| 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 | |
| 2000,25491,2.7630169396218967,0.2712722137224903,2.2453852108246557,0.2948717948717949,9.444052807231158,0.29870709045577926,0.557478805163935,1.0177457455991306,0.12145878444167182,2.131938502157322,0.47438042119338214,0.3982906509887784,1786,39.38522219657898,647.2224499018863 | |
| 4000,46572,2.699981789720465,0.2766946539537973,2.387712357108346,0.3333333333333333,10.888556301285048,0.2101302648077849,0.4906482718171496,1.0981906363777332,0.04899745361474203,2.2279258590546935,0.46165651036586713,0.46245100396203015,2807,71.31701683998108,653.0278755839832 | |
| 6000,71796,2.7264110516010556,0.2693466539803362,2.511127906019623,0.2857142857142857,12.318816695133911,0.20910635447148504,0.49175279260257554,0.971778194638302,0.10637906250628619,2.0224473283209385,0.6508157196535673,0.5472931773079843,4013,108.3560996055603,662.5930636240415 | |
| 8000,96940,2.730541666495936,0.2615335666560611,2.4591537365497103,0.26666666666666666,11.694910375869593,0.1811286404605058,0.49210262721541104,1.1580981888405537,0.029474763752058215,1.9843101659861946,0.5198119451947284,0.6350736685505484,4990,145.856458902359,664.6260352782508 | |
| 10000,123903,2.7110570024574194,0.2640655713385009,2.2383625505486187,0.34375,9.377962768300026,0.14486435408473872,0.4543072926861813,1.1398846632474906,0.048780883321974444,2.164837014526633,0.4177136384081856,0.6296121537247965,6002,185.43219661712646,668.1849336867336 | |
| 12000,149067,2.631384840128838,0.2837386742966142,2.59666698321105,0.3442622950819672,13.418937871411448,0.08127274565016689,0.5144028600087959,1.2032430086771235,0.06948941135869223,2.035891847717151,0.47331650179901735,0.5675734277880867,6740,222.47105836868286,670.0512016846866 | |
| 14000,176433,2.677594451918007,0.26912957684718264,3.0400433498676587,0.5,20.906149494263335,0.07259607259209681,0.3277393414493472,1.1571192191520103,0.07434315483658453,1.9990400787465052,0.6674431856184738,0.6947013287844152,7521,262.58563470840454,671.9065199279652 | |
| 16000,203109,2.638850793986375,0.2786399760083971,2.3600226312831483,0.3835616438356164,10.59119114196714,0.10042028320359742,0.5585151347617183,1.2650479588544659,0.013400053191164506,1.9261133371300883,0.5534332100871555,0.5690621422506543,8255,301.7970802783966,672.9985585435071 | |
| 18000,232225,2.6490651273313017,0.2723588405000687,2.3715139095611875,0.3023255813953488,10.713599433553531,0.0799377056733705,0.5025581391685771,1.3396219852891365,0.016495517474380533,1.9671564279870277,0.5081342116959912,0.5860960127115165,9063,345.56130933761597,672.0225723335087 | |
| 20000,257410,2.5790223822283034,0.3041890013897161,2.3099023345575818,0.4166666666666667,10.073440779918625,0.06042800427804393,0.4744617179512936,1.1542685253819989,0.006582082692598134,1.7964221192887675,0.817922970129995,0.6899145802773027,9677,382.66835927963257,672.6712406653387 | |
| 22000,283010,2.5836629630026895,0.3109375,2.5322462284279625,0.26,12.581735872370917,0.09037524642158148,0.4770467493693915,1.2132349119974288,0.07940895903056781,1.780516585783035,0.6644212541008628,0.6637817050348461,10317,420.1961917877197,673.5187170448578 | |
| 24000,308028,2.632128780819954,0.2999440402909905,2.61430883992168,0.2441860465116279,13.657773407229707,0.0797486297123813,0.44920555812074736,1.3198755875816819,0.014440601499415775,1.9032331189980007,0.6254415901303061,0.6080549139574664,10993,457.03598403930664,673.9688137411704 | |
| 26000,333751,2.581044305297817,0.3145822804494033,2.836560904356737,0.20161290322580644,17.057003883845248,0.053487631681168504,0.3914951469305881,1.221269962369868,0.0531331026823573,1.7942672795657812,0.7997897528604826,0.6865571239097548,11567,497.8963830471039,670.3222022973106 | |
| 28000,379054,2.9240855923170415,0.2171379378849083,2.6030941771764633,0.36666666666666664,13.505461742923533,0.003166977292463343,0.3670399989699177,1.1310568795610738,0.002801087612259471,1.9108900071953492,0.772781061982371,0.812263987386566,13847,564.5396099090576,671.4391574066208 | |
| 30000,424853,2.8708100271967045,0.23031070547391863,2.521052221241091,0.3008849557522124,12.441681179679565,0.023454909365636965,0.39433863936660163,1.198820353160445,0.010261613819275326,1.9056291908136334,0.7062346486094004,0.7612606448650076,16009,631.4126896858215,672.8610415026636 | |
| 32000,476095,2.8483023722158167,0.24493579485578237,2.563774859533765,0.32967032967032966,12.984740489824647,0.023941686370912915,0.38624988316377584,1.2115451673731912,0.017280123064060866,1.9028196369278723,0.7038206767788013,0.7543428263213866,18506,706.1268448829651,674.2343864279923 | |
| 34000,505318,2.794819118425248,0.2666735105909729,2.509992154612521,0.3333333333333333,12.304833523944868,0.058075102613513015,0.41545115296795865,1.1834433275838325,0.03116125199580207,1.778424863767412,0.7919053086666537,0.7415389924048286,19690,748.8361570835114,674.8044885653754 | |
| 36000,529643,2.760194833434052,0.2784378211716341,2.5022093793401217,0.3170731707317073,12.209439466632578,0.06139352562178614,0.4027172205123103,1.220170934936345,0.03326343501975007,1.7389256814445988,0.8025257261322646,0.741003476332945,20426,784.5220837593079,675.1154759876651 | |
| 38000,557427,2.7931563691310872,0.26490066225165565,2.3186837557377182,0.48717948717948717,10.162289443959535,0.04938183108840744,0.4162687026520763,1.2139181793997678,0.03452513784687986,1.7660546928921819,0.7737720579860812,0.7460793981346057,21398,824.9616732597351,675.700481693162 | |
| 40000,582515,2.729472078967092,0.28579400510204084,2.7743640109166665,0.3333333333333333,16.028429846956115,0.09051099726482556,0.437488841560663,1.1939208510235406,0.06462387292666824,1.591175811618327,0.8486686358109987,0.7709887885771871,22104,861.8210892677307,675.9117492645131 | |
| 42000,605525,2.752466800373167,0.27687961755758367,3.1125981491459727,0.14201183431952663,22.47937335896257,0.11279101772093408,0.4717100242429351,1.1149307363432108,0.0974822760500119,1.511682556804618,0.8774219405474232,0.8139814482908666,22718,896.1530613899231,675.693724753713 | |