| 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 | |
| 2000,25491,3.031025476979959,0.26283786434427836,3.334178894616063,0.35185185185185186,28.055337374993833,0.0016038177428868048,0.018758939021222783,0.3692469827584429,0.007476114585765799,0.2805196820437956,1.7230846609615247,0.7908065386928453,1790,34.61328196525574,736.4514011005215 | |
| 4000,46578,2.99723312709685,0.29292929292929293,3.4519002600444315,0.2786885245901639,31.560308155451306,0.003081620180852417,0.007394375519552929,0.32786667620141885,0.0030153142325959233,0.3221094133216313,1.5374962984795142,0.7448760396811269,2815,62.49946570396423,745.2543709832969 | |
| 6000,71810,3.240862347272373,0.27516645529486367,2.8475622927328375,0.18181818181818182,17.245690613031023,0.0031852908209852085,0.0029461751017789673,0.2936276732092835,0.018845315862636273,0.36951087434101,1.5037017238812294,0.7043045139897989,4020,95.17057466506958,754.5399431780083 | |
| 8000,96963,3.493399999010568,0.262950741462251,3.8363719810335786,0.16071428571428573,46.35698496242182,0.0032029202244376535,0.0047893841037187634,0.34466669983229803,0.0,0.263362013054404,1.2942333297693676,0.6315526820750644,5000,128.1095736026764,756.8755189266691 | |
| 10000,123901,3.6838183156548823,0.2555497809785433,3.191328883773028,0.2857142857142857,24.320725395555517,0.00015480851304062548,0.018531068145016483,0.4107139577569193,0.0020237512560889667,0.3634158075177202,1.246211878027653,0.6415026711002529,6016,163.1384150981903,759.4839016023666 | |
| 12000,149155,3.7171924989626906,0.2758374910905203,3.8406011418459,0.33783783783783783,46.55345125755074,0.0029747237704312833,0.005282539661328682,0.4505997568759802,0.013454239338697528,0.5227028309413698,0.9606923700973633,0.540008308202368,6752,196.42167282104492,759.3612143599426 | |
| 14000,176389,3.9433021992509434,0.254167584636851,4.751148564422299,0.18181818181818182,115.71711679277695,0.0011551889689837866,0.00351922185150405,0.3698862964690245,0.002514195900394466,0.8240859573607296,1.197444731073444,0.5929910297674967,7529,232.04769015312195,760.1411584127629 | |
| 16000,203141,4.0835398456671905,0.26102721291866027,4.3930942055147595,0.23333333333333334,80.89032343809005,0.0026543000741963397,0.00010716020131744675,0.4444062980631224,0.0033932605222608313,0.7274795278348188,1.1900725454152405,0.6088470694591817,8265,266.8893256187439,761.1432174330962 | |
| 18000,232331,4.341092341359188,0.24926344638574854,3.04585452005729,0.3793103448275862,21.02799236894204,0.002463269870716638,0.0024478398277977802,0.4815713805073358,0.0,0.7575020966200601,1.3607069968404395,0.6653311935863762,9078,304.7772078514099,762.2978162896942 | |
| 20000,257487,4.2390077244888795,0.283630147877246,5.019650564023958,0.1839080459770115,151.35840448032758,0.0006478396493684685,0.0015220324629253718,0.4306313807864191,0.0,0.6505073721798215,1.4038771024158163,0.6675654553386989,9697,337.2091715335846,763.5824340986389 | |
| 22000,282911,4.3204847687566605,0.2828429830081812,3.4074565942818116,0.3269230769230769,30.188365272759086,0.0006054884018286199,0.0019905535939095395,0.49300145519275873,0.0012789931255012097,0.7174298810631193,1.6598745837644753,0.7763721591500485,10334,369.7290413379669,765.184684914683 | |
| 24000,308055,4.449499070762272,0.2720728603245307,4.629951312406924,0.15873015873015872,102.50907306895733,0.0029410473129945595,0.0,0.42865965332042455,0.012878820675347402,0.7422790732612543,1.6908679173378651,0.8172102885817855,11010,402.03398275375366,766.2411965524916 | |
