| sent,steps,train_loss,train_acc,eval_loss,eval_acc,ppl,w_freq,w_bigram,w_trigram,w_skip_bi,w_skip_tri,w_neural_phoneme,w_neural_word,word_vocab,elapsed_s,steps_per_sec | |
| 2000,31755,2.432787154142005,0.3502440560541647,2.118043747758509,0.36486486486486486,8.314855612223376,0.002980692174428512,0.08442807804126903,0.5600977178934385,0.0,0.30558859322324583,0.11086792535243935,0.10704230938567356,1593,22.772148609161377,1394.466571644661 | |
| 4000,58105,2.2786028354161605,0.3700189753320683,2.0249313112630087,0.4268292682926829,7.57559056901693,0.001900615251889618,0.04091509370044348,0.6025034681103408,0.016269361181900557,0.30044624013305987,0.14248896115220244,0.12885198020550945,2198,42.032264709472656,1382.3904184469293 | |
| 6000,87264,2.2638648611260805,0.3696285880860112,2.2661469111895056,0.29591836734693877,9.642176982521246,0.005071080760866514,0.1004709937035607,0.7215903272616544,0.0,0.15471821963118054,0.12349327549711486,0.12592625245814743,2819,61.89241814613342,1409.9303697257724 | |
| 8000,120510,2.2579223470919176,0.3729170426517476,1.977694124366012,0.4067796610169492,7.226061360855239,0.0032242825955699755,0.06519526018729675,0.686213882826786,0.004398696612972909,0.2961216714064021,0.11345740581842013,0.11019285304894107,3459,84.53820824623108,1425.5092756283088 | |
| 10000,154923,2.2407470616472644,0.37700868857699127,1.8662516498131747,0.4264705882352941,6.464021516069884,0.0016634194364748773,0.08551293040231268,0.8904272942562684,0.002753659917702692,0.10463157830770219,0.14308896595294693,0.1091067059825302,4067,110.5045576095581,1401.9602752257877 | |
| 12000,186758,2.145701733835004,0.39764410240301556,2.0540618566454256,0.39473684210526316,7.799517373940953,0.0025111378447461898,0.02319721069751405,1.0068745534000523,0.0,0.1011492495659415,0.1090752779054336,0.11504807088145023,4455,132.12165808677673,1413.5305498311143 | |
| 14000,221314,2.203491558671496,0.3805706679013775,2.220696383678586,0.4225352112676056,9.21374493388752,0.004144665671882547,0.007991062477394301,0.8784748119715345,0.01230585893434202,0.00534574999733973,0.12642355084730628,0.10973620996738914,4946,155.3891613483429,1424.2563514701674 | |
| 16000,254642,2.168354578516426,0.3860417666826692,2.0685103558852416,0.45454545454545453,7.913026740115201,0.0018057590135707087,0.024685564394030707,0.8688733919989445,0.003252207009275675,0.09758470430097636,0.12342357090711002,0.11577498176896588,5338,177.91618943214417,1431.2469304381007 | |
| 18000,290806,2.189501757602934,0.3812078309921469,2.0181485175927567,0.4230769230769231,7.524380770337071,0.0017931810925152865,0.0023788496422169807,0.9988364307265897,0.0025461379046776587,0.10618368675643003,0.10391532984906614,0.10270729266818661,5752,202.25098371505737,1437.847147431945 | |
| 20000,324530,2.148403896381157,0.39114577155734787,1.8308064300583136,0.4594594594594595,6.238915879691277,0.0008110459876357098,0.05521536514067184,0.9525261835647582,0.0034460457712969903,0.046515023196689945,0.12355741554891311,0.10257844190021748,6098,227.18542671203613,1428.4807115350354 | |
| 22000,357656,2.157125638741271,0.3881543198695888,2.2514547735249275,0.34782608695652173,9.501548387895875,0.0008045319795472094,0.017566520834153776,1.036018300904672,0.0013008332882517345,0.07463912252609632,0.11745308591098921,0.10980822456400445,6393,249.61171889305115,1432.8493933942325 | |
