763675,
"case_acc": 0.8987110846718224,
"case_f1": 0.2527729130180969,
"n_words": 25215
},
"kea_Latn": {
"punct_f1": 0.4783427495291902,
"case_acc": 0.8944750165089148,
"case_f1": 0.3370165745856354,
"n_words": 22715
},
"khk_Cyrl": {
"punct_f1": 0.8438818565400844,
"case_acc": 0.923554876496053,
"case_f1": 0.5851648351648352,
"n_words": 19635
},
"kik_Latn": {
"punct_f1": 0.2977853492333901,
"case_acc": 0.8996612154418838,
"case_f1": 0.2235864297253635,
"n_words": 23909
},
"kin_Latn": {
"punct_f1": 0.5720294426919033,
"case_acc": 0.9021543985637342,
"case_f1": 0.4438154542881404,
"n_words": 20052
},
"kir_Cyrl": {
"punct_f1": 0.8501128668171558,
"case_acc": 0.9244480220791168,
"case_f1": 0.6209862385321101,
"n_words": 17392
},
"kmb_Latn": {
"punct_f1": 0.2611527189840443,
"case_acc": 0.8898098063165242,
"case_f1": 0.23326264768252045,
"n_words": 22924
},
"kmr_Latn": {
"punct_f1": 0.6483622350674374,
"case_acc": 0.9112611419998234,
"case_f1": 0.48963075366717246,
"n_words": 22662
},
"knc_Arab": {
"punct_f1": 0.1038107752956636,
"case_acc": 0.9875027168006955,
"case_f1": 0.1864951768488746,
"n_words": 18404
},
"knc_Latn": {
"punct_f1": 0.21964886066492342,
"case_acc": 0.8797348484848485,
"case_f1": 0.19455006337135614,
"n_words": 21120
},
"kon_Latn": {
"punct_f1": 0.298828125,
"case_acc": 0.9085643056166594,
"case_f1": 0.23178604365201352,
"n_words": 27276
},
"kor_Hang": {
"punct_f1": 0.871992871992872,
"case_acc": 0.9848298217179903,
"case_f1": 0.40643863179074446,
"n_words": 15425
},
"lij_Latn": {
"punct_f1": 0.545273631840796,
"case_acc": 0.9216027201421892,
"case_f1": 0.4068884997081144,
"n_words": 25881
},
"lim_Latn": {
"punct_f1": 0.7175961293608353,
"case_acc": 0.9115980186532197,
"case_f1": 0.46832397754611066,
"n_words": 22409
},
"lin_Latn": {
"punct_f1": 0.2779204107830552,
"case_acc": 0.9059639737535002,
"case_f1": 0.23628977657413677,
"n_words": 23927
},
"lit_Latn": {
"punct_f1": 0.8658157985512246,
"case_acc": 0.9146651270207852,
"case_f1": 0.586054233536248,
"n_words": 17320
},
"lmo_Latn": {
"punct_f1": 0.5731327800829875,
"case_acc": 0.9236964186305437,
"case_f1": 0.41434262948207173,
"n_words": 26945
},
"ltg_Latn": {
"punct_f1": 0.7143655673560648,
"case_acc": 0.9044109436069235,
"case_f1": 0.4675084693563289,
"n_words": 17910
},
"ltz_Latn": {
"punct_f1": 0.8375615297235895,
"case_acc": 0.7425449157251343,
"case_f1": 0.2900510204081633,
"n_words": 21596
},
"lua_Latn": {
"punct_f1": 0.26921662375873484,
"case_acc": 0.900864127838812,
"case_f1": 0.23442732752846618,
"n_words": 23029
},
"lug_Latn": {
"punct_f1": 0.33646812957157785,
"case_acc": 0.8827370812038614,
"case_f1": 0.30815508021390375,
"n_words": 17610
},
"luo_Latn": {
"punct_f1": 0.21368124118476728,
"case_acc": 0.8965956746978044,
"case_f1": 0.19872611464968154,
"n_words": 24322
},
"lus_Latn": {
"punct_f1": 0.23948465327775673,
"case_acc": 0.9117884892592202,
"case_f1": 0.18715714746692483,
"n_words": 28443
},
"lvs_Latn": {
"punct_f1": 0.9029635901778154,
"case_acc": 0.9267604104457354,
"case_f1": 0.6001754899093302,
"n_words": 18419
},
"mag_Deva": {
"punct_f1": 0.6527060103345118,
"case_acc": 0.9985606333213386,
"case_f1": 0.17391304347826086,
"n_words": 25011
},
"mai_Deva": {
"punct_f1": 0.6844192634560906,
"case_acc": 0.9958933073107262,
"case_f1": 0.12435233160621761,
"n_words": 24594
},
"mal_Mlym": {
"punct_f1": 0.6929450163193572,
"case_acc": 0.9976530543820827,
"case_f1": 0.17647058823529413,
"n_words": 14913
},
"mar_Deva": {
"punct_f1": 0.7549019607843137,
"case_acc": 0.9965314273701913,
"case_f1": 0.128,
"n_words": 19028
},
"min_Arab": {
"punct_f1": 0.2279035792549306,
"case_acc": 0.9996088593360387,
"case_f1": 0.0,
"n_words": 20453
},
"min_Latn": {
"punct_f1": 0.41451709658068386,
"case_acc": 0.8757208484019158,
"case_f1": 0.2899358795650962,
"n_words": 20462
},
"mkd_Cyrl": {
"punct_f1": 0.8404934070608252,
"case_acc": 0.9335444511712383,
"case_f1": 0.5958768709404123,
"n_words": 21473
},
"mlt_Latn": {
"punct_f1": 0.7537482962289869,
"case_acc": 0.9275144088478114,
"case_f1": 0.5912941863862109,
"n_words": 19259
},
"mni_Beng": {
"punct_f1": 0.26558005752636626,
"case_acc": 0.9928345189262163,
"case_f1": 0.1187214611872146,
"n_words": 19259
},
"mos_Latn": {
"punct_f1": 0.2396975425330813,
"case_acc": 0.9172277547070918,
"case_f1": 0.236822568671121,
"n_words": 24803
},
"mri_Latn": {
"punct_f1": 0.5039023414048429,
"case_acc": 0.9079724247122076,
"case_f1": 0.2809278350515464,
"n_words": 30317
},
"nld_Latn": {
"punct_f1": 0.8993830090175605,
"case_acc": 0.9322749021313614,
"case_f1": 0.6110557768924303,
"n_words": 22990
},
"nno_Latn": {
"punct_f1": 0.8581314878892734,
"case_acc": 0.9463783484715754,
"case_f1": 0.6562867215041128,
"n_words": 21689
},
"nob_Latn": {
"punct_f1": 0.8455246552932928,
"case_acc": 0.942684128995916,
"case_f1": 0.6471264367816092,
"n_words": 21303
},
"npi_Deva": {
"punct_f1": 0.8176168603080248,
"case_acc": 0.9914941421922645,
"case_f1": 0.3048780487804878,
"n_words": 18693
},
"nso_Latn": {
"punct_f1": 0.3216875411997363,
"case_acc": 0.911041652033434,
"case_f1": 0.2407185628742515,
"n_words": 28474
},
"nus_Latn": {
"punct_f1": 0.24091919940696813,
"case_acc": 0.9051063979955535,
"case_f1": 0.20035671819262782,
"n_words": 28337
},
"nya_Latn": {
"punct_f1": 0.27571115973741794,
"case_acc": 0.8714139867279224,
"case_f1": 0.2187790517508522,
"n_words": 19590
},
"oci_Latn": {
"punct_f1": 0.7318050300467394,
"case_acc": 0.9350073254110369,
"case_f1": 0.5463304052139416,
"n_words": 24572
},
"ory_Orya": {
"punct_f1": 0.6225319396051103,
"case_acc": 0.9940531118630165,
"case_f1": 0.3023255813953488,
"n_words": 19506
},
"pag_Latn": {
"punct_f1": 0.3061916878710772,
"case_acc": 0.8724844926369619,
"case_f1": 0.19635929573261712,
"n_words": 21119
},
"pan_Guru": {
"punct_f1": 0.7708036138849262,
"case_acc": 0.9974896690225158,
"case_f1": 0.2556390977443609,
"n_words": 25893
},
"pap_Latn": {
"punct_f1": 0.6811159787871801,
"case_acc": 0.9202412868632708,
"case_f1": 0.46818538884524746,
"n_words": 25364
},
"pbt_Arab": {
"punct_f1": 0.7299843014128728,
"case_acc": 0.9892334521191902,
"case_f1": 0.47368421052631576,
"n_words": 26378
},
"pes_Arab": {
"punct_f1": 0.8172821626840454,
"case_acc": 0.994512739801778,
"case_f1": 0.436241610738255,
"n_words": 23509
},
"plt_Latn": {
"punct_f1": 0.5404266526204898,
"case_acc": 0.8992352481098462,
"case_f1": 0.38176486270327914,
"n_words": 23014
},
"pol_Latn": {
"punct_f1": 0.8865248226950354,
"case_acc": 0.9221599958896367,
"case_f1": 0.5862537353979896,
"n_words": 19463
},
"por_Latn": {
"punct_f1": 0.8573605027613788,
"case_acc": 0.9262789008077268,
"case_f1": 0.5583418628454453,
"n_words": 23399
},
"prs_Arab": {
"punct_f1": 0.7911376649240727,
"case_acc": 0.9957903425505572,
"case_f1": 0.32142857142857145,
"n_words": 24230
},
"quy_Latn": {
"punct_f1": 0.2111801242236025,
"case_acc": 0.8669972382626161,
"case_f1": 0.20457100037467216,
"n_words": 15932
},
"ron_Latn": {
"punct_f1": 0.8663041440090006,
"case_acc": 0.9338337620714376,
"case_f1": 0.5767991407089151,
"n_words": 23713
},
"run_Latn": {
"punct_f1": 0.48783185840707965,
"case_acc": 0.8983814285007177,
"case_f1": 0.398595258999122,
"n_words": 20203
},
"rus_Cyrl": {
"punct_f1": 0.9126433069594704,
"case_acc": 0.9307381451736662,
"case_f1": 0.6180692372642838,
"n_words": 19549
},
"sag_Latn": {
"punct_f1": 0.26392961876832843,
"case_acc": 0.9306514751280991,
"case_f1": 0.24671734623358674,
"n_words": 31421
},
"san_Deva": {
"punct_f1": 0.5172302737520129,
"case_acc": 0.9930876960990563,
"case_f1": 0.39316239316239315,
"n_words": 16637
},
"sat_Olck": {
"punct_f1": 0.20537124802527645,
"case_acc": 0.997211934584495,
"case_f1": 0.6311111111111111,
"n_words": 24031
},
"scn_Latn": {
"punct_f1": 0.5975490196078431,
"case_acc": 0.9179227246454137,
"case_f1": 0.46059544658493873,
"n_words": 22491
},
"shn_Mymr": {
"punct_f1": 0.33295063145809417,
"case_acc": 0.8889563721024395,
"case_f1": 0.333729216152019,
"n_words": 9879
},
"sin_Sinh": {
"punct_f1": 0.7222064259311913,
"case_acc": 0.996616395978345,
"case_f1": 0.2222222222222222,
"n_words": 20688
},
"slk_Latn": {
"punct_f1": 0.9099324975891996,
"case_acc": 0.9357333060221221,
"case_f1": 0.6390160183066361,
"n_words": 19528
},
"slv_Latn": {
"punct_f1": 0.9200434153400868,
"case_acc": 0.9398481314209142,
"case_f1": 0.6383862355384159,
"n_words": 20149
},
"smo_Latn": {
"punct_f1": 0.40200445434298443,
"case_acc": 0.9119894349589661,
"case_f1": 0.24737832750739447,
"n_words": 31803
},
"sna_Latn": {
"punct_f1": 0.26629094751673127,
"case_acc": 0.9035532994923858,
"case_f1": 0.2942664418212479,
"n_words": 17336
},
"snd_Arab": {
"punct_f1": 0.7225054624908959,
"case_acc": 0.9953416762070191,
"case_f1": 0.16597510373443983,
"n_words": 25331
},
"som_Latn": {
"punct_f1": 0.5863412100753052,
"case_acc": 0.9114239121105484,
"case_f1": 0.4368879216539717,
"n_words": 23302
},
"sot_Latn": {
"punct_f1": 0.29671801741460146,
"case_acc": 0.9064171122994652,
"case_f1": 0.2261119081779053,
"n_words": 28798
},
"spa_Latn": {
"punct_f1": 0.8379909365558912,
"case_acc": 0.940454737164986,
"case_f1": 0.580523334232533,
"n_words": 26081
},
"srd_Latn": {
"punct_f1": 0.6760820045558087,
"case_acc": 0.9276633910466386,
"case_f1": 0.48957189901207465,
"n_words": 25644
},
"srp_Cyrl": {
"punct_f1": 0.8491789109766638,
"case_acc": 0.9353074950404026,
"case_f1": 0.6126334006345544,
"n_words": 20667
},
"ssw_Latn": {
"punct_f1": 0.41033434650455924,
"case_acc": 0.9025179171687702,
"case_f1": 0.4091954022988506,
"n_words": 15767
},
"sun_Latn": {
"punct_f1": 0.639269406392694,
"case_acc": 0.8871498759053842,
"case_f1": 0.4278759928260313,
"n_words": 19743
},
"swe_Latn": {
"punct_f1": 0.8592706728299949,
"case_acc": 0.9430617283950617,
"case_f1": 0.6580188679245284,
"n_words": 20250
},
"swh_Latn": {
"punct_f1": 0.7209356725146199,
"case_acc": 0.9023083070847633,
"case_f1": 0.48208955223880595,
"n_words": 21271
},
"szl_Latn": {
"punct_f1": 0.6487611909223402,
"case_acc": 0.8977406028459224,