| 26000,333859,4.260876751263352,0.2969694620988994,4.9642428646131895,0.2459016393442623,143.20008736443413,0.0008898920949318614,0.0024363812831462986,0.486733376200121,0.002923072086766685,0.7735649774686383,1.7440756754266171,0.8442219773299084,11575,435.0905158519745,767.332285665323 | |
| 28000,379529,5.0672692067205105,0.1879351872126122,4.869169053511588,0.1791044776119403,130.2126721672143,0.0004989621024804768,0.0008303724270522209,0.44025392853039497,0.0009682089082982302,0.3801672337791465,1.8397602869110694,0.9071942800251406,13906,492.8227388858795,770.1125984121556 | |
| 30000,425721,4.752084783355174,0.20488396259092484,4.813307297346274,0.17316017316017315,123.13819944323967,0.0002755125564141974,0.0007099940408020198,0.43159501163332614,0.0,0.34165498679652834,1.8740502907283492,0.9156108390426745,16113,551.4268732070923,772.0352791731234 | |
| 32000,476623,4.659755025334752,0.21307610702919336,5.23803088993585,0.13253012048192772,188.29895574245307,0.0001426246318892327,0.0004531892492644826,0.4540689647085583,0.001587566079637184,0.3524733310739522,1.8674170590616848,0.9165569037942306,18591,615.9790444374084,773.7649588961482 | |
| 34000,505328,4.447018253789153,0.23835568716251523,3.932563612457743,0.30158730158730157,51.03765085748041,7.026508999985791e-06,0.0004311833108634198,0.4221715178985014,0.0011323335254519356,0.4097846560980757,1.8874916247017814,0.9285252084674308,19735,652.9815435409546,773.877921969637 | |
| 36000,529142,4.28777577673078,0.2581254724111867,3.185515360840741,0.3076923076923077,24.17974648984495,0.0003224371436120598,0.003286075405770094,0.4328360969189458,0.0004075115101845953,0.47327495240385353,1.9055920628071898,0.9354604009988998,20439,684.052768945694,773.539738484719 | |
| 38000,556983,4.418373542673124,0.23842534391724435,3.7090795061691986,0.34782608695652173,40.81621815270482,0.00010749202549855294,0.0006800871496657126,0.3625358659342021,0.0,0.43521955606539936,1.8993680712452632,0.9350672335779464,21422,719.8894512653351,773.7062947942942 | |
| 40000,582309,4.201580767218897,0.2618652767906499,3.2042996303487987,0.3333333333333333,24.63823809807701,2.168118811801148e-06,0.0005187862793358891,0.4498909946705893,4.806852544448485e-06,0.5035661870320302,1.8960424380423313,0.9328582576939475,22146,752.3411200046539,773.995976713858 | |
| 42000,605152,4.099518530064497,0.2701921814122488,2.561266646096023,0.3142857142857143,12.952212799490479,0.000448250486065455,0.0016552142238687487,0.35389691966580583,0.00046332027653963627,0.4254583318143994,1.9086213796267621,0.9422720436098313,22741,782.2152891159058,773.6386752091863 | |
| 44000,633262,4.179085312180093,0.26015652792600497,3.748401527832613,0.4489795918367347,42.453167528115856,0.0007347257775178412,0.0031362489540148154,0.42914981384856943,0.001696397160792409,0.5589493135052326,1.9212012177241824,0.9426734558975601,23590,819.1518588066101,773.0703326762565 | |
| 46000,656702,3.802593424152289,0.30891638225255974,3.6609456980905444,0.27906976744186046,38.89811135228268,2.1312687246419365e-05,3.950255468218038e-05,0.40220025969735507,4.975001125123057e-06,0.5633653044904527,1.9108534889458058,0.9382211621110004,24060,849.5415978431702,773.0074685774606 | |
| 48000,678760,4.027575796101041,0.27953576933538854,4.751664042167928,0.18032786885245902,115.77678176793424,0.00040825095544671705,0.0007063083165487578,0.2749690021702461,0.0006072021654513767,0.46516382065577927,1.8935820068999856,0.92921852538427,24416,878.2084736824036,772.891654249134 | |