| 24000,388087,2.166642168083094,0.38901120567842,1.981601900975726,0.4044943820224719,7.2543544399332385,0.0005989243644755175,0.013516189000682539,0.9757727063133742,0.004295254266240299,0.017335311235351442,0.10812098611069718,0.10561047785533544,6673,272.60766768455505,1423.6099934249487 | |
| 26000,420838,2.2162730674125717,0.3731794449024457,2.2940609343141585,0.3870967741935484,9.915120689509424,0.0005009553010530371,0.004033512775049364,0.9949173973202257,0.0,0.04671435437813999,0.10156565188303651,0.10122616229844661,6984,295.0455267429352,1426.3493659629833 | |
| 28000,464969,2.3349580686849114,0.35027531667082096,2.1471757754783005,0.3803680981595092,8.560647034831863,0.0007111893844633669,0.060228408259701244,0.8169010341548681,0.002297272280085888,0.08731229999490946,0.11097362932551486,0.10072951741801331,7648,326.4926710128784,1424.133039671385 | |
| 30000,517491,2.3953538370950977,0.33940063211606564,2.174915131392821,0.36423841059602646,8.801438124694922,0.000844758730976373,0.03125119597200782,0.8183211406515284,0.0037810012486415513,0.032706153482974384,0.10665008873567963,0.10356355595208931,8515,361.0735294818878,1433.2011564031266 | |
| 32000,579208,2.370509402421815,0.3400035646580359,1.9827539899773676,0.4017094017094017,7.26271691813211,0.00024439414043867327,0.03717681609081632,0.928620467869658,0.0,0.061650265248159086,0.10037571495906418,0.10026030989027548,9486,401.62839460372925,1442.1490307513777 | |
| 34000,637934,2.3614921359348937,0.3453666178523993,2.098575636099161,0.4025974025974026,8.154546594818305,0.00022036682841590656,0.015794162113159014,0.9465458403521261,0.0029195686868849708,0.01138276633078188,0.10043348293866802,0.10027480221906118,10546,440.23353695869446,1449.0808774067912 | |
| 36000,672752,2.3614486116869124,0.3519731173530932,2.138724256554134,0.3867924528301887,8.488601440605288,0.0003747182513018575,0.002789287970172509,0.9258438392261324,0.0011260176104164693,0.0026962371538783152,0.1005525163899946,0.10055618618495057,11088,463.72850251197815,1450.7454175358193 | |
| 38000,700598,2.34023034975833,0.35172017524958704,2.1535453088385252,0.32558139534883723,8.615348387811272,0.001166950701105949,0.004555404293321961,0.9726397467382298,0.00359410552828447,0.0019243890237378384,0.10092916267009587,0.10116679587155879,11395,482.90501618385315,1450.798762739019 | |
| 40000,734442,2.3545010743446824,0.3528838198794469,2.0920821164200225,0.41935483870967744,8.10176643599007,6.877921298001959e-05,0.012395967603322268,0.9900739476754092,0.0,0.03205652819958863,0.10073410700800188,0.10068276665316908,11827,505.8135368824005,1452.0014717810027 | |
| 42000,766169,2.3371681404678326,0.3484729095092508,2.3049973856160535,0.3412322274881517,10.02415204540851,0.00013757911831188934,0.013710322789071822,0.9986118108021049,0.0005575665036098186,0.01971635819378755,0.10029222149837813,0.10025323221025317,12148,528.8179748058319,1448.8331269021578 | |
| 44000,794749,2.3368983976089885,0.33988803358992303,2.4245802555374403,0.3153153153153153,11.297486366570952,5.2209258270114504e-05,0.04928819523979438,0.9898752936387495,0.00018351158720042983,0.0008697350566886753,0.10012567641275837,0.1001002002950189,12373,548.1976408958435,1449.749033398341 | |