"case_f1": 0.4430309734513274,
"n_words": 19607
},
"tam_Taml": {
"punct_f1": 0.7207207207207207,
"case_acc": 0.994747522979587,
"case_f1": 0.23255813953488372,
"n_words": 16754
},
"taq_Latn": {
"punct_f1": 0.2642767819924969,
"case_acc": 0.8980721422205544,
"case_f1": 0.2260127931769723,
"n_words": 21319
},
"taq_Tfng": {
"punct_f1": 0.07162284678150499,
"case_acc": 0.9912099276111686,
"case_f1": 0.4509283819628647,
"n_words": 21274
},
"tat_Cyrl": {
"punct_f1": 0.7965925618117599,
"case_acc": 0.921457219251337,
"case_f1": 0.5947638019351167,
"n_words": 17952
},
"tel_Telu": {
"punct_f1": 0.723139507059105,
"case_acc": 0.988706911842961,
"case_f1": 0.44341801385681295,
"n_words": 16913
},
"tgk_Cyrl": {
"punct_f1": 0.8792165397170838,
"case_acc": 0.9310453969976488,
"case_f1": 0.586038961038961,
"n_words": 22116
},
"tgl_Latn": {
"punct_f1": 0.7842611222892913,
"case_acc": 0.9179151877451897,
"case_f1": 0.489188560799814,
"n_words": 26765
},
"tir_Ethi": {
"punct_f1": 0.5236811705814401,
"case_acc": 0.9975518283154495,
"case_f1": 0.14285714285714285,
"n_words": 19198
},
"tpi_Latn": {
"punct_f1": 0.35689455388180763,
"case_acc": 0.9151444282915113,
"case_f1": 0.2594832325453546,
"n_words": 31642
},
"tsn_Latn": {
"punct_f1": 0.3001477104874446,
"case_acc": 0.9185449821370575,
"case_f1": 0.24850299401197604,
"n_words": 30790
},
"tso_Latn": {
"punct_f1": 0.34230641409106016,
"case_acc": 0.9063960822141426,
"case_f1": 0.2571344513092086,
"n_words": 26954
},
"tuk_Latn": {
"punct_f1": 0.8135274776890559,
"case_acc": 0.9282844067418239,
"case_f1": 0.6282420749279539,
"n_words": 17918
},
"tum_Latn": {
"punct_f1": 0.3074927019137204,
"case_acc": 0.8958699293271783,
"case_f1": 0.24466824644549762,
"n_words": 24479
},
"tur_Latn": {
"punct_f1": 0.8086642599277978,
"case_acc": 0.8994432450857857,
"case_f1": 0.5580246913580247,
"n_words": 17602
},
"twi_Latn": {
"punct_f1": 0.22379182156133828,
"case_acc": 0.9022582379599048,
"case_f1": 0.20411985018726592,
"n_words": 26038
},
"tzm_Tfng": {
"punct_f1": 0.15492957746478872,
"case_acc": 0.9987155069318333,
"case_f1": 0.2127659574468085,
"n_words": 22577
},
"uig_Arab": {
"punct_f1": 0.7671488567428838,
"case_acc": 0.9955344525464925,
"case_f1": 0.35233160621761656,
"n_words": 17691
},
"ukr_Cyrl": {
"punct_f1": 0.8938493656656495,
"case_acc": 0.925986151909358,
"case_f1": 0.6034772854739203,
"n_words": 19064
},
"umb_Latn": {
"punct_f1": 0.26874115983026875,
"case_acc": 0.891303142841306,
"case_f1": 0.2684563758389262,
"n_words": 18041
},
"urd_Arab": {
"punct_f1": 0.7749318801089918,
"case_acc": 0.9986975869179842,
"case_f1": 0.2222222222222222,
"n_words": 27641
},
"uzn_Latn": {
"punct_f1": 0.8401344215074412,
"case_acc": 0.9230642141204979,
"case_f1": 0.5903440300664932,
"n_words": 18158
},
"vec_Latn": {
"punct_f1": 0.6772514315460697,
"case_acc": 0.9261553918285331,
"case_f1": 0.49542857142857144,
"n_words": 23888
},
"vie_Latn": {
"punct_f1": 0.7759889604415824,
"case_acc": 0.9221299462628236,
"case_f1": 0.4645334526739763,
"n_words": 30705
},
"war_Latn": {
"punct_f1": 0.5340938553279752,
"case_acc": 0.9046610169491526,
"case_f1": 0.3395748987854251,
"n_words": 27376
},
"wol_Latn": {
"punct_f1": 0.23952539859102706,
"case_acc": 0.904354774270875,
"case_f1": 0.2107342772472835,
"n_words": 25030
},
"xho_Latn": {
"punct_f1": 0.6384540117416829,
"case_acc": 0.917403939296093,
"case_f1": 0.5672947510094213,
"n_words": 15485
},
"ydd_Hebr": {
"punct_f1": 0.574050471577874,
"case_acc": 0.9937701489936395,
"case_f1": 0.1245136186770428,
"n_words": 22954
},
"yor_Latn": {
"punct_f1": 0.45525179856115106,
"case_acc": 0.9078701680505343,
"case_f1": 0.3289017341040462,
"n_words": 25171
},
"yue_Hant": {
"punct_f1": 0.814530078800692,
"case_acc": 0.9944830959886944,
"case_f1": 0.4754521963824289,
"n_words": 36796
},
"zho_Hans": {
"punct_f1": 0.8379150303463049,
"case_acc": 0.9923503100538782,
"case_f1": 0.5244865718799369,
"n_words": 39348
},
"zho_Hant": {
"punct_f1": 0.7997004867090978,
"case_acc": 0.995177541893421,
"case_f1": 0.5013927576601671,
"n_words": 37118
},
"zsm_Latn": {
"punct_f1": 0.7684038326711848,
"case_acc": 0.8976354533287066,
"case_f1": 0.5018059234288467,
"n_words": 20173
},
"zul_Latn": {
"punct_f1": 0.6496090973702914,
"case_acc": 0.9343536554515558,
"case_f1": 0.6219158200290276,
"n_words": 15812
}
},
"ted": {
"eng_Latn": {
"punct_f1": 0.7203014184397163,
"case_acc": 0.9296261572717684,
"case_f1": 0.646734397677794,
"n_words": 17066
},
"deu_Latn": {
"punct_f1": 0.7970824761548532,
"case_acc": 0.7624084103217585,
"case_f1": 0.354019014693172,
"n_words": 15695
},
"fra_Latn": {
"punct_f1": 0.731211317418214,
"case_acc": 0.9525664128349707,
"case_f1": 0.6921348314606741,
"n_words": 17203
},
"spa_Latn": {
"punct_f1": 0.6989636056881177,
"case_acc": 0.9464610902027437,
"case_f1": 0.6573966782541522,
"n_words": 16474
},
"ita_Latn": {
"punct_f1": 0.687901117185643,
"case_acc": 0.9413348720907867,
"case_f1": 0.648036253776435,
"n_words": 15597
},
"por_Latn": {
"punct_f1": 0.7050011015642212,
"case_acc": 0.9501962708537782,
"case_f1": 0.6953937592867756,
"n_words": 16304
},
"nld_Latn": {
"punct_f1": 0.7592213114754098,
"case_acc": 0.9525719378660555,
"case_f1": 0.7334754797441365,
"n_words": 15708
},
"pol_Latn": {
"punct_f1": 0.7651881437881017,
"case_acc": 0.9325754606036848,
"case_f1": 0.6856319769535469,
"n_words": 12755
},
"rus_Cyrl": {
"punct_f1": 0.8241258741258741,
"case_acc": 0.9496519232121511,
"case_f1": 0.7263757115749525,
"n_words": 14221
},
"ukr_Cyrl": {
"punct_f1": 0.7927408412483039,
"case_acc": 0.9354700549646656,
"case_f1": 0.6712279438242708,
"n_words": 14009
},
"ces_Latn": {
"punct_f1": 0.7698289269051322,
"case_acc": 0.9378580233485606,
"case_f1": 0.6719636776390465,
"n_words": 13791
},
"ron_Latn": {
"punct_f1": 0.702521758536041,
"case_acc": 0.9419366581725519,
"case_f1": 0.6469730123997083,
"n_words": 16482
},
"hun_Latn": {
"punct_f1": 0.7563805104408353,
"case_acc": 0.9311783898626603,
"case_f1": 0.6397174254317112,
"n_words": 13179
},
"ell_Grek": {
"punct_f1": 0.6558279139569785,
"case_acc": 0.9399622480667357,
"case_f1": 0.6420373027259685,
"n_words": 16423
},
"bul_Cyrl": {
"punct_f1": 0.7378284034539776,
"case_acc": 0.9439942957153044,
"case_f1": 0.6699657403882756,
"n_words": 15427
},
"tur_Latn": {
"punct_f1": 0.6500877706260971,
"case_acc": 0.9235337787676318,
"case_f1": 0.646644419725621,
"n_words": 12123
},
"arb_Arab": {
"punct_f1": 0.5934640522875817,
"case_acc": 0.9988596678782695,
"case_f1": 0.5,
"n_words": 14031
},
"heb_Hebr": {
"punct_f1": 0.6005482182905557,
"case_acc": 0.9982268136612443,
"case_f1": 0.37037037037037035,
"n_words": 12971
},
"pes_Arab": {
"punct_f1": 0.6354515050167224,
"case_acc": 0.9989518369058226,
"case_f1": 0.41509433962264153,
"n_words": 19081
},
"hin_Deva": {
"punct_f1": 0.6120621543323677,
"case_acc": 0.9982956732090824,
"case_f1": 0.1111111111111111,
"n_words": 18189
},
"ind_Latn": {
"punct_f1": 0.6828669612174767,
"case_acc": 0.9229225766276897,
"case_f1": 0.6114384748700173,
"n_words": 14453
},
"vie_Latn": {
"punct_f1": 0.6195965417867435,
"case_acc": 0.9483023297814701,
"case_f1": 0.5912796880538816,
"n_words": 22148
},
"jpn_Jpan": {
"punct_f1": 0.7307042253521127,
"case_acc": 0.9976081459714344,
"case_f1": 0.6067415730337079,
"n_words": 29266
},
"kor_Hang": {
"punct_f1": 0.8241543192619514,
"case_acc": 0.9956955922865014,
"case_f1": 0.4861111111111111,
"n_words": 11616
},
"zho_Hans": {
"punct_f1": 0.592253227821741,
"case_acc": 0.9965218678309776,
"case_f1": 0.6147540983606558,
"n_words": 27026
}
}
},
"summary": {
"europarl": {
"punct_f1": 0.8295837969415709,
"case_f1": 0.5414481435945738,
"case_acc": 0.9216807776202952,
"n_langs": 12
},
"flores": {
"punct_f1": 0.5877911723607082,
"case_f1": 0.389226136133565,
"case_acc": 0.9338632106054932,
"n_langs": 199
},
"ted": {
"punct_f1": 0.7058125478549907,
"case_f1": 0.5893851356835895,
"case_acc": 0.949068419532332,
"n_langs": 25
}
},
"seconds": 180
},
"rule+punctuation-restoration-base": {
"per_lang": {
"europarl": {
"eng_Latn": {
"punct_f1": 0.7710641856575371,
"case_acc": 0.9207581016261748,
"case_f1": 0.5326012354152367,
"n_words": 25643
},
"deu_Latn": {
"punct_f1": 0.883518776077886,
"case_acc": 0.7358557440964069,
"case_f1": 0.2545545295732468,
"n_words": 22571
},
"fra_Latn": {
"punct_f1": 0.8258089517535362,
"case_acc": 0.9565718535043688,
"case_f1": 0.63055729492799,
"n_words": 26895
},
"spa_Latn": {
"punct_f1": 0.8106365834004835,
"case_acc": 0.9314317883280165,
"case_f1": 0.5077664702731655,
"n_words": 26645
},
"ita_Latn": {
"punct_f1": 0.7913114088509947,
"case_acc": 0.9508021390374332,
"case_f1": 0.5914118412491868,
"n_words": 25245
},
"por_Latn": {
"punct_f1": 0.8044849334267694,
"case_acc": 0.925915896166196,
"case_f1": 0.49088507265521797,
"n_words": 25849
},
"nld_Latn": {
"punct_f1": 0.8171133051245886,
"case_acc": 0.9373843423089996,
"case_f1": 0.555908850026497,
"n_words": 26479
},
"pol_Latn": {
"punct_f1": 0.8473821017452655,
"case_acc": 0.9307420841094011,
"case_f1": 0.5631244323342416,
"n_words": 20402
},
"ces_Latn": {
"punct_f1": 0.881994459833795,
"case_acc": 0.9437168313939335,
"case_f1": 0.6091572660915726,
"n_words": 20539
},
"bul_Cyrl": {
"punct_f1": 0.857243691547556,
"case_acc": 0.9459903178278257,
"case_f1": 0.5884203901825047,
"n_words": 23755
},
"slk_Latn": {
"punct_f1": 0.8870818702642764,
"case_acc": 0.9471556886227545,
"case_f1": 0.636151019044437,
"n_words": 20040
},
"slv_Latn": {
"punct_f1": 0.8881635457825116,
"case_acc": 0.944107220900306,
"case_f1": 0.6112956810631229,
"n_words": 20593
}
},
"flores": {
"ace_Arab": {
"punct_f1": 0.2339622641509434,
"case_acc": 0.9996792962844184,
"case_f1": 0.375,
"n_words": 21827
},
"ace_Latn": {
"punct_f1": 0.3729456384323641,
"case_acc": 0.8800206456456456,
"case_f1": 0.2608193883439123,
"n_words": 21312
},
"acm_Arab": {
"punct_f1": 0.6526435474701535,
"case_acc": 0.9977548511252472,
"case_f1": 0.42424242424242425,
"n_words": 18707
},
"acq_Arab": {
