| sent,steps,train_loss,train_acc,eval_loss,eval_acc,ppl,neural_p_loss,neural_p_acc,neural_p_ppl,neural_w_loss,neural_w_acc,neural_w_ppl,w_freq,w_bigram,w_trigram,w_skip_bi,w_skip_tri,w_neural_phoneme,w_neural_word,phoneme_proto_slots,word_proto_slots,word_vocab,elapsed_s,steps_per_sec | |
| 2000,31755,2.0266645354973623,0.46358053849787434,1.6043860257335456,0.47297297297297297,4.97480426308752,2.6515976971221917,0.33783783783783783,14.176670586866546,2.608567515201535,0.35135135135135137,13.579584364264676,0.0015093349202639072,0.017377309523586085,0.10684255546489314,0.06778431953671861,0.48044612374746787,0.4600247222194177,0.46032721936361143,2048,2048,1593,35.40736174583435,896.8473908885898 | |
| 4000,58105,2.0344040500755973,0.4459203036053131,1.5943599478700539,0.524390243902439,4.925175693870325,2.9206065409063235,0.32926829268292684,18.55253692033124,2.8459634583547486,0.3170731707317073,17.218139640594945,0.00041368694050819186,0.009756131404293917,0.09238532442832431,0.07342944730708577,0.5179981056323686,0.4670959040016276,0.4644866343126329,2048,2048,2198,64.95629692077637,894.5245150114928 | |
| 6000,87264,2.1062756803524887,0.4202476079426592,1.9863976430081947,0.3877551020408163,7.289228007918672,3.0453846399080664,0.2755102040816326,21.018114053743712,2.961404125213585,0.2857142857142857,19.325087556750773,0.003278380759303792,0.010377222768772149,0.11973721364494959,0.048641963857635744,0.5325623332196034,0.46788348881740077,0.46454269259295244,2048,2048,2819,97.38441681861877,896.0776564748718 | |
| 8000,120510,2.12296603582363,0.4214341574926307,1.8231870171592397,0.423728813559322,6.191559646017252,2.7828676340692198,0.3389830508474576,16.165310741032986,2.863544560952151,0.3050847457627119,17.523530205390134,0.0006637180759354725,0.0010139334116841404,0.0907062641093949,0.10627289321361698,0.529706297961536,0.45429493818220845,0.45413152221897873,2048,2048,3459,134.75103759765625,894.3159336540505 | |
| 10000,154923,2.114201138319996,0.4145816987766251,1.7319464637390372,0.4264705882352941,5.65164392909405,2.8438414900560662,0.29411764705882354,17.181642031195345,2.8894677066104135,0.3235294117647059,17.98373443041886,0.0009101641627977697,0.007187317275246584,0.13257592523928255,0.030487916536214348,0.55,0.4558623366759727,0.4554895315957504,2048,2048,4067,173.01388001441956,895.4368284619026 | |
| 12000,186758,2.023989587689039,0.4343332809800534,1.9371571553290734,0.40789473684210525,6.9389964153944454,3.052560548683788,0.3026315789473684,21.16948056945111,2.9579554058748965,0.3026315789473684,19.258555544632813,0.002166128539824402,0.012201915285156802,0.142435532283008,0.04415762378719424,0.55,0.46127230924524254,0.4603846770262762,2048,2048,4455,209.3933126926422,891.9004986283041 | |
| 14000,221314,2.0950799313094866,0.41324227341127445,2.1925707015522606,0.4788732394366197,8.958212430444904,3.2520978546674075,0.30985915492957744,25.844501093436975,3.090744361643796,0.30985915492957744,21.993442959628826,0.0012793433651694622,0.002032904971976522,0.0341056854343772,0.004512210108247227,0.55,0.45463248131132306,0.45431236058148916,2048,2048,4946,247.70392036437988,893.4618381269077 | |
| 16000,254642,2.0288177156123264,0.42624819971195393,2.0029578752620063,0.44155844155844154,7.410944360590689,3.0373218864391753,0.3116883116883117,20.84933152206887,2.9757410888258287,0.3116883116883117,19.604146281252014,0.000564536316371608,0.003644595727953225,0.05265198819180035,0.08220842336553583,0.55,0.4517339977431611,0.45161279396552906,2048,2048,5338,284.3903229236603,895.3961491451813 | |
| 18000,290806,2.0319601781361794,0.4236533569295432,1.9413808921998652,0.4358974358974359,6.968366893321724,3.033424746740587,0.32051282051282054,20.76823688570525,3.007749386853073,0.28205128205128205,20.24179217820102,0.00014837233963694267,0.0002668219351849372,0.13851789768363282,0.04224872621969249,0.55,0.45084766966401,0.4508228427649566,2048,2048,5752,323.74112200737,898.2671036562966 | |
| 20000,324530,1.9871112695309834,0.4311173051832523,1.621457141078546,0.4144144144144144,5.0604587491568855,2.90128348141121,0.3063063063063063,18.197486522953486,2.8888145253098823,0.3063063063063063,17.971991626882534,0.00012987343236543154,0.002198490272595789,0.11248425330913109,0.016067206363942765,0.55,0.4511042578176931,0.4514696537644247,2048,2048,6098,360.95567321777344,899.0854669409866 | |
| 22000,357656,2.035777444500469,0.4174364547485359,2.134708956165772,0.36231884057971014,8.45458549376867,3.034387054277404,0.2753623188405797,20.788231935737432,3.066987782028118,0.2753623188405797,21.477111400327303,0.0001853496307072539,0.000971854347595719,0.15540014291229107,0.03627681011452728,0.55,0.4511519035251516,0.4509862970033766,2048,2048,6393,397.3060419559479,900.2027712421647 | |