| 46000,829481,2.342050991997343,0.35287343084187495,2.2461093193945234,0.3448275862068966,9.45089380331619,0.0003120583066123222,0.049556422184625686,0.9899769384437657,0.000897932675955054,0.02453802353673541,0.10010545134789105,0.10009934989349702,12688,573.2708399295807,1446.9269012564664 | |
| 48000,857217,2.2744664619421595,0.3517450245168734,2.1525416633790826,0.40625,8.606705970207384,0.00022096073348991347,0.06538324030350139,0.9939165955072082,0.0011271896028859846,0.0025874691652559034,0.10029382918550124,0.10027188686889761,12870,592.383679151535,1447.0638374571408 | |
| 50000,885119,2.2574540297465684,0.3598308364991757,2.134478521220761,0.37037037037037035,8.452637486278439,2.8496173679618738e-05,0.014852416017252313,1.016712460903424,8.434557569852601e-05,0.0013188767600837844,0.10005893420418674,0.10005735364662664,12991,611.6337506771088,1447.1389111868493 | |
| 52000,921452,2.3950161040822078,0.33680125505738584,2.1059195893770775,0.37168141592920356,8.214653645550225,4.540757312370499e-06,0.02526359071049371,0.9707119674320835,0.0,0.014258978681487594,0.10000738103145258,0.10001269113943692,13361,636.1322839260101,1448.5226159456734 | |
| 54000,950050,2.328858525779356,0.3422616966221414,2.128960007239139,0.3263157894736842,8.406119959992086,2.6792867754738535e-05,0.020840029076528245,0.9863829708761431,0.0,0.02320990633742573,0.10002749589528112,0.10001343661949207,13527,655.7029104232788,1448.9031311249023 | |
| 56000,975833,2.2659868448683005,0.367722918201916,2.1963255199229907,0.33695652173913043,8.991912119560165,3.5969161986200666e-06,0.045302301300784956,1.031739132919099,0.0,0.04342132954783599,0.10002166597666615,0.10001300352094959,13709,674.3656370639801,1447.0384408205223 | |
| 58000,1004478,2.355835789473543,0.33464828067725605,2.104755077264415,0.40860215053763443,8.205093149615719,7.169439513032591e-05,0.03152966930518009,1.002858476964674,0.0006488483900344139,0.019266814315636382,0.10015921905116675,0.1000373188584095,13922,693.854793548584,1447.6775390752791 | |
| 60000,1040622,2.3552519860355616,0.34625387339530767,2.2986235063901375,0.29591836734693877,9.960462501282553,8.640250957099613e-05,0.016515337940124657,0.9954826845513458,0.0,0.016804818988953217,0.10002297566569668,0.1000232084223452,14280,717.9318759441376,1449.4717881574757 | |
| 62000,1071163,2.298940976625297,0.34547002390229525,1.7200333854564116,0.5172413793103449,5.584714909419938,1.8931285640003934e-06,0.026946780994357707,1.0109117420674167,5.691193600032859e-05,0.02486768950302219,0.10000502043279383,0.10000191784217079,14490,739.8885385990143,1447.7356305968153 | |
| 64000,1099531,2.360042951116131,0.3408770445572476,2.3490590932436812,0.34615384615384615,10.475708421340741,2.60744265018561e-05,0.029480320072055657,0.9960648535347947,0.0003967478918877833,0.0035452452415564834,0.10004356996492623,0.1000209883306508,14758,759.4113409519196,1447.8727676383417 | |
| 66000,1134477,2.3267947004106695,0.34679219367023406,2.2995328649310927,0.3132530120481928,9.969524252495935,1.8369116378120648e-05,0.030740773455858763,0.9962970716447962,0.0006057369779280857,8.832188458537428e-05,0.10001718245238084,0.10001047618723587,15086,782.9915010929108,1448.9007842568926 | |