"punct_f1": 0.6889613920609027,
"case_acc": 0.9977626307300068,
"case_f1": 0.40404040404040403,
"n_words": 19219
},
"aeb_Arab": {
"punct_f1": 0.6074294205052005,
"case_acc": 0.9978191489361702,
"case_f1": 0.4,
"n_words": 18800
},
"afr_Latn": {
"punct_f1": 0.8269274505344553,
"case_acc": 0.918213356461405,
"case_f1": 0.5311572700296736,
"n_words": 23060
},
"ajp_Arab": {
"punct_f1": 0.620253164556962,
"case_acc": 0.9943328748280605,
"case_f1": 0.4485981308411215,
"n_words": 18175
},
"aka_Latn": {
"punct_f1": 0.25536193029490617,
"case_acc": 0.9031715790653367,
"case_f1": 0.2248062015503876,
"n_words": 26769
},
"als_Latn": {
"punct_f1": 0.8463829787234043,
"case_acc": 0.9370450201309528,
"case_f1": 0.584070796460177,
"n_words": 24589
},
"amh_Ethi": {
"punct_f1": 0.7760559100577332,
"case_acc": 0.9966841186736475,
"case_f1": 0.2595419847328244,
"n_words": 17190
},
"apc_Arab": {
"punct_f1": 0.6468969734026292,
"case_acc": 0.9949036738351255,
"case_f1": 0.4126984126984127,
"n_words": 17856
},
"arb_Arab": {
"punct_f1": 0.7609731627790318,
"case_acc": 0.9978082471073959,
"case_f1": 0.4117647058823529,
"n_words": 19619
},
"arb_Latn": {
"punct_f1": 0.29524931291715745,
"case_acc": 0.9145912290200325,
"case_f1": 0.2485113140134974,
"n_words": 22164
},
"ars_Arab": {
"punct_f1": 0.7529769445148213,
"case_acc": 0.9982173780177244,
"case_f1": 0.3333333333333333,
"n_words": 19634
},
"ary_Arab": {
"punct_f1": 0.5759729272419628,
"case_acc": 0.997164461247637,
"case_f1": 0.38016528925619836,
"n_words": 19044
},
"arz_Arab": {
"punct_f1": 0.7024476555588322,
"case_acc": 0.9981462409886714,
"case_f1": 0.3466666666666667,
"n_words": 19420
},
"asm_Beng": {
"punct_f1": 0.6585718415727089,
"case_acc": 0.996306507829163,
"case_f1": 0.2236842105263158,
"n_words": 19223
},
"ast_Latn": {
"punct_f1": 0.7583138173302107,
"case_acc": 0.9274127403627085,
"case_f1": 0.5563282336578581,
"n_words": 21946
},
"awa_Deva": {
"punct_f1": 0.7587559540487532,
"case_acc": 0.9985802736916828,
"case_f1": 0.22535211267605634,
"n_words": 25357
},
"ayr_Latn": {
"punct_f1": 0.24881033310673012,
"case_acc": 0.856142106579935,
"case_f1": 0.19832985386221294,
"n_words": 15988
},
"azb_Arab": {
"punct_f1": 0.5627251883393384,
"case_acc": 0.9981805776665909,
"case_f1": 0.2465753424657534,
"n_words": 17588
},
"azj_Latn": {
"punct_f1": 0.8213610586011342,
"case_acc": 0.9136125654450262,
"case_f1": 0.5645582854155776,
"n_words": 19100
},
"bak_Cyrl": {
"punct_f1": 0.6257136332496004,
"case_acc": 0.9066935981596813,
"case_f1": 0.4998508798091262,
"n_words": 17823
},
"bam_Latn": {
"punct_f1": 0.2403495994173343,
"case_acc": 0.8975518893028207,
"case_f1": 0.22408587722240858,
"n_words": 22548
},
"ban_Latn": {
"punct_f1": 0.5201204489460717,
"case_acc": 0.8794943682061876,
"case_f1": 0.35571878279118574,
"n_words": 20331
},
"bel_Cyrl": {
"punct_f1": 0.8959905311436603,
"case_acc": 0.9337423896499238,
"case_f1": 0.6386946386946387,
"n_words": 21024
},
"bem_Latn": {
"punct_f1": 0.3612217795484728,
"case_acc": 0.8855619180836648,
"case_f1": 0.25981361197401864,
"n_words": 22877
},
"ben_Beng": {
"punct_f1": 0.7522356654392425,
"case_acc": 0.9975355547568927,
"case_f1": 0.29310344827586204,
"n_words": 19477
},
"bho_Deva": {
"punct_f1": 0.7115222876366695,
"case_acc": 0.9943328382709294,
"case_f1": 0.17573221757322174,
"n_words": 25586
},
"bjn_Arab": {
"punct_f1": 0.22735606894022736,
"case_acc": 1.0,
"case_f1": 1.0,
"n_words": 19846
},
"bjn_Latn": {
"punct_f1": 0.5285635052689961,
"case_acc": 0.8724332648870636,
"case_f1": 0.36041131105398455,
"n_words": 19480
},
"bos_Latn": {
"punct_f1": 0.8772407533469481,
"case_acc": 0.9351724137931035,
"case_f1": 0.623398804440649,
"n_words": 20300
},
"bug_Latn": {
"punct_f1": 0.28413793103448276,
"case_acc": 0.8599119865884325,
"case_f1": 0.2112094395280236,
"n_words": 19088
},
"bul_Cyrl": {
"punct_f1": 0.891502808988764,
"case_acc": 0.9389585387613278,
"case_f1": 0.6241012366983031,
"n_words": 21297
},
"cat_Latn": {
"punct_f1": 0.8535193405199747,
"case_acc": 0.9402178363770372,
"case_f1": 0.5993431855500821,
"n_words": 24422
},
"ceb_Latn": {
"punct_f1": 0.7631520532741398,
"case_acc": 0.9132272311909838,
"case_f1": 0.4678963343450852,
"n_words": 26264
},
"ces_Latn": {
"punct_f1": 0.9222859402807989,
"case_acc": 0.9324669902405929,
"case_f1": 0.634009009009009,
"n_words": 19161
},
"cjk_Latn": {
"punct_f1": 0.2576219512195122,
"case_acc": 0.8978332757514437,
"case_f1": 0.22637280537915577,
"n_words": 20261
},
"ckb_Arab": {
"punct_f1": 0.6420310296191819,
"case_acc": 0.9971293828173057,
"case_f1": 0.15789473684210525,
"n_words": 19508
},
"crh_Latn": {
"punct_f1": 0.7180925666199158,
"case_acc": 0.9164479195755375,
"case_f1": 0.5762331838565022,
"n_words": 17905
},
"cym_Latn": {
"punct_f1": 0.7788503729706011,
"case_acc": 0.909162422887426,
"case_f1": 0.4873831775700935,
"n_words": 24153
},
"dan_Latn": {
"punct_f1": 0.8931098696461824,
"case_acc": 0.9418016668227362,
"case_f1": 0.6431014823261118,
"n_words": 21358
},
"deu_Latn": {
"punct_f1": 0.93836836480228,
"case_acc": 0.7114995400183992,
"case_f1": 0.2775923581539878,
"n_words": 21740
},
"dik_Latn": {
"punct_f1": 0.28007889546351084,
"case_acc": 0.9027843120482443,
"case_f1": 0.22600408441116407,
"n_words": 23381
},
"dyu_Latn": {
"punct_f1": 0.22774774774774775,
"case_acc": 0.9125225668800263,
"case_f1": 0.22608695652173913,
"n_words": 24372
},
"dzo_Tibt": {
"punct_f1": 0.003937007874015748,
"case_acc": 0.9998533079067038,
"case_f1": 0.6666666666666666,
"n_words": 6817
},
"ell_Grek": {
"punct_f1": 0.8197368421052632,
"case_acc": 0.9238593553788196,
"case_f1": 0.5428499623020859,
"n_words": 23890
},
"eng_Latn": {
"punct_f1": 0.8363160192055871,
"case_acc": 0.9116370448211267,
"case_f1": 0.5283842794759825,
"n_words": 21887
},
"epo_Latn": {
"punct_f1": 0.8619056639515059,
"case_acc": 0.9288333494161922,
"case_f1": 0.59375,
"n_words": 20726
},
"est_Latn": {
"punct_f1": 0.9132764437388371,
"case_acc": 0.9264115921202323,
"case_f1": 0.6321703134240094,
"n_words": 16701
},
"eus_Latn": {
"punct_f1": 0.808868501529052,
"case_acc": 0.9107203437747371,
"case_f1": 0.5621203754831585,
"n_words": 17686
},
"ewe_Latn": {
"punct_f1": 0.19316743989877688,
"case_acc": 0.9045633170262251,
"case_f1": 0.22026143790849673,
"n_words": 24938
},
"fao_Latn": {
"punct_f1": 0.8345721694036301,
"case_acc": 0.9411149660187254,
"case_f1": 0.6299259259259259,
"n_words": 21041
},
"fij_Latn": {
"punct_f1": 0.28143213988343047,
"case_acc": 0.8989485592599986,
"case_f1": 0.21867764342680732,
"n_words": 30054
},
"fin_Latn": {
"punct_f1": 0.9163747810858144,
"case_acc": 0.9333500375845653,
"case_f1": 0.6870229007633588,
"n_words": 15964
},
"fon_Latn": {
"punct_f1": 0.2228956228956229,
"case_acc": 0.9171431371908387,
"case_f1": 0.23769507803121248,
"n_words": 30607
},
"fra_Latn": {
"punct_f1": 0.8807192807192807,
"case_acc": 0.9478114478114478,
"case_f1": 0.623734533183352,
"n_words": 25542
},
"fur_Latn": {
"punct_f1": 0.6941986234021632,
"case_acc": 0.9328462204813378,
"case_f1": 0.4983127109111361,
"n_words": 26551
},
"fuv_Latn": {
"punct_f1": 0.2557565789473684,
"case_acc": 0.9054977446295387,
"case_f1": 0.2275711159737418,
"n_words": 22391
},
"gaz_Latn": {
"punct_f1": 0.24056254626202814,
"case_acc": 0.8687567235285077,
"case_f1": 0.18975332068311196,
"n_words": 19521
},
"gla_Latn": {
"punct_f1": 0.7373227589521749,
"case_acc": 0.9222309212243224,
"case_f1": 0.49060288015621184,
"n_words": 26823
},
"gle_Latn": {
"punct_f1": 0.7485838779956427,
"case_acc": 0.9179188507086002,
"case_f1": 0.4920711196540125,
"n_words": 25755
},
"glg_Latn": {
"punct_f1": 0.8624844204403822,
"case_acc": 0.9353084962913014,
"case_f1": 0.5871608917539619,
"n_words": 23728
},
"grn_Latn": {
"punct_f1": 0.28738800827015853,
"case_acc": 0.8671464473383597,
"case_f1": 0.22296395193591456,
"n_words": 17508
},
"guj_Gujr": {
"punct_f1": 0.7608247422680412,
"case_acc": 0.9976997172569129,
"case_f1": 0.2222222222222222,
"n_words": 20867
},
"hat_Latn": {
"punct_f1": 0.6874245715664977,
"case_acc": 0.9246865542585387,
"case_f1": 0.5057860570138301,
"n_words": 23130
},
"hau_Latn": {
"punct_f1": 0.4970212765957447,
"case_acc": 0.9062226466141482,
"case_f1": 0.35438884331419196,
"n_words": 25134
},
"heb_Hebr": {
"punct_f1": 0.8045714285714286,
"case_acc": 0.9950432276657061,
"case_f1": 0.3225806451612903,
"n_words": 17350
},
"hin_Deva": {
"punct_f1": 0.8091195731263643,
"case_acc": 0.9981650659795425,
"case_f1": 0.24742268041237114,
"n_words": 25614
},
"hne_Deva": {
"punct_f1": 0.6763509587449158,
"case_acc": 0.997133643855249,
"case_f1": 0.047058823529411764,
"n_words": 25119
},
"hrv_Latn": {
"punct_f1": 0.8750878837590813,
"case_acc": 0.932167760459393,
"case_f1": 0.6202170188463735,
"n_words": 19504
},
"hun_Latn": {
"punct_f1": 0.8832103653050207,
"case_acc": 0.9304180270834448,
"case_f1": 0.615612063867534,
"n_words": 18683
},
"hye_Armn": {
"punct_f1": 0.5866355866355867,
"case_acc": 0.9311774461028193,
"case_f1": 0.6035150431933274,
"n_words": 19296
},
"ibo_Latn": {
"punct_f1": 0.23345195729537366,
"case_acc": 0.897582135111254,
"case_f1": 0.19836785938480853,
"n_words": 24898
},
"ilo_Latn": {
"punct_f1": 0.4776902887139108,
"case_acc": 0.8979410857495373,
"case_f1": 0.3090576872879144,
"n_words": 25936
},
"ind_Latn": {
"punct_f1": 0.8252740167633784,
"case_acc": 0.894436591276252,
"case_f1": 0.510836634817059,
"n_words": 19808
},
"isl_Latn": {
"punct_f1": 0.8435967302452316,
"case_acc": 0.9373923315450116,
"case_f1": 0.6403829907068431,
"n_words": 20317
},
"ita_Latn": {
"punct_f1": 0.8513708513708513,
"case_acc": 0.9370192109918137,
"case_f1": 0.584056399132321,
"n_words": 24309
},
"jav_Latn": {
"punct_f1": 0.692638731596829,
"case_acc": 0.8902005902656195,
"case_f1": 0.4591937069813176,
"n_words": 19991
},
"jpn_Jpan": {
"punct_f1": 0.9085754783841248,
"case_acc": 0.9959769369102134,
"case_f1": 0.45885286783042395,
"n_words": 53939
},
"kab_Latn": {
"punct_f1": 0.2703438883214164,
"case_acc": 0.8809199782253675,