| 50000,707913,4.225779390613213,0.24813912804857133,5.056393257066779,0.18518518518518517,157.0231516266316,0.0003023901515415028,0.0002439744447008172,0.4353809921726015,0.0005603711837620435,0.6193333978244988,1.9056957797477312,0.9278583687149644,25337,916.2737810611725,772.5998654901358 | |
| 52000,730665,4.128586988292546,0.27812939521800284,3.283519626316869,0.3684210526315789,26.669474289420364,4.3317879413123844e-05,0.0005963082214600697,0.3899750162183678,6.320372743257511e-05,0.5476007062653653,1.9155283953232258,0.9451923267945456,25869,946.1109802722931,772.2825495479534 | |
| 54000,752140,3.8412732311945903,0.3106868451688009,4.571603524658691,0.07936507936507936,96.69904482140363,0.00046061157544224966,0.0,0.37785806297506,0.0001517819851460278,0.5400827655804025,1.8899262361019522,0.9231875271605612,26354,973.8829507827759,772.3104705708771 | |
| 56000,780404,4.272048409477619,0.24617888480045289,4.576596783929036,0.29896907216494845,97.18309571347191,0.0011317133410934212,0.002592140604851351,0.3817617054545634,0.00029540032530569457,0.46431045874982546,1.8895536225791905,0.925599503313358,27196,1010.2765514850616,772.4657162960387 | |
| 58000,804823,4.025364979866165,0.2792088128096974,4.359429985166359,0.21052631578947367,78.21253940674272,0.0009611329160250459,0.00039362595947496404,0.4385989208631001,0.004396807497723833,0.4932712476320262,1.8900494740378369,0.9236225331340218,27801,1041.8053333759308,772.5272411420677 | |
| 60000,828637,3.946757360313858,0.27836566725455614,4.576141327728192,0.21686746987951808,97.13884314822961,0.00046852491333614717,0.0009618921955005547,0.2644274669500255,0.0002654053895793921,0.331922029305125,1.8944549975902527,0.9283862528996192,28354,1073.161206483841,772.1458761214335 | |
| 62000,853428,4.120980042415785,0.2609011334758582,4.437487449410559,0.27450980392156865,84.56220770849482,0.0003244036136952516,0.0006508026278517246,0.3831476231544702,0.001005485614680228,0.4957167028686038,1.8831593468992534,0.923853606403802,28986,1105.8167214393616,771.7626107960771 | |
| 64000,880799,4.183127923205319,0.2509590442439078,4.542812310919708,0.16666666666666666,93.9546586319073,0.00026484326220371573,0.0007190831514574876,0.36113239922104,0.0013386553807050994,0.43080639524363223,1.8940012416307925,0.9286592732115533,29816,1141.720413684845,771.466454871614 | |
| 66000,905843,3.956394123797015,0.27587446094873025,3.524619566890494,0.3392857142857143,33.94085893331351,0.00010747261332464747,0.0001222266274411793,0.45764050140058427,0.0002014861568538349,0.5823614507471815,1.920750247260051,0.9422243192721571,30358,1174.071832895279,771.5396746774662 | |
| 68000,929897,3.8213140866695894,0.3009894404257088,3.4294483136628497,0.36065573770491804,30.859613225644765,1.7409751302956485e-05,2.2234197556064984e-06,0.4352695435927557,0.001404744330469157,0.6411741648740081,1.8964556178355512,0.9275583908666454,30757,1205.2850358486176,771.5162574347219 | |
| 70000,957249,3.986193341471174,0.27844398947060545,1.688952121128147,0.5849056603773585,5.413804720195606,3.975226867331211e-05,0.0005951321672814389,0.4795214428039574,0.0024587740588556703,0.6669576254948192,1.923371828333735,0.9473699117040008,31357,1240.563036441803,771.6246348477321 | |
| 72000,982097,3.7882211730364252,0.31382807469414037,2.711026817233264,0.4520547945205479,15.044715759775702,0.00031653312152447123,0.0005177201494159874,0.4324057982757307,0.00031871579068826954,0.6183645703616214,1.9146385145974736,0.9439564146105054,31788,1272.750455379486,771.6335875968521 | |