| 68000,1165250,2.316989562395279,0.3487797744776265,2.3955978710554344,0.3786407766990291,10.974757587911036,8.549038055032096e-06,0.04020478735096603,1.0137514616269363,0.0,0.01895137427632292,0.10005981376620167,0.10002783748533867,15342,804.0589017868042,1449.2097499456147 | |
| 70000,1197347,2.2292118697022194,0.37103156058198583,2.138724063183686,0.38961038961038963,8.488599799160788,2.507195261358851e-05,0.04491724624305891,1.0446917513912246,9.752392727530707e-05,0.039224939251098025,0.10002298619375334,0.1000158403580553,15567,825.8487639427185,1449.838096607055 | |
| 72000,1228257,2.2112111687380263,0.3748948560336461,2.3022236367472155,0.3956043956043956,9.996386090706089,1.6831800226585468e-05,0.02514170301774467,1.0525559225911285,0.0,0.035486040547141724,0.10004689634361638,0.10003786359992622,15738,846.6989793777466,1450.6418808992387 | |
| 74000,1262980,2.227603683272908,0.3680269561961812,2.252406897119497,0.3333333333333333,9.510599344431817,4.725630579749919e-06,0.030653858309590613,1.0560204354522522,0.0002225352730127185,0.02869068984300255,0.10001674184512614,0.10000268928187998,15951,870.1153402328491,1451.50871568592 | |
| 76000,1294607,2.1774063751673625,0.38362791285926584,2.1947626010536405,0.43333333333333335,8.977869467058767,4.055277158382316e-05,0.03740798617472998,1.068713723982512,2.98507283654031e-05,0.031876124166559196,0.10001835869475091,0.10001036735153736,16111,892.2629404067993,1450.9254406663629 | |
| 78000,1325324,2.1877039476279942,0.379268808802943,2.1507454639642134,0.3711340206185567,8.591260485717537,1.2143345852509555e-05,0.035085452767334976,1.0719919719950801,0.00014630974104059457,0.027595922780941015,0.10003982621010879,0.10001822577274938,16261,913.1636102199554,1451.3543741419642 | |
| 80000,1356325,2.1483472897595366,0.3865681752201542,2.179943951768381,0.37962962962962965,8.845810452793375,2.6385656604658156e-05,0.036105599886006465,1.08307960997692,5.201283355407323e-05,0.030250759751699614,0.10000912896137333,0.10000682819625963,16375,934.3852696418762,1451.5693301969984 | |
| 82000,1388180,2.2074413089639746,0.37447810390833464,2.2506514071822274,0.35294117647058826,9.493918229034287,1.4210605183765746e-05,0.02791702927986179,1.0770017690681533,0.0001001456841076172,0.01667764359971653,0.1000084357507799,0.10000197738294213,16520,955.9682912826538,1452.1192937659403 | |
| 84000,1436550,2.3303556661594564,0.34672317552201776,2.059568254864622,0.3728813559322034,7.842583082174829,1.3119689658265057e-05,0.008790642195845648,1.0565292192549471,6.279449531367387e-05,6.054750494345052e-05,0.10000716144332403,0.10000444065313864,16985,988.347728729248,1453.4864180312538 | |
| 86000,1499075,2.361527108176311,0.34015193922431025,1.9767007224400253,0.38333333333333336,7.218886541911583,1.7873868765977814e-05,0.004185534823534581,1.0393814745565861,5.232984951123717e-05,2.0389253748287784e-05,0.10001348923522176,0.10000978549629055,17701,1032.650273323059,1451.6773381330645 | |
| 88000,1546148,2.322348197083579,0.34892613600152955,2.378064241574974,0.3191489361702128,10.784007412978314,9.939395712020954e-06,0.011798667050028253,1.0430121843065079,8.230306942144348e-05,0.002749294721929842,0.10000197860056267,0.10000154658663106,18150,1064.5408282279968,1452.408361428159 | |