"case_f1": 0.21345291479820627,
"n_words": 22044
},
"kac_Latn": {
"punct_f1": 0.2643171806167401,
"case_acc": 0.9352825321090737,
"case_f1": 0.21634293369055593,
"n_words": 36049
},
"kam_Latn": {
"punct_f1": 0.3401801801801802,
"case_acc": 0.9004061201360031,
"case_f1": 0.26869806094182824,
"n_words": 21176
},
"kan_Knda": {
"punct_f1": 0.7570993914807302,
"case_acc": 0.9948354178333645,
"case_f1": 0.16455696202531644,
"n_words": 16071
},
"kas_Arab": {
"punct_f1": 0.3464696223316913,
"case_acc": 0.9964145168342807,
"case_f1": 0.2875816993464052,
"n_words": 22870
},
"kas_Deva": {
"punct_f1": 0.27058336781133635,
"case_acc": 0.9740035392264262,
"case_f1": 0.3180873180873181,
"n_words": 23734
},
"kat_Geor": {
"punct_f1": 0.7910100749160424,
"case_acc": 0.9760545327429504,
"case_f1": 0.023696682464454975,
"n_words": 17164
},
"kaz_Cyrl": {
"punct_f1": 0.8510147601476015,
"case_acc": 0.9254345307068366,
"case_f1": 0.6284900284900284,
"n_words": 17260
},
"kbp_Latn": {
"punct_f1": 0.18973105134474327,
"case_acc": 0.8880824905810034,
"case_f1": 0.2361523912456093,
"n_words": 25215
},
"kea_Latn": {
"punct_f1": 0.5654791771199197,
"case_acc": 0.8985692273827867,
"case_f1": 0.38671978751660024,
"n_words": 22715
},
"khk_Cyrl": {
"punct_f1": 0.8486380230272396,
"case_acc": 0.9242678889737713,
"case_f1": 0.5887850467289719,
"n_words": 19635
},
"kik_Latn": {
"punct_f1": 0.30494417862838913,
"case_acc": 0.8994939144255302,
"case_f1": 0.22085492227979275,
"n_words": 23909
},
"kin_Latn": {
"punct_f1": 0.5381658429434377,
"case_acc": 0.8998603630560542,
"case_f1": 0.4241556954779622,
"n_words": 20052
},
"kir_Cyrl": {
"punct_f1": 0.8605072463768116,
"case_acc": 0.9259429622815087,
"case_f1": 0.6283744974152786,
"n_words": 17392
},
"kmb_Latn": {
"punct_f1": 0.26754530477759475,
"case_acc": 0.8896353166986565,
"case_f1": 0.228310502283105,
"n_words": 22924
},
"kmr_Latn": {
"punct_f1": 0.6932442110288852,
"case_acc": 0.9158061953931692,
"case_f1": 0.5108556832694764,
"n_words": 22662
},
"knc_Arab": {
"punct_f1": 0.10821382007822686,
"case_acc": 0.9877200608563356,
"case_f1": 0.2088607594936709,
"n_words": 18404
},
"knc_Latn": {
"punct_f1": 0.24274013402829486,
"case_acc": 0.8798295454545455,
"case_f1": 0.19518377693282637,
"n_words": 21120
},
"kon_Latn": {
"punct_f1": 0.3234237177393009,
"case_acc": 0.9094442000293298,
"case_f1": 0.24749163879598662,
"n_words": 27276
},
"kor_Hang": {
"punct_f1": 0.8763777182007745,
"case_acc": 0.9848298217179903,
"case_f1": 0.40643863179074446,
"n_words": 15425
},
"lij_Latn": {
"punct_f1": 0.611016743508857,
"case_acc": 0.9258143039295236,
"case_f1": 0.4485230857470605,
"n_words": 25881
},
"lim_Latn": {
"punct_f1": 0.7498094996189992,
"case_acc": 0.9145432638671962,
"case_f1": 0.4826472962066182,
"n_words": 22409
},
"lin_Latn": {
"punct_f1": 0.323846908734053,
"case_acc": 0.9065908805951436,
"case_f1": 0.2612137203166227,
"n_words": 23927
},
"lit_Latn": {
"punct_f1": 0.8784884728722482,
"case_acc": 0.9163972286374134,
"case_f1": 0.5933943935609215,
"n_words": 17320
},
"lmo_Latn": {
"punct_f1": 0.6374683544303797,
"case_acc": 0.9278159213212098,
"case_f1": 0.45293621803877493,
"n_words": 26945
},
"ltg_Latn": {
"punct_f1": 0.7472035794183445,
"case_acc": 0.9093802345058627,
"case_f1": 0.4863508001255099,
"n_words": 17910
},
"ltz_Latn": {
"punct_f1": 0.8460665658093798,
"case_acc": 0.7435636228931284,
"case_f1": 0.29447696614914737,
"n_words": 21596
},
"lua_Latn": {
"punct_f1": 0.30440967283072545,
"case_acc": 0.9007772808198359,
"case_f1": 0.2504097017371354,
"n_words": 23029
},
"lug_Latn": {
"punct_f1": 0.3548740416210296,
"case_acc": 0.8851788756388416,
"case_f1": 0.3142566881137826,
"n_words": 17610
},
"luo_Latn": {
"punct_f1": 0.24112986565621772,
"case_acc": 0.8975824356549625,
"case_f1": 0.21338383838383837,
"n_words": 24322
},
"lus_Latn": {
"punct_f1": 0.17249417249417248,
"case_acc": 0.9110150124811025,
"case_f1": 0.18999043672298374,
"n_words": 28443
},
"lvs_Latn": {
"punct_f1": 0.9126312224856079,
"case_acc": 0.9279548292524024,
"case_f1": 0.6059012562080047,
"n_words": 18419
},
"mag_Deva": {
"punct_f1": 0.6922660897782585,
"case_acc": 0.9986006157290792,
"case_f1": 0.17647058823529413,
"n_words": 25011
},
"mai_Deva": {
"punct_f1": 0.7117891816920943,
"case_acc": 0.9958933073107262,
"case_f1": 0.12307692307692308,
"n_words": 24594
},
"mal_Mlym": {
"punct_f1": 0.6997742663656885,
"case_acc": 0.9976530543820827,
"case_f1": 0.17647058823529413,
"n_words": 14913
},
"mar_Deva": {
"punct_f1": 0.7592689295039164,
"case_acc": 0.9965314273701913,
"case_f1": 0.128,
"n_words": 19028
},
"min_Arab": {
"punct_f1": 0.21893491124260356,
"case_acc": 0.9996088593360387,
"case_f1": 0.0,
"n_words": 20453
},
"min_Latn": {
"punct_f1": 0.47624633431085045,
"case_acc": 0.8810966669924739,
"case_f1": 0.3350613915416098,
"n_words": 20462
},
"mkd_Cyrl": {
"punct_f1": 0.8560460652591171,
"case_acc": 0.9351278349555255,
"case_f1": 0.6072533033455159,
"n_words": 21473
},
"mlt_Latn": {
"punct_f1": 0.7858739383102369,
"case_acc": 0.9316163871436731,
"case_f1": 0.6160999709386806,
"n_words": 19259
},
"mni_Beng": {
"punct_f1": 0.24779627815866798,
"case_acc": 0.9928864427021133,
"case_f1": 0.12037037037037036,
"n_words": 19259
},
"mos_Latn": {
"punct_f1": 0.2489811041126343,
"case_acc": 0.9171471193000846,
"case_f1": 0.2444933920704846,
"n_words": 24803
},
"mri_Latn": {
"punct_f1": 0.6230483271375464,
"case_acc": 0.9148992314542995,
"case_f1": 0.4019471488178025,
"n_words": 30317
},
"nld_Latn": {
"punct_f1": 0.9064953604568166,
"case_acc": 0.933144845585037,
"case_f1": 0.6160358565737052,
"n_words": 22990
},
"nno_Latn": {
"punct_f1": 0.8777242486808902,
"case_acc": 0.9475310065009913,
"case_f1": 0.6645161290322581,
"n_words": 21689
},
"nob_Latn": {
"punct_f1": 0.8529826209488023,
"case_acc": 0.9430127212129747,
"case_f1": 0.6496413199426112,
"n_words": 21303
},
"npi_Deva": {
"punct_f1": 0.8180092215893681,
"case_acc": 0.9914941421922645,
"case_f1": 0.3048780487804878,
"n_words": 18693
},
"nso_Latn": {
"punct_f1": 0.3711274353241776,
"case_acc": 0.9116738076842031,
"case_f1": 0.2653834937299504,
"n_words": 28474
},
"nus_Latn": {
"punct_f1": 0.2634146341463415,
"case_acc": 0.902212654832904,
"case_f1": 0.21612446958981613,
"n_words": 28337
},
"nya_Latn": {
"punct_f1": 0.30585683297180044,
"case_acc": 0.8732006125574273,
"case_f1": 0.2374961644676281,
"n_words": 19590
},
"oci_Latn": {
"punct_f1": 0.7632224949787993,
"case_acc": 0.9372049487221228,
"case_f1": 0.5659848697114037,
"n_words": 24572
},
"ory_Orya": {
"punct_f1": 0.6417995444191344,
"case_acc": 0.9941556444171025,
"case_f1": 0.311787072243346,
"n_words": 19506
},
"pag_Latn": {
"punct_f1": 0.3282972641894651,
"case_acc": 0.8724844926369619,
"case_f1": 0.210896309314587,
"n_words": 21119
},
"pan_Guru": {
"punct_f1": 0.7857313861623174,
"case_acc": 0.9974896690225158,
"case_f1": 0.2556390977443609,
"n_words": 25893
},
"pap_Latn": {
"punct_f1": 0.6897835699325111,
"case_acc": 0.9196893234505599,
"case_f1": 0.4711364224695832,
"n_words": 25364
},
"pbt_Arab": {
"punct_f1": 0.7431461272291722,
"case_acc": 0.9891576313594662,
"case_f1": 0.4721311475409836,
"n_words": 26378
},
"pes_Arab": {
"punct_f1": 0.8171669560903002,
"case_acc": 0.994512739801778,
"case_f1": 0.436241610738255,
"n_words": 23509
},
"plt_Latn": {
"punct_f1": 0.6686046511627907,
"case_acc": 0.90809941774572,
"case_f1": 0.4676566826076013,
"n_words": 23014
},
"pol_Latn": {
"punct_f1": 0.8996812300768798,
"case_acc": 0.9233931048656425,
"case_f1": 0.592108843537415,
"n_words": 19463
},
"por_Latn": {
"punct_f1": 0.8744737849215461,
"case_acc": 0.9279883755716056,
"case_f1": 0.5676923076923077,
"n_words": 23399
},
"prs_Arab": {
"punct_f1": 0.7948458817584638,
"case_acc": 0.9957903425505572,
"case_f1": 0.32,
"n_words": 24230
},
"quy_Latn": {
"punct_f1": 0.23465818759936408,
"case_acc": 0.8664323374340949,
"case_f1": 0.20328849028400597,
"n_words": 15932
},
"ron_Latn": {
"punct_f1": 0.8738925541941565,
"case_acc": 0.9342976426432759,
"case_f1": 0.5799356223175965,
"n_words": 23713
},
"run_Latn": {
"punct_f1": 0.5021324992891669,
"case_acc": 0.9009058060684056,
"case_f1": 0.41058823529411764,
"n_words": 20203
},
"rus_Cyrl": {
"punct_f1": 0.9188663967611336,
"case_acc": 0.9315054478489948,
"case_f1": 0.6230337078651685,
"n_words": 19549
},
"sag_Latn": {
"punct_f1": 0.2903560318008987,
"case_acc": 0.9293466153209636,
"case_f1": 0.25735294117647056,
"n_words": 31421
},
"san_Deva": {
"punct_f1": 0.5791666666666667,
"case_acc": 0.9930876960990563,
"case_f1": 0.39148936170212767,
"n_words": 16637
},
"sat_Olck": {
"punct_f1": 0.01644528779253637,
"case_acc": 0.9975032250010403,
"case_f1": 0.6582278481012658,
"n_words": 24031
},
"scn_Latn": {
"punct_f1": 0.6632553606237817,
"case_acc": 0.9233915788537638,
"case_f1": 0.5014442518775274,
"n_words": 22491
},
"shn_Mymr": {
"punct_f1": 0.14840182648401826,
"case_acc": 0.8838951310861424,
"case_f1": 0.26252377932783766,
"n_words": 9879
},
"sin_Sinh": {
"punct_f1": 0.7314317989268568,
"case_acc": 0.996616395978345,
"case_f1": 0.2222222222222222,
"n_words": 20688
},
"slk_Latn": {
"punct_f1": 0.9159922928709056,
"case_acc": 0.9364502253174928,
"case_f1": 0.6438356164383562,
"n_words": 19528
},
"slv_Latn": {
"punct_f1": 0.9214337436640115,
"case_acc": 0.9401459129485334,
"case_f1": 0.6403794841387489,
"n_words": 20149
},
"smo_Latn": {
"punct_f1": 0.3919976804870977,
"case_acc": 0.912555419300066,
"case_f1": 0.24973031283710895,
"n_words": 31803
},
"sna_Latn": {
"punct_f1": 0.2757640369580668,
"case_acc": 0.9048800184586987,
"case_f1": 0.30072003388394747,
"n_words": 17336
},
"snd_Arab": {
"punct_f1": 0.7432068543451652,
"case_acc": 0.9953416762070191,
"case_f1": 0.1652892561983471,
"n_words": 25331
},
"som_Latn": {
"punct_f1": 0.6223687547552625,
"case_acc": 0.9140846279289332,
"case_f1": 0.46342765616657766,
"n_words": 23302
},
"sot_Latn": {
"punct_f1": 0.3096415327564895,
"case_acc": 0.9044030835474686,
"case_f1": 0.24035281146637266,
"n_words": 28798
