| 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 | |
| 2000,25491,2.823791898753763,0.264250127495979,2.015831254121279,0.3076923076923077,7.506964983908482,0.0289980312939913,0.03699269781280976,0.6967111156776815,0.021049050017472013,0.4246520144754581,0.12579292727812666,0.1215183384476424,1786,18.62200617790222,1368.8643294646126 | |
| 4000,46572,2.6817129930334183,0.27408566956026753,2.217816159247599,0.28888888888888886,9.18724546116172,0.00479745553383664,0.005247090238192663,0.6525287725594203,0.009931851722787753,0.2936933020507859,0.10835732535107952,0.10629519973573659,2807,35.12553262710571,1325.8731332108332 | |
| 6000,71796,2.7190251895037827,0.26450999048525214,2.4517008692264364,0.23376623376623376,11.608073753340234,0.044002952431156546,0.03726852783742636,0.5426023359377798,0.0568644201876124,0.34413411987210774,0.2529045421657691,0.1620111262841848,4013,53.67854285240173,1337.5176781049233 | |
| 8000,96940,2.713624205560661,0.2581132675787464,2.3511034172807954,0.21666666666666667,10.497146069155525,0.04256594019411141,0.04425267735910033,0.7635416390256905,0.008053623102912622,0.2975379604844695,0.15326700026788573,0.146920007393252,4990,70.85848832130432,1368.0788610735012 | |
| 10000,123903,2.68914551436112,0.2639913956162148,2.1259578288240104,0.34375,8.380921132707472,0.03766078139245765,0.035428597430038546,0.61235020294014,0.012874847734979636,0.29728510791137225,0.11788187041058282,0.13202182114974823,6002,89.06463956832886,1391.158158844215 | |
| 12000,149067,2.6003750454809578,0.2792481322524241,2.5016640004309703,0.3114754098360656,12.202782511301436,0.005560338541873834,0.031753503644928,0.6055256165862395,0.007069083105418731,0.30177007027872904,0.11103618536673122,0.10712631617585673,6740,106.16822671890259,1404.0641405331069 | |
| 14000,176433,2.6527352138978193,0.26792370094277573,2.9121773155376567,0.5,18.396810653421117,0.0012382266957915865,0.0003130303377114824,0.6966268399691247,0.01578252362625397,0.3453542216783717,0.14859291542787584,0.10534946909465899,7521,124.85912322998047,1413.056534723735 | |
| 16000,203109,2.6171701505046516,0.2721172589593642,2.295330099903172,0.3561643835616438,9.92771260842432,0.00214832512052625,0.03826588279456025,0.7015889777177059,0.002075865549326071,0.24127477919292364,0.10232839299773168,0.1019972939906524,8255,142.88756680488586,1421.4602749681292 | |
| 18000,232225,2.621396848081611,0.2654554197005083,2.2432834269572073,0.3953488372093023,9.424224294321228,0.002060516895957116,0.010269003991088823,0.736118064519538,0.0037739735048431724,0.3311282116586807,0.10217260951864669,0.10141410723323913,9063,162.83427810668945,1426.1432095264706 | |
| 20000,257410,2.550335463312854,0.2866785785189597,2.235305976524943,0.36666666666666664,9.349342093795288,0.001415949421997517,0.018454312610720145,0.680882515862498,0.0031452029009148078,0.21554268533908563,0.12101141225879074,0.10161636488405938,9677,179.94640374183655,1430.4814914184005 | |
| 22000,283010,2.570485498261391,0.2819140625,2.5052606746099118,0.28,12.246750966777098,0.016251409133517025,0.023248606157746026,0.732769627124497,0.021606201355695295,0.23578071750355803,0.11203760961296998,0.10833117642514739,10317,197.13466501235962,1435.6176270787093 | |
| 24000,308028,2.6357831025549645,0.2696858262051323,2.4560533139990763,0.313953488372093,11.658707363331322,0.005399279349275466,0.008100054245583825,0.7427420319514676,0.0004945297624780477,0.28783208023070517,0.100404867849954,0.10037461031846474,10993,214.0923683643341,1438.7621677191682 | |
| 26000,333751,2.5836208467504873,0.2783501146833573,2.626575893046277,0.3387096774193548,13.82634586894984,0.003741916758119906,0.0025488321494459704,0.7194045503054265,0.009472247544679409,0.286618015764789,0.10261336725265308,0.10247899946653874,11567,231.66292715072632,1440.6750536431423 | |
| 28000,379054,2.9568503636554158,0.19204026223428913,2.597637958116398,0.34444444444444444,13.431973651024283,0.0006581189459144161,0.0020228158995173654,0.5370145272627279,0.0006022500041018229,0.20270168181525341,0.15565542568628807,0.10756441919491645,13847,263.0007014274597,1441.2661180850496 | |
| 30000,424853,2.912121147461908,0.20384724557304745,2.417678459866936,0.26548672566371684,11.2197818827663,0.002614310410606196,0.0032522972542461982,0.5872010637090137,0.0027786961902577325,0.21703643070952622,0.15070498869114232,0.10168293181945197,16009,293.16522002220154,1449.1930521902484 | |
| 32000,476095,2.8881004251043536,0.21697045392451506,2.5154826322718016,0.2857142857142857,12.372578744134742,0.0037210457334461502,0.0015838095983844289,0.6043292171268861,0.0038025467992957767,0.19681514864368402,0.13156919640137327,0.10087701010107024,18506,326.63050293922424,1457.5950369478703 | |