},
"spa_Latn": {
"punct_f1": 0.8539496116688767,
"case_acc": 0.9424485257467121,
"case_f1": 0.5950457727517501,
"n_words": 26081
},
"srd_Latn": {
"punct_f1": 0.7071898389657518,
"case_acc": 0.9298081422554983,
"case_f1": 0.5052111903455841,
"n_words": 25644
},
"srp_Cyrl": {
"punct_f1": 0.8670570375189763,
"case_acc": 0.9363719940000967,
"case_f1": 0.6184553080705815,
"n_words": 20667
},
"ssw_Latn": {
"punct_f1": 0.421510724277277,
"case_acc": 0.9060696391196803,
"case_f1": 0.4174185955276579,
"n_words": 15767
},
"sun_Latn": {
"punct_f1": 0.6352015732546706,
"case_acc": 0.8863394620878285,
"case_f1": 0.4237765821163208,
"n_words": 19743
},
"swe_Latn": {
"punct_f1": 0.8584686774941995,
"case_acc": 0.9435061728395062,
"case_f1": 0.6603717910888167,
"n_words": 20250
},
"swh_Latn": {
"punct_f1": 0.7368173258003766,
"case_acc": 0.9046119129331014,
"case_f1": 0.4972785749628897,
"n_words": 21271
},
"szl_Latn": {
"punct_f1": 0.7006990044482101,
"case_acc": 0.905237925230785,
"case_f1": 0.4709549447435534,
"n_words": 19607
},
"tam_Taml": {
"punct_f1": 0.71100200848025,
"case_acc": 0.9946281485018503,
"case_f1": 0.2222222222222222,
"n_words": 16754
},
"taq_Latn": {
"punct_f1": 0.2828035859820701,
"case_acc": 0.8981190487358695,
"case_f1": 0.23363828289936664,
"n_words": 21319
},
"taq_Tfng": {
"punct_f1": 0.14390348987505386,
"case_acc": 0.9914449562846668,
"case_f1": 0.4754521963824289,
"n_words": 21274
},
"tat_Cyrl": {
"punct_f1": 0.8051785341407391,
"case_acc": 0.9216243315508021,
"case_f1": 0.5975644293401303,
"n_words": 17952
},
"tel_Telu": {
"punct_f1": 0.7286709925498678,
"case_acc": 0.988706911842961,
"case_f1": 0.4423963133640553,
"n_words": 16913
},
"tgk_Cyrl": {
"punct_f1": 0.8973384030418251,
"case_acc": 0.9327183939229517,
"case_f1": 0.5957216355266721,
"n_words": 22116
},
"tgl_Latn": {
"punct_f1": 0.7899461400359067,
"case_acc": 0.9186997945077526,
"case_f1": 0.4948932219127205,
"n_words": 26765
},
"tir_Ethi": {
"punct_f1": 0.5019485580670304,
"case_acc": 0.997447650796958,
"case_f1": 0.13953488372093023,
"n_words": 19198
},
"tpi_Latn": {
"punct_f1": 0.4240586302754612,
"case_acc": 0.9124897288414133,
"case_f1": 0.3078455790784558,
"n_words": 31642
},
"tsn_Latn": {
"punct_f1": 0.3282376694548601,
"case_acc": 0.9190321532965249,
"case_f1": 0.2688927943760984,
"n_words": 30790
},
"tso_Latn": {
"punct_f1": 0.39060568603213847,
"case_acc": 0.906173480744973,
"case_f1": 0.28312570781426954,
"n_words": 26954
},
"tuk_Latn": {
"punct_f1": 0.7967284099109935,
"case_acc": 0.9286750753432302,
"case_f1": 0.6289344498989315,
"n_words": 17918
},
"tum_Latn": {
"punct_f1": 0.3517811704834606,
"case_acc": 0.8979533477674742,
"case_f1": 0.2737576285963383,
"n_words": 24479
},
"tur_Latn": {
"punct_f1": 0.8150651859005311,
"case_acc": 0.8992159981820248,
"case_f1": 0.5579103006407097,
"n_words": 17602
},
"twi_Latn": {
"punct_f1": 0.223935389133627,
"case_acc": 0.9019894001075351,
"case_f1": 0.21375921375921375,
"n_words": 26038
},
"tzm_Tfng": {
"punct_f1": 0.20168067226890757,
"case_acc": 0.9986269212029942,
"case_f1": 0.20408163265306123,
"n_words": 22577
},
"uig_Arab": {
"punct_f1": 0.7459229496572914,
"case_acc": 0.9952518229608276,
"case_f1": 0.32460732984293195,
"n_words": 17691
},
"ukr_Cyrl": {
"punct_f1": 0.9022628791526239,
"case_acc": 0.9270352496852706,
"case_f1": 0.6110491071428571,
"n_words": 19064
},
"umb_Latn": {
"punct_f1": 0.27285714285714285,
"case_acc": 0.8919128651405133,
"case_f1": 0.2629391764261428,
"n_words": 18041
},
"urd_Arab": {
"punct_f1": 0.7873754152823921,
"case_acc": 0.9986975869179842,
"case_f1": 0.2222222222222222,
"n_words": 27641
},
"uzn_Latn": {
"punct_f1": 0.8492426063957682,
"case_acc": 0.924165657010684,
"case_f1": 0.5982758620689655,
"n_words": 18158
},
"vec_Latn": {
"punct_f1": 0.7101412066752246,
"case_acc": 0.9281647689216342,
"case_f1": 0.5157657657657657,
"n_words": 23888
},
"vie_Latn": {
"punct_f1": 0.7904827904827905,
"case_acc": 0.9226836020192151,
"case_f1": 0.4701159678858162,
"n_words": 30705
},
"war_Latn": {
"punct_f1": 0.6246547828270148,
"case_acc": 0.9110169491525424,
"case_f1": 0.4014742014742015,
"n_words": 27376
},
"wol_Latn": {
"punct_f1": 0.2539912917271408,
"case_acc": 0.9043947263284059,
"case_f1": 0.22559793148028442,
"n_words": 25030
},
"xho_Latn": {
"punct_f1": 0.6682903068679981,
"case_acc": 0.9203745560219567,
"case_f1": 0.5861148197596796,
"n_words": 15485
},
"ydd_Hebr": {
"punct_f1": 0.5235745614035088,
"case_acc": 0.9937265836019866,
"case_f1": 0.12,
"n_words": 22954
},
"yor_Latn": {
"punct_f1": 0.3947939262472885,
"case_acc": 0.9064002224782488,
"case_f1": 0.29728924635090853,
"n_words": 25171
},
"yue_Hant": {
"punct_f1": 0.8310590044205266,
"case_acc": 0.9944015653875421,
"case_f1": 0.4690721649484536,
"n_words": 36796
},
"zho_Hans": {
"punct_f1": 0.8461262553802008,
"case_acc": 0.9923248958015655,
"case_f1": 0.5236593059936908,
"n_words": 39348
},
"zho_Hant": {
"punct_f1": 0.8184905660377358,
"case_acc": 0.9951506007866803,
"case_f1": 0.4972067039106145,
"n_words": 37118
},
"zsm_Latn": {
"punct_f1": 0.7899628252788105,
"case_acc": 0.9000148713627125,
"case_f1": 0.514765906362545,
"n_words": 20173
},
"zul_Latn": {
"punct_f1": 0.6330097087378641,
"case_acc": 0.9326460915760182,
"case_f1": 0.610909090909091,
"n_words": 15812
}
},
"ted": {
"eng_Latn": {
"punct_f1": 0.7415485278080698,
"case_acc": 0.9307394820110161,
"case_f1": 0.654555940023068,
"n_words": 17066
},
"deu_Latn": {
"punct_f1": 0.7993989481592787,
"case_acc": 0.7634278432621854,
"case_f1": 0.35400382143477505,
"n_words": 15695
},
"fra_Latn": {
"punct_f1": 0.7435387673956262,
"case_acc": 0.9551822356565716,
"case_f1": 0.7093632958801498,
"n_words": 17203
},
"spa_Latn": {
"punct_f1": 0.7208413001912046,
"case_acc": 0.9474930193031443,
"case_f1": 0.6635873749037722,
"n_words": 16474
},
"ita_Latn": {
"punct_f1": 0.7018294131622713,
"case_acc": 0.9425530550746939,
"case_f1": 0.6568738229755179,
"n_words": 15597
},
"por_Latn": {
"punct_f1": 0.7253427686864219,
"case_acc": 0.9530789990186457,
"case_f1": 0.7117887690591298,
"n_words": 16304
},
"nld_Latn": {
"punct_f1": 0.7760429997440491,
"case_acc": 0.9544817927170869,
"case_f1": 0.7443181818181818,
"n_words": 15708
},
"pol_Latn": {
"punct_f1": 0.7791771620486986,
"case_acc": 0.9324970599764798,
"case_f1": 0.6848528356066045,
"n_words": 12755
},
"rus_Cyrl": {
"punct_f1": 0.8358678552700577,
"case_acc": 0.9523943463891428,
"case_f1": 0.741581536133182,
"n_words": 14221
},
"ukr_Cyrl": {
"punct_f1": 0.8137720488466758,
"case_acc": 0.9397530159183383,
"case_f1": 0.6954350927246791,
"n_words": 14009
},
"ces_Latn": {
"punct_f1": 0.7902192897341355,
"case_acc": 0.9413385541295047,
"case_f1": 0.6927416321925536,
"n_words": 13791
},
"ron_Latn": {
"punct_f1": 0.7178914451641725,
"case_acc": 0.9438174978764713,
"case_f1": 0.6579139314369074,
"n_words": 16482
},
"hun_Latn": {
"punct_f1": 0.7739395024163236,
"case_acc": 0.9352758175885879,
"case_f1": 0.659037095501184,
"n_words": 13179
},
"ell_Grek": {
"punct_f1": 0.6809357889497263,
"case_acc": 0.9440418924678804,
"case_f1": 0.6687988628287136,
"n_words": 16423
},
"bul_Cyrl": {
"punct_f1": 0.7526286662977311,
"case_acc": 0.9461982238931743,
"case_f1": 0.6857573474001507,
"n_words": 15427
},
"tur_Latn": {
"punct_f1": 0.6578034682080924,
"case_acc": 0.9234512909345871,
"case_f1": 0.6489871086556169,
"n_words": 12123
},
"arb_Arab": {
"punct_f1": 0.6065096586398518,
"case_acc": 0.9990022093934858,
"case_f1": 0.5714285714285714,
"n_words": 14031
},
"heb_Hebr": {
"punct_f1": 0.6324110671936759,
"case_acc": 0.9980726235448307,
"case_f1": 0.3793103448275862,
"n_words": 12971
},
"pes_Arab": {
"punct_f1": 0.6411977284460506,
"case_acc": 0.9989518369058226,
"case_f1": 0.4230769230769231,
"n_words": 19081
},
"hin_Deva": {
"punct_f1": 0.6303843177714727,
"case_acc": 0.9982956732090824,
"case_f1": 0.1111111111111111,
"n_words": 18189
},
"ind_Latn": {
"punct_f1": 0.7174069627851141,
"case_acc": 0.9277658617588044,
"case_f1": 0.6373021335168617,
"n_words": 14453
},
"vie_Latn": {
"punct_f1": 0.6415276770606719,
"case_acc": 0.9508307747877912,
"case_f1": 0.6114063053489196,
"n_words": 22148
},
"jpn_Jpan": {
"punct_f1": 0.749220742419949,
"case_acc": 0.9975739766281692,
"case_f1": 0.5988700564971752,
"n_words": 29266
},
"kor_Hang": {
"punct_f1": 0.833105708822726,
"case_acc": 0.9956095041322314,
"case_f1": 0.4755244755244755,
"n_words": 11616
},
"zho_Hans": {
"punct_f1": 0.5859656561373755,
"case_acc": 0.9966698734551913,
"case_f1": 0.6341463414634146,
"n_words": 27026
}
}
},
"summary": {
"europarl": {
"punct_f1": 0.8388169844554333,
"case_f1": 0.5476528402363683,
"case_acc": 0.9225360006601515,
"n_langs": 12
},
"flores": {
"punct_f1": 0.6049950747979211,
"case_f1": 0.3977077694293947,
"case_acc": 0.9346187653520925,
"n_langs": 199
},
"ted": {
"punct_f1": 0.7219402988543768,
"case_f1": 0.602870916454769,
"case_acc": 0.9507398584013167,
"n_langs": 25
}
},
"seconds": 212
},
"1-800-BAD-CODE/xlm-roberta_punctuation_fullstop_truecase": {
"per_lang": {
"europarl": {
"eng_Latn": {
"punct_f1": 0.6894082171127026,
"case_acc": 0.9623678976718792,
"case_f1": 0.8403361344537815,
"n_words": 25643
},
"deu_Latn": {
"punct_f1": 0.8374066530889341,
"case_acc": 0.9787337734260777,
"case_f1": 0.9651655534008475,
"n_words": 22571
},
"fra_Latn": {
"punct_f1": 0.7197860962566844,
"case_acc": 0.9695110615356014,
"case_f1": 0.8081274532440544,
"n_words": 26895
},
"spa_Latn": {
"punct_f1": 0.6931511774222542,
"case_acc": 0.9605929817977107,
"case_f1": 0.8013367991088006,
"n_words": 26645
},
"ita_Latn": {
"punct_f1": 0.6944235116804823,
"case_acc": 0.9603089720736779,
"case_f1": 0.7542274727820245,
"n_words": 25245
},
"por_Latn": {
"punct_f1": 0.72937029322224,
"case_acc": 0.958102827962397,
"case_f1": 0.7970506912442397,
"n_words": 25849
},
"nld_Latn": {
"punct_f1": 0.7167070217917676,
"case_acc": 0.963178367763133,
"case_f1": 0.8094408976591216,
"n_words": 26479
},
"pol_Latn": {
"punct_f1": 0.8038550776369802,
"case_acc": 0.9685324968140379,
"case_f1": 0.8562650866798333,
"n_words": 20402
},
"ces_Latn": {
"punct_f1": 0.8083464843065054,
"case_acc": 0.965675057208238,
"case_f1": 0.8191936680682661,
"n_words": 20539
},
"bul_Cyrl": {
"punct_f1": 0.8013698630136986,
"case_acc": 0.9700694590612503,
"case_f1": 0.8281583313581418,
"n_words": 23755
},
"slk_Latn": {
"punct_f1": 0.824832922968695,
"case_acc": 0.9682634730538923,
"case_f1": 0.8337129840546698,
"n_words": 20040
},
"slv_Latn": {
"punct_f1": 0.6866002214839424,
"case_acc": 0.9701354829310931,
"case_f1": 0.8428853754940712,
"n_words": 20593
}
},
"flores": {
"ace_Arab": {
"punct_f1": 0.14863102998696218,
"case_acc": 0.9996334814679068,
"case_f1": 0.26666666666666666,
"n_words": 21827
},
"ace_Latn": {
"punct_f1": 0.2230681385610963,
"case_acc": 0.6503378378378378,
"case_f1": 0.36385316412571334,
"n_words": 21312
},
"acm_Arab": {
"punct_f1": 0.5885911840968021,
"case_acc": 0.9988239696370342,
"case_f1": 0.7207207207207207,
"n_words": 18707
},
"acq_Arab": {
"punct_f1": 0.6061767838125666,
"case_acc": 0.9988552994432592,
"case_f1": 0.7256637168141593,
"n_words": 19219
},
"aeb_Arab": {
"punct_f1": 0.5099041533546326,
"case_acc": 0.9988297872340426,
"case_f1": 0.6990291262135923,
"n_words": 18800
},
"afr_Latn": {
"punct_f1": 0.7675699493280458,
"case_acc": 0.9712055507372073,
"case_f1": 0.8791169663521453,
"n_words": 23060
},
"ajp_Arab": {
"punct_f1": 0.5323328183623924,
"case_acc": 0.9992847317744155,
"case_f1": 0.9407665505226481,
"n_words": 18175
},
"aka_Latn": {
"punct_f1": 0.22234574763757642,
"case_acc": 0.9052635511225672,
"case_f1": 0.5624142661179699,
"n_words": 26769
},
"als_Latn": {
"punct_f1": 0.7689828801611279,
"case_acc": 0.9700272479564033,
"case_f1": 0.8522839628238086,
"n_words": 24589
},
"amh_Ethi": {
"punct_f1": 0.7198000555401277,
"case_acc": 0.9974403723094822,
"case_f1": 0.5038167938931297,
"n_words": 17190
},
"apc_Arab": {
"punct_f1": 0.52,
"case_acc": 0.9981518817204301,
"case_f1": 0.8347107438016529,
"n_words": 17856
},
"arb_Arab": {
"punct_f1": 0.6521093915624337,
"case_acc": 0.9989805800499516,
"case_f1": 0.7521367521367521,
"n_words": 19619
},
"arb_Latn": {
"punct_f1": 0.18947869554867888,
"case_acc": 0.4212687240570294,
"case_f1": 0.19706341768197438,
"n_words": 22164
},
"ars_Arab": {
"punct_f1": 0.6506587335316617,
"case_acc": 0.998981358867271,
"case_f1": 0.6666666666666666,
"n_words": 19634
},
"ary_Arab": {
"punct_f1": 0.4266065388951522,
"case_acc": 0.9986872505776098,
"case_f1": 0.782608695652174,
"n_words": 19044
},
"arz_Arab": {
"punct_f1": 0.5174432217279326,
"case_acc": 0.9989701338825953,
"case_f1": 0.6744186046511628,
"n_words": 19420
},
"asm_Beng": {
"punct_f1": 0.5373051224944321,
"case_acc": 0.9988035166207148,
"case_f1": 0.8050314465408805,
"n_words": 19223
},
"ast_Latn": {
"punct_f1": 0.5561453654552879,
"case_acc": 0.9218536407545794,
"case_f1": 0.6794205052005944,
"n_words": 21946
},
"awa_Deva": {
"punct_f1": 0.5642212450821569,
"case_acc": 0.9994084473715344,
"case_f1": 0.7368421052631579,
"n_words": 25357
},
"ayr_Latn": {
"punct_f1": 0.2078532800376205,
"case_acc": 0.7154115586690017,
"case_f1": 0.41410256410256413,
"n_words": 15988
},
"azb_Arab": {
"punct_f1": 0.1761904761904762,
"case_acc": 0.9981805776665909,
"case_f1": 0.28,
"n_words": 17588
},
"azj_Latn": {
"punct_f1": 0.7497733454215775,
"case_acc": 0.9637172774869109,
"case_f1": 0.8551526326572424,
"n_words": 19100
},
"bak_Cyrl": {
"punct_f1": 0.26486013986013984,
"case_acc": 0.8856533692419907,
"case_f1": 0.5336963921034718,
"n_words": 17823
},
"bam_Latn": {
"punct_f1": 0.2182023742227247,
"case_acc": 0.8389657619301046,
"case_f1": 0.44923819580630564,
"n_words": 22548
},
"ban_Latn": {
"punct_f1": 0.2842227378190255,
"case_acc": 0.7621366386306625,
"case_f1": 0.4769297110823631,
"n_words": 20331
},
"bel_Cyrl": {
"punct_f1": 0.8080449571132801,
"case_acc": 0.9658961187214612,
"case_f1": 0.8487886382623224,
"n_words": 21024
},
"bem_Latn": {
"punct_f1": 0.2927696562623469,
"case_acc": 0.8773003453249989,
"case_f1": 0.5897435897435898,
"n_words": 22877
},
"ben_Beng": {
"punct_f1": 0.6278650527942312,
"case_acc": 0.9990244904246034,
"case_f1": 0.7967479674796748,
"n_words": 19477
},
"bho_Deva": {
"punct_f1": 0.4733861834654587,
"case_acc": 0.9987883999061987,
"case_f1": 0.7878787878787878,
"n_words": 25586
},
"bjn_Arab": {
"punct_f1": 0.1580903932694189,
"case_acc": 0.9999496120124962,
"case_f1": 0.6666666666666666,
"n_words": 19846
},
"bjn_Latn": {
"punct_f1": 0.3415137141678697,
"case_acc": 0.8522073921971253,
"case_f1": 0.5944203000140194,
"n_words": 19480
},
"bos_Latn": {
"punct_f1": 0.8058528062895829,
"case_acc": 0.9761083743842365,
"case_f1": 0.8938261055330058,
"n_words": 20300
},
"bug_Latn": {
"punct_f1": 0.2447677895156468,
"case_acc": 0.6811609388097234,
"case_f1": 0.41120231772090776,
"n_words": 19088
},
"bul_Cyrl": {
"punct_f1": 0.8492436098069901,
"case_acc": 0.9785885335962812,
"case_f1": 0.8974302657588403,
"n_words": 21297
},
"cat_Latn": {
"punct_f1": 0.750734286273742,
"case_acc": 0.9706821718123004,
"case_f1": 0.8531833701546495,
"n_words": 24422
},
"ceb_Latn": {
"punct_f1": 0.3327628826773151,
"case_acc": 0.888250076149863,
"case_f1": 0.5967213114754099,
"n_words": 26264
},
"ces_Latn": {
"punct_f1": 0.8391824141920555,
"case_acc": 0.9737487605031052,
"case_f1": 0.8884548611111112,
"n_words": 19161
},
"cjk_Latn": {
"punct_f1": 0.28474752732951586,
"case_acc": 0.8503528947238537,
"case_f1": 0.4965289256198347,
"n_words": 20261
},
"ckb_Arab": {
"punct_f1": 0.14706927175843695,
"case_acc": 0.9971293828173057,
"case_f1": 0.21428571428571427,
"n_words": 19508
},
"crh_Latn": {
"punct_f1": 0.4505592841163311,
"case_acc": 0.9043842502094387,
"case_f1": 0.6557768924302789,
"n_words": 17905
},
"cym_Latn": {
"punct_f1": 0.648559670781893,
"case_acc": 0.9410839233221546,
"case_f1": 0.754845290717443,
"n_words": 24153
},
"dan_Latn": {
"punct_f1": 0.7511814259297308,
"case_acc": 0.9818335050098324,
"case_f1": 0.9142980189491817,
"n_words": 21358
},
"deu_Latn": {
"punct_f1": 0.8997726080111946,
"case_acc": 0.9853725850965961,
"case_f1": 0.9779061177892687,
"n_words": 21740
},
"dik_Latn": {
"punct_f1": 0.2358837287003007,
"case_acc": 0.8736580984560113,
"case_f1": 0.5020962602716753,
"n_words": 23381
},
"dyu_Latn": {
"punct_f1": 0.21626335295400043,
"case_acc": 0.7376497620219925,
"case_f1": 0.3317327766179541,
"n_words": 24372
},
"dzo_Tibt": {
"punct_f1": 0.25,
"case_acc": 0.9997066158134077,
"case_f1": 0.5,
"n_words": 6817
},
"ell_Grek": {
"punct_f1": 0.7500501102425335,
"case_acc": 0.967643365424864,
"case_f1": 0.8647804200659608,
"n_words": 23890
},
"eng_Latn": {
"punct_f1": 0.781314592806945,
"case_acc": 0.9718554393018687,
"case_f1": 0.8928997105397583,
"n_words": 21887
},
"epo_Latn": {
"punct_f1": 0.7130070462768996,
"case_acc": 0.9636688217697578,
"case_f1": 0.8379009985128532,
"n_words": 20726
},
"est_Latn": {
"punct_f1": 0.8469428007889547,
"case_acc": 0.9750314352433986,
"case_f1": 0.900306386990337,
"n_words": 16701
},
"eus_Latn": {
"punct_f1": 0.5436046511627907,
"case_acc": 0.9429492253760036,
"case_f1": 0.7790246007768666,
"n_words": 17686
},
"ewe_Latn": {
"punct_f1": 0.17532467532467533,
"case_acc": 0.910858930146764,
"case_f1": 0.5445302968686457,
"n_words": 24938
},
"fao_Latn": {
"punct_f1": 0.4659985683607731,
"case_acc": 0.9263342997005846,
"case_f1": 0.6823529411764706,
"n_words": 21041
},
"fij_Latn": {
"punct_f1": 0.19386660947887627,
"case_acc": 0.7277234311572502,
"case_f1": 0.30786099865047234,
"n_words": 30054
},
"fin_Latn": {
"punct_f1": 0.8652816448918398,
"case_acc": 0.9779503883738412,
"case_f1": 0.9167253108139808,
"n_words": 15964
},
"fon_Latn": {
"punct_f1": 0.22318526543878656,
"case_acc": 0.9161956415199137,
"case_f1": 0.4948049402078024,
"n_words": 30607
},
"fra_Latn": {
"punct_f1": 0.8056275453535727,
"case_acc": 0.9783885365280715,
"case_f1": 0.8821929273906675,
"n_words": 25542
},
"fur_Latn": {
"punct_f1": 0.34835395750642073,
"case_acc": 0.886331964897744,
"case_f1": 0.49501329787234044,
"n_words": 26551
},
"fuv_Latn": {
"punct_f1": 0.2361275088547816,
"case_acc": 0.8382832388013041,
"case_f1": 0.43799227799227797,
"n_words": 22391
},
"gaz_Latn": {
"punct_f1": 0.32679489621024566,
"case_acc": 0.8634803544900364,
"case_f1": 0.5569913850231941,
"n_words": 19521
},
"gla_Latn": {
"punct_f1": 0.4896214896214896,
"case_acc": 0.9257353763561122,
"case_f1": 0.6499215070643642,
"n_words": 26823
},
"gle_Latn": {
"punct_f1": 0.5835638087712367,
"case_acc": 0.9349252572316055,
"case_f1": 0.7031497448530706,
"n_words": 25755
},
"glg_Latn": {
"punct_f1": 0.7523143774796902,
"case_acc": 0.9704989885367499,
"case_f1": 0.8625646923519263,
"n_words": 23728
},
"grn_Latn": {
"punct_f1": 0.22756863855080667,
"case_acc": 0.8574937171578707,
"case_f1": 0.5561269728675297,
"n_words": 17508
},
"guj_Gujr": {
"punct_f1": 0.6924022621096632,
"case_acc": 0.9994249293142282,
"case_f1": 0.8653846153846154,
"n_words": 20867
},
"hat_Latn": {
"punct_f1": 0.20313406848520024,
"case_acc": 0.8486813661910938,
"case_f1": 0.39629120879120877,
"n_words": 23130
},
"hau_Latn": {
"punct_f1": 0.5117873981997428,
"case_acc": 0.9265934590594413,
"case_f1": 0.6922056384742952,
"n_words": 25134
},
"heb_Hebr": {
"punct_f1": 0.6124773492104582,
"case_acc": 0.9980979827089337,
"case_f1": 0.831858407079646,
"n_words": 17350
},
"hin_Deva": {
"punct_f1": 0.7088726759237468,
"case_acc": 0.9991410947138284,
"case_f1": 0.7321428571428571,
"n_words": 25614
},
"hne_Deva": {
"punct_f1": 0.4520547945205479,
"case_acc": 0.9999203789959792,
"case_f1": 0.8695652173913043,
"n_words": 25119
},
"hrv_Latn": {
"punct_f1": 0.7981859410430839,
"case_acc": 0.9760049220672683,
"case_f1": 0.8975903614457831,
"n_words": 19504
},
"hun_Latn": {
"punct_f1": 0.8186619718309859,
"case_acc": 0.9707220467804957,
"case_f1": 0.8708778448676265,
"n_words": 18683
},
"hye_Armn": {
"punct_f1": 0.550996015936255,
"case_acc": 0.9661587893864013,
"case_f1": 0.8370480435859337,
"n_words": 19296
},
"ibo_Latn": {
"punct_f1": 0.23622881355932204,
"case_acc": 0.8822395373122339,
"case_f1": 0.496845694799659,
"n_words": 24898
},
"ilo_Latn": {
"punct_f1": 0.19721577726218098,
"case_acc": 0.5419108574953733,
"case_f1": 0.2997589227964956,
"n_words": 25936
},
"ind_Latn": {
"punct_f1": 0.7688915614351574,
"case_acc": 0.9646102584814217,
"case_f1": 0.8812770202859993,
"n_words": 19808
},
"isl_Latn": {
"punct_f1": 0.7802736896462691,
"case_acc": 0.9796721956981838,
"case_f1": 0.9094031773293259,
"n_words": 20317
},
"ita_Latn": {
"punct_f1": 0.7746031746031746,
"case_acc": 0.9727261508083426,
"case_f1": 0.8585055643879174,
"n_words": 24309
},
"jav_Latn": {
"punct_f1": 0.5359667359667359,
"case_acc": 0.9288179680856385,
"case_f1": 0.7627538385339276,
"n_words": 19991
},
"jpn_Jpan": {
"punct_f1": 0.8057334553217445,
"case_acc": 0.9989247112478912,
"case_f1": 0.8989547038327527,
"n_words": 53939
},
"kab_Latn": {
"punct_f1": 0.20993322203672787,
"case_acc": 0.6734712393395028,
"case_f1": 0.33864760857614074,
"n_words": 22044
},
"kac_Latn": {
"punct_f1": 0.16806722689075632,
"case_acc": 0.6739715387389387,
"case_f1": 0.23538571335885292,
"n_words": 36049
},
"kam_Latn": {
"punct_f1": 0.33127253992787226,
"case_acc": 0.8429353985644126,
"case_f1": 0.5072955047899779,
"n_words": 21176
},
"kan_Knda": {
"punct_f1": 0.7087378640776699,
"case_acc": 0.9983199551988053,
"case_f1": 0.7928994082840237,
"n_words": 16071
},
"kas_Arab": {
"punct_f1": 0.17536534446764093,
"case_acc": 0.9972890249234806,
"case_f1": 0.5569620253164557,
"n_words": 22870
},
"kas_Deva": {
"punct_f1": 0.21452702702702703,
"case_acc": 0.99591303615067,
"case_f1": 0.9191430545957153,
"n_words": 23734
},
"kat_Geor": {
"punct_f1": 0.6516087790326017,
"case_acc": 0.8897692845490561,
"case_f1": 0.09455587392550144,
"n_words": 17164
},
"kaz_Cyrl": {
"punct_f1": 0.7519630484988452,
"case_acc": 0.9710312862108922,
"case_f1": 0.8821486455197962,
"n_words": 17260
},
"kbp_Latn": {
"punct_f1": 0.1979845880260818,
"case_acc": 0.9107277414237557,
"case_f1": 0.5169112954690491,
"n_words": 25215
},
"kea_Latn": {
"punct_f1": 0.34210526315789475,
"case_acc": 0.8785824345146379,
"case_f1": 0.5613924050632911,
"n_words": 22715
},
"khk_Cyrl": {
"punct_f1": 0.75,
"case_acc": 0.9652151769798829,
"case_f1": 0.8492201039861352,
"n_words": 19635
},
"kik_Latn": {
"punct_f1": 0.23660130718954248,
"case_acc": 0.7689572964155758,
"case_f1": 0.4090084320631871,
"n_words": 23909
},
"kin_Latn": {
"punct_f1": 0.5709828393135725,
"case_acc": 0.9405545581488131,
"case_f1": 0.7678364828384111,
"n_words": 20052
},
"kir_Cyrl": {
"punct_f1": 0.7924528301886793,
"case_acc": 0.9704461821527139,
"case_f1": 0.8802190280629706,
"n_words": 17392
},
"kmb_Latn": {
"punct_f1": 0.24060767809484707,
"case_acc": 0.8196649799336939,
"case_f1": 0.4726070929197915,
"n_words": 22924
},
"kmr_Latn": {
"punct_f1": 0.5881226053639846,
"case_acc": 0.9406936722266349,
"case_f1": 0.7701421800947867,
"n_words": 22662
},
"knc_Arab": {
"punct_f1": 0.12038140643623362,
"case_acc": 0.994294718539448,
"case_f1": 0.7252252252252253,
"n_words": 18404
},
"knc_Latn": {
"punct_f1": 0.2001422812425895,
"case_acc": 0.7478693181818182,
"case_f1": 0.41396727791808496,
"n_words": 21120
},
"kon_Latn": {
"punct_f1": 0.2353358142831827,
"case_acc": 0.7263161753922862,
"case_f1": 0.35719810915341643,
"n_words": 27276
},
"kor_Hang": {
"punct_f1": 0.8593619972260749,
"case_acc": 0.9972771474878445,
"case_f1": 0.9133333333333333,
"n_words": 15425
},
"lij_Latn": {
"punct_f1": 0.3583790628957366,
"case_acc": 0.9023221668405393,
"case_f1": 0.5569311246730602,
"n_words": 25881
},
"lim_Latn": {
"punct_f1": 0.40239043824701193,
"case_acc": 0.8988799143201393,
"case_f1": 0.6048611111111111,
"n_words": 22409
},
"lin_Latn": {
"punct_f1": 0.22528387585162757,
"case_acc": 0.614452292389351,
"case_f1": 0.3137254901960784,
"n_words": 23927
},
"lit_Latn": {
"punct_f1": 0.8163054695562435,
"case_acc": 0.9702655889145496,
"case_f1": 0.8862847222222222,
"n_words": 17320
},
"lmo_Latn": {
"punct_f1": 0.3547241297655695,
"case_acc": 0.8915197624791241,
"case_f1": 0.5182756925094247,
"n_words": 26945
},
"ltg_Latn": {
"punct_f1": 0.4689604951756781,
"case_acc": 0.8955890563930765,
"case_f1": 0.5595321637426901,
"n_words": 17910
},
"ltz_Latn": {
"punct_f1": 0.26582553839460515,
"case_acc": 0.8127431005741804,
"case_f1": 0.7020198310686743,
"n_words": 21596
},
"lua_Latn": {
"punct_f1": 0.2623413258110014,
"case_acc": 0.7965174345390594,
"case_f1": 0.4430499644802273,
"n_words": 23029
},
"lug_Latn": {
"punct_f1": 0.2746494547073225,
"case_acc": 0.8610448608745032,
"case_f1": 0.5549132947976878,
"n_words": 17610
},
"luo_Latn": {
"punct_f1": 0.19637531543932094,
"case_acc": 0.7299975330976071,
"case_f1": 0.36367149758454104,
"n_words": 24322
},
"lus_Latn": {
"punct_f1": 0.17875824425744827,
"case_acc": 0.7313222937102275,
"case_f1": 0.3382226056945643,
"n_words": 28443
},
"lvs_Latn": {
"punct_f1": 0.8618729096989967,
"case_acc": 0.9749172050599924,
"case_f1": 0.8927272727272727,
"n_words": 18419
},
"mag_Deva": {
"punct_f1": 0.47107800175284836,
"case_acc": 0.9995202111071129,
"case_f1": 0.7714285714285715,
"n_words": 25011
},
"mai_Deva": {
"punct_f1": 0.3326092203717113,
"case_acc": 0.9989428315849395,
"case_f1": 0.8195121951219512,
"n_words": 24594
},
"mal_Mlym": {
"punct_f1": 0.6600936652699039,
"case_acc": 0.9991953329309998,
"case_f1": 0.7384615384615385,
"n_words": 14913
},
"mar_Deva": {
"punct_f1": 0.7085601187530925,
"case_acc": 0.9993693504309439,
"case_f1": 0.8805970149253731,
"n_words": 19028
},
"min_Arab": {
"punct_f1": 0.15090460526315788,
"case_acc": 0.9998533222510145,
"case_f1": 0.4,
"n_words": 20453
},
"min_Latn": {
"punct_f1": 0.33706949256164664,
"case_acc": 0.8233310526830222,
"case_f1": 0.5366849559780529,
"n_words": 20462
},
"mkd_Cyrl": {
"punct_f1": 0.7768231768231768,
"case_acc": 0.972523634331486,
"case_f1": 0.872858049502856,
"n_words": 21473
},
"mlt_Latn": {
"punct_f1": 0.2466529351184346,
"case_acc": 0.7857625006490472,
"case_f1": 0.3909597886703845,
"n_words": 19259
},
"mni_Beng": {
"punct_f1": 0.16513394642143142,
"case_acc": 0.9942364608754348,
"case_f1": 0.3163265306122449,
"n_words": 19259
},
"mos_Latn": {
"punct_f1": 0.2027527792482795,
"case_acc": 0.7644236584284159,
"case_f1": 0.33208148401047,
"n_words": 24803
},
"mri_Latn": {
"punct_f1": 0.18251292425264104,
"case_acc": 0.9079394399181977,
"case_f1": 0.5046001415428167,
"n_words": 30317
},
"nld_Latn": {
"punct_f1": 0.834814308498519,
"case_acc": 0.9813832100913441,
"case_f1": 0.9194085027726433,
"n_words": 22990
},
"nno_Latn": {
"punct_f1": 0.7616212502862377,
"case_acc": 0.9749181612799115,
"case_f1": 0.8804159445407279,
"n_words": 21689
},
"nob_Latn": {
"punct_f1": 0.7860302677532014,
"case_acc": 0.9799558747594236,
"case_f1": 0.9047826086956522,
"n_words": 21303
},
"npi_Deva": {
"punct_f1": 0.686040195545899,
"case_acc": 0.9986091050125715,
"case_f1": 0.9166666666666666,
"n_words": 18693
},
"nso_Latn": {
"punct_f1": 0.24172262097707803,
"case_acc": 0.8212053101074664,
"case_f1": 0.42294230552105677,
"n_words": 28474
},
"nus_Latn": {
"punct_f1": 0.23319892473118278,
"case_acc": 0.8680876592440978,
"case_f1": 0.3732488325550367,
"n_words": 28337
},
"nya_Latn": {
"punct_f1": 0.2567924981966819,
"case_acc": 0.8485451761102604,
"case_f1": 0.551475015051174,
"n_words": 19590
},
"oci_Latn": {
"punct_f1": 0.5057244374259771,
"case_acc": 0.9299202344131532,
"case_f1": 0.673676304919264,
"n_words": 24572
},
"ory_Orya": {
"punct_f1": 0.7141458639255996,
"case_acc": 0.9976417512560238,
"case_f1": 0.7674418604651163,
"n_words": 19506
},
"pag_Latn": {
"punct_f1": 0.2591072344792201,
"case_acc": 0.6293858610729675,
"case_f1": 0.3752488651748029,
"n_words": 21119
},
"pan_Guru": {
"punct_f1": 0.6854954523695548,
"case_acc": 0.9990731085621597,
"case_f1": 0.7974683544303798,
"n_words": 25893
},
"pap_Latn": {
"punct_f1": 0.3046913580246914,
"case_acc": 0.8780555117489355,
"case_f1": 0.5243193637197919,
"n_words": 25364
},
"pbt_Arab": {
"punct_f1": 0.6531498913830558,
"case_acc": 0.9982940329062098,
"case_f1": 0.9293413173652695,
"n_words": 26378
},
"pes_Arab": {
"punct_f1": 0.6777020447906524,
"case_acc": 0.9986388191756349,
"case_f1": 0.8821917808219178,
"n_words": 23509
},
"plt_Latn": {
"punct_f1": 0.5151767151767151,
"case_acc": 0.9279568958025549,
"case_f1": 0.712465564738292,
"n_words": 23014
},
"pol_Latn": {
"punct_f1": 0.8574060427413412,
"case_acc": 0.9759543749678878,
"case_f1": 0.9024638566483405,
"n_words": 19463
},
"por_Latn": {
"punct_f1": 0.7930664760543246,
"case_acc": 0.9709816658831574,
"case_f1": 0.8715766099185789,
"n_words": 23399
},
"prs_Arab": {
"punct_f1": 0.7183098591549296,
"case_acc": 0.9984316962443253,
"case_f1": 0.7868852459016393,
"n_words": 24230
},
"quy_Latn": {
"punct_f1": 0.21123769067387527,
"case_acc": 0.6333165955310068,
"case_f1": 0.3691181221061699,
"n_words": 15932
},
"ron_Latn": {
"punct_f1": 0.7934495509772848,
"case_acc": 0.9753299877704212,
"case_f1": 0.8846302748741773,
"n_words": 23713
},
"run_Latn": {
"punct_f1": 0.5207259690790947,
"case_acc": 0.9348116616344108,
"case_f1": 0.7410870835768556,
"n_words": 20203
},
"rus_Cyrl": {
"punct_f1": 0.8503013520117283,
"case_acc": 0.9748324722492199,
"case_f1": 0.8901556676167507,
"n_words": 19549
},
"sag_Latn": {
"punct_f1": 0.1974941601189212,
"case_acc": 0.7622927341586837,
"case_f1": 0.3138512275558813,
"n_words": 31421
},
"san_Deva": {
"punct_f1": 0.5092392608591313,
"case_acc": 0.9987377532006972,
"case_f1": 0.903010033444816,
"n_words": 16637
},
"sat_Olck": {
"punct_f1": 0.0,
"case_acc": 0.9952145145853273,
"case_f1": 0.2375,
"n_words": 24031
},
"scn_Latn": {
"punct_f1": 0.3499174722942702,
"case_acc": 0.8945800542439198,
"case_f1": 0.5322423533995714,
"n_words": 22491
},
"shn_Mymr": {
"punct_f1": 0.29260935143288086,
"case_acc": 0.9718594999493876,
"case_f1": 0.8931325743665075,
"n_words": 9879
},
"sin_Sinh": {
"punct_f1": 0.7307024075452966,
"case_acc": 0.9989849187935035,
"case_f1": 0.8383233532934131,
"n_words": 20688
},
"slk_Latn": {
"punct_f1": 0.8483598875351452,
"case_acc": 0.9748054076198279,
"case_f1": 0.8894736842105263,
"n_words": 19528
},
"slv_Latn": {
"punct_f1": 0.7639126305792973,
"case_acc": 0.9761278475358579,
"case_f1": 0.8880898876404495,
"n_words": 20149
},
"smo_Latn": {
"punct_f1": 0.20074906367041198,
"case_acc": 0.8829670156903436,
"case_f1": 0.4371140231962645,
"n_words": 31803
},
"sna_Latn": {
"punct_f1": 0.24193927983054836,
"case_acc": 0.8320835256114444,
"case_f1": 0.44926442851754056,
"n_words": 17336
},
"snd_Arab": {
"punct_f1": 0.6484178804620794,
"case_acc": 0.9986182937902175,
"case_f1": 0.8076923076923077,
"n_words": 25331
},
"som_Latn": {
"punct_f1": 0.5833333333333334,
"case_acc": 0.9441249678139215,
"case_f1": 0.7641136281912981,
"n_words": 23302
},
"sot_Latn": {
"punct_f1": 0.23788003286770748,
"case_acc": 0.7491145218417946,
"case_f1": 0.37059591126576774,
"n_words": 28798
},
"spa_Latn": {
"punct_f1": 0.7782087447108603,
"case_acc": 0.9742724588781105,
"case_f1": 0.8706912968958294,
"n_words": 26081
},
"srd_Latn": {
"punct_f1": 0.34901960784313724,
"case_acc": 0.8858602402121354,
"case_f1": 0.511181050190492,
"n_words": 25644
},
"srp_Cyrl": {
"punct_f1": 0.7981182245858048,
"case_acc": 0.9762423186722795,
"case_f1": 0.8921885087153002,
"n_words": 20667
},
"ssw_Latn": {
"punct_f1": 0.26564759347242306,
"case_acc": 0.8498129003615146,
"case_f1": 0.45742981054553755,
"n_words": 15767
},
"sun_Latn": {
"punct_f1": 0.48878544223444775,
"case_acc": 0.9184014587448716,
"case_f1": 0.734520503185754,
"n_words": 19743
},
"swe_Latn": {
"punct_f1": 0.7969667318982387,
"case_acc": 0.9800987654320987,
"case_f1": 0.9077507259325441,
"n_words": 20250
},
"swh_Latn": {
"punct_f1": 0.6715425531914894,
"case_acc": 0.9536928212119787,
"case_f1": 0.8218933856302372,
"n_words": 21271
},
"szl_Latn": {
"punct_f1": 0.5402320014730252,
"case_acc": 0.9157443770082113,
"case_f1": 0.6791650560494782,
"n_words": 19607
},
"tam_Taml": {
"punct_f1": 0.6916005014625992,
"case_acc": 0.9985675062671601,
"case_f1": 0.8393782383419689,
"n_words": 16754
},
"taq_Latn": {
"punct_f1": 0.2093947183921477,
"case_acc": 0.6955298090904827,
"case_f1": 0.34434152235199356,
"n_words": 21319
},
"taq_Tfng": {
"punct_f1": 0.012726382770435633,
"case_acc": 0.9923850709786594,
"case_f1": 0.5651105651105651,
"n_words": 21274
},
"tat_Cyrl": {
"punct_f1": 0.29263287502565155,
"case_acc": 0.8755013368983957,
"case_f1": 0.5409267197387222,
"n_words": 17952
},
"tel_Telu": {
"punct_f1": 0.6985991866244916,
"case_acc": 0.9977532075917933,
"case_f1": 0.917910447761194,
"n_words": 16913
},
"tgk_Cyrl": {
"punct_f1": 0.22005089058524174,
"case_acc": 0.4790197142340387,
"case_f1": 0.24956086136230565,
"n_words": 22116
},
"tgl_Latn": {
"punct_f1": 0.6575692963752665,
"case_acc": 0.955314776760695,
"case_f1": 0.8044566445987406,
"n_words": 26765
},
"tir_Ethi": {
"punct_f1": 0.3865546218487395,
"case_acc": 0.9981768934263986,
"case_f1": 0.45977011494252873,
"n_words": 19198
},
"tpi_Latn": {
"punct_f1": 0.21609893686266002,
"case_acc": 0.664812590860249,
"case_f1": 0.2966443841419022,
"n_words": 31642
},
"tsn_Latn": {
"punct_f1": 0.24165528010931095,
"case_acc": 0.7882429360181877,
"case_f1": 0.36784055727554177,
"n_words": 30790
},
"tso_Latn": {
"punct_f1": 0.2709074733096085,
"case_acc": 0.7945017437115085,
"case_f1": 0.4123493338972299,
"n_words": 26954
},
"tuk_Latn": {
"punct_f1": 0.28155628155628154,
"case_acc": 0.8762696729545708,
"case_f1": 0.487072945521699,
"n_words": 17918
},
"tum_Latn": {
"punct_f1": 0.281336454564801,
"case_acc": 0.8488908860656073,
"case_f1": 0.5131768716402255,
"n_words": 24479
},
"tur_Latn": {
"punct_f1": 0.7496522948539638,
"case_acc": 0.9676741279400068,
"case_f1": 0.892632358385783,
"n_words": 17602
},
"twi_Latn": {
"punct_f1": 0.20424789060226942,
"case_acc": 0.8928489131269682,
"case_f1": 0.5278572630870224,
"n_words": 26038
},
"tzm_Tfng": {
"punct_f1": 0.008503401360544218,
"case_acc": 0.9990698498471896,
"case_f1": 0.631578947368421,
"n_words": 22577
},
"uig_Arab": {
"punct_f1": 0.7565156139938953,
"case_acc": 0.9983042224860098,
"case_f1": 0.8240740740740741,
"n_words": 17691
},
"ukr_Cyrl": {
"punct_f1": 0.848661800486618,
"case_acc": 0.9726185480486781,
"case_f1": 0.8841875681570338,
"n_words": 19064
},
"umb_Latn": {
"punct_f1": 0.2445842068483578,
"case_acc": 0.8126489662435563,
"case_f1": 0.4655819774718398,
"n_words": 18041
},
"urd_Arab": {
"punct_f1": 0.7018978102189781,
"case_acc": 0.9994211497413263,
"case_f1": 0.7804878048780488,
"n_words": 27641
},
"uzn_Latn": {
"punct_f1": 0.7329044555634977,
"case_acc": 0.9580350258839079,
"case_f1": 0.8264750707598519,
"n_words": 18158
},
"vec_Latn": {
"punct_f1": 0.4219790675547098,
"case_acc": 0.9189132618888145,
"case_f1": 0.6240153698366955,
"n_words": 23888
},
"vie_Latn": {
"punct_f1": 0.6681960375391033,
"case_acc": 0.9576941866145579,
"case_f1": 0.7923222152297043,
"n_words": 30705
},
"war_Latn": {
"punct_f1": 0.27213910230489285,
"case_acc": 0.880771478667446,
"case_f1": 0.562674836818969,
"n_words": 27376
},
"wol_Latn": {
"punct_f1": 0.2281069743051914,
"case_acc": 0.7940071913703556,
"case_f1": 0.38875103391232424,
"n_words": 25030
},
"xho_Latn": {
"punct_f1": 0.3869336143308746,
"case_acc": 0.8926703261220535,
"case_f1": 0.5718677940046119,
"n_words": 15485
},
"ydd_Hebr": {
"punct_f1": 0.6406672678088368,
"case_acc": 0.998649472858761,
"case_f1": 0.8552188552188552,
"n_words": 22954
},
"yor_Latn": {
"punct_f1": 0.25869336143308747,
"case_acc": 0.892535060188312,
"case_f1": 0.5214637579169599,
"n_words": 25171
},
"yue_Hant": {
"punct_f1": 0.7567665102850957,
"case_acc": 0.9985052723122079,
"case_f1": 0.9050086355785838,
"n_words": 36796
},
"zho_Hans": {
"punct_f1": 0.7710272465730242,
"case_acc": 0.9981955880857986,
"case_f1": 0.9230769230769231,
"n_words": 39348
},
"zho_Hant": {
"punct_f1": 0.7563496234016466,
"case_acc": 0.9987337679831888,
"case_f1": 0.9090909090909091,
"n_words": 37118
},
"zsm_Latn": {
"punct_f1": 0.7069145602673909,
"case_acc": 0.956625192088435,
"case_f1": 0.849721706864564,
"n_words": 20173
},
"zul_Latn": {
"punct_f1": 0.3646174600115629,
"case_acc": 0.8974829243612447,
"case_f1": 0.5203539823008849,
"n_words": 15812
}
},
"ted": {
"eng_Latn": {
"punct_f1": 0.6708914237431348,
"case_acc": 0.9579866401031291,
"case_f1": 0.826378896882494,
"n_words": 17066
},
"deu_Latn": {
"punct_f1": 0.7536124490552056,
"case_acc": 0.9634278432621854,
"case_f1": 0.9357818341763801,
"n_words": 15695
},
"fra_Latn": {
"punct_f1": 0.6487055356766996,
"case_acc": 0.9602394931116666,
"case_f1": 0.7691279652522552,
"n_words": 17203
},
"spa_Latn": {
"punct_f1": 0.6239529092143989,
"case_acc": 0.9580551171543038,
"case_f1": 0.7697865353037767,
"n_words": 16474
},
"ita_Latn": {
"punct_f1": 0.6172093023255814,
"case_acc": 0.9513367955376034,
"case_f1": 0.7384615384615385,
"n_words": 15597
},
"por_Latn": {
"punct_f1": 0.63769327204346,
"case_acc": 0.9571270853778214,
"case_f1": 0.7611036339165546,
"n_words": 16304
},
"nld_Latn": {
"punct_f1": 0.6772646984607621,
"case_acc": 0.9656862745098039,
"case_f1": 0.8201913559881228,
"n_words": 15708
},
"pol_Latn": {
"punct_f1": 0.6951718494271686,
"case_acc": 0.9456683653469228,
"case_f1": 0.7693836978131213,
"n_words": 12755
},
"rus_Cyrl": {
"punct_f1": 0.766579634464752,
"case_acc": 0.9607622530061177,
"case_f1": 0.7951895043731778,
"n_words": 14221
},
"ukr_Cyrl": {
"punct_f1": 0.738886050076648,
"case_acc": 0.9533871082875295,
"case_f1": 0.7765023632680621,
"n_words": 14009
},
"ces_Latn": {
"punct_f1": 0.7088989441930619,
"case_acc": 0.9510550358929737,
"case_f1": 0.7574133619149697,
"n_words": 13791
},
"ron_Latn": {
"punct_f1": 0.6295369211514393,
"case_acc": 0.9559519475791772,
"case_f1": 0.7670364500792393,
"n_words": 16482
},
"hun_Latn": {
"punct_f1": 0.7129548251010722,
"case_acc": 0.9484786402610214,
"case_f1": 0.7492690058479532,
"n_words": 13179
},
"ell_Grek": {
"punct_f1": 0.6134826218801026,
"case_acc": 0.9520185106253425,
"case_f1": 0.7555691180958194,
"n_words": 16423
},
"bul_Cyrl": {
"punct_f1": 0.6938775510204082,
"case_acc": 0.9558566150256045,
"case_f1": 0.7606511950121233,
"n_words": 15427
},
"tur_Latn": {
"punct_f1": 0.585635359116022,
"case_acc": 0.9467128598531717,
"case_f1": 0.7834162520729685,
"n_words": 12123
},
"arb_Arab": {
"punct_f1": 0.5475648611743287,
"case_acc": 0.9995011046967429,
"case_f1": 0.7843137254901961,
"n_words": 14031
},
"heb_Hebr": {
"punct_f1": 0.47045707915273133,
"case_acc": 0.9990748593015187,
"case_f1": 0.7333333333333333,
"n_words": 12971
},
"pes_Arab": {
"punct_f1": 0.519245283018868,
"case_acc": 0.9992138776793669,
"case_f1": 0.6222222222222222,
"n_words": 19081
},
"hin_Deva": {
"punct_f1": 0.5317833292109819,
"case_acc": 0.9992852823134861,
"case_f1": 0.6538461538461539,
"n_words": 18189
},
"ind_Latn": {
"punct_f1": 0.6386285714285714,
"case_acc": 0.9528817546530132,
"case_f1": 0.7987051206592113,
"n_words": 14453
},
"vie_Latn": {
"punct_f1": 0.5555804070677701,
"case_acc": 0.9578291493588585,
"case_f1": 0.7168328800241764,
"n_words": 22148
},
"jpn_Jpan": {
"punct_f1": 0.6910569105691057,
"case_acc": 0.9991457664183694,
"case_f1": 0.8878923766816144,
"n_words": 29266
},
"kor_Hang": {
"punct_f1": 0.7275242047026279,
"case_acc": 0.9977617079889807,
"case_f1": 0.7591240875912408,
"n_words": 11616
},
"zho_Hans": {
"punct_f1": 0.6361474435196195,
"case_acc": 0.9984459409457559,
"case_f1": 0.8636363636363636,
"n_words": 27026
}
}
},
"summary": {
"europarl": {
"punct_f1": 0.7504381283320739,
"case_f1": 0.8296583706289874,
"case_acc": 0.9662893209415823,
"n_langs": 12
},
"flores": {
"punct_f1": 0.4830421886825143,
"case_f1": 0.6577061562939608,
"case_acc": 0.9116484886435792,
"n_langs": 199
},
"ted": {
"punct_f1": 0.643693657471781,
"case_f1": 0.7742067588777227,
"case_acc": 0.9674756011316188,
"n_langs": 25
}
},
"aligned_chunks": 65210,
"seconds": 7
}
}