| 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 | |
| 2000,31755,2.085123744664439,0.4408124704770902,1.5152359620462006,0.44594594594594594,4.55049474422526,0.001069752044629863,0.017389398230965417,0.07154396580765796,0.23805648573810956,0.465205430367037,0.3555831372188447,0.3540519218134524,1593,22.99993133544922,1380.6562957454057 | |
| 4000,58105,2.015406930693783,0.449146110056926,1.5451346801541017,0.524390243902439,4.688603046282032,0.003511844702708052,0.02321205769493682,0.0931775383776142,0.1623459701262452,0.4805304250923348,0.3684824684955725,0.36741944722849984,2198,40.84769368171692,1422.479331458738 | |
| 6000,87264,2.0513120565987895,0.4426420659144689,2.385693284711908,0.37755102040816324,10.866593697324928,0.0038737517974814202,0.042317026166645025,0.07485745911932162,0.16210056927329614,0.4859366519149216,0.35027883460856923,0.3608633910216888,2819,60.424288749694824,1444.1874584819293 | |
| 8000,120510,2.048645793655169,0.4365337183420562,1.598692538850994,0.423728813559322,4.946560758578182,0.00032966983389561694,0.0002418866251740584,0.1405691853149911,0.1781139578091503,0.53065518561347,0.3518465404687118,0.35171821085490185,3459,82.65294742584229,1458.0242296637243 | |
| 10000,154923,2.0392960710502033,0.4366373172928835,1.5101141782385703,0.4852941176470588,4.5272476779707,0.0005806880985354682,0.00650279613709746,0.05842327539161242,0.3587923930954613,0.55,0.3528922903222367,0.35288160843142014,4067,105.56567192077637,1467.5509299676955 | |
| 12000,186758,1.9055074628648694,0.4613161614575153,1.6948638109062797,0.47368421052631576,5.4459042419434365,0.0028678857932047954,0.01396978335657545,0.018171927977086527,0.4,0.55,0.3501947007286266,0.35327151723764794,4455,126.81924510002136,1472.6313806134503 | |
| 14000,221314,1.988357764454176,0.44365667322606783,2.019602058013299,0.4647887323943662,7.535325714458626,0.0012078577103194924,0.0018435259292709206,0.0021833600088577193,0.21387570596017932,0.5215356352951087,0.353403763158099,0.35306716376230435,4946,149.80217838287354,1477.3750448031014 | |
| 16000,254642,1.8859793216408223,0.46099375900144024,1.8679316252331395,0.4805194805194805,6.474890040201499,0.001179423340823594,0.012159731056554247,0.0169469737566637,0.2567323738435507,0.5097042745823981,0.35950514245749043,0.3580844852439058,5338,172.0545299053192,1480.0075309852539 | |
| 18000,290806,1.888715130293185,0.4616469417099878,1.7267277988732628,0.46153846153846156,5.622226719529882,0.00038247254425608033,0.0004838296631879124,0.00031333466511156654,0.38464589601824545,0.55,0.3507923324885186,0.3507842421818335,5752,196.0739209651947,1483.1447168928769 | |
| 20000,324530,1.8248699290471841,0.4760111493298541,1.4147613475506724,0.5585585585585585,4.115504173613433,0.000288660021262548,0.013234249848771156,0.04723915440803704,0.21981749405887852,0.5492620941688723,0.3508149228116177,0.350867933031737,6098,218.57639145851135,1484.74406515033 | |
| 22000,357656,1.859303542487796,0.4664312020769184,1.9223074086263836,0.37681159420289856,6.836715379527306,0.0004853969397382425,0.0022979376559019654,0.03038502034964991,0.321226650084887,0.55,0.3528267656705988,0.35324112850123973,6393,240.77224731445312,1485.4535935484894 | |
| 24000,388087,1.8658042247479767,0.4647563340015116,1.571835950298054,0.4606741573033708,4.815481066836054,0.0003947745855737373,0.0021288640814372695,0.008892850994688641,0.2151799741193014,0.5494586444588437,0.35164240574284245,0.35154536242438766,6673,261.119859457016,1486.2408428336512 | |
| 26000,420838,1.9037415796300843,0.4523525999206131,1.9425843992588354,0.45161290322580644,6.976758420685662,0.0006006081329066348,0.0005690353716866797,0.0013654439743136914,0.2776214065459763,0.5499870923599193,0.351135376628905,0.35107115587949034,6984,282.8300018310547,1487.9538849325568 | |
| 28000,464969,2.082350984559117,0.4174616482744556,1.81444532469722,0.4539877300613497,6.137670818678332,0.0004568467129081488,0.0013958726076375811,0.1025999549684254,0.0898673705321814,0.5449725158155078,0.3510743381651484,0.3508859956298796,7648,311.79852175712585,1491.2482502472724 | |
| 30000,517491,2.1732246622767892,0.39509158067095695,1.8401622981332397,0.40397350993377484,6.297560260364343,0.0007952189097450425,0.0036082508640084884,0.06551654636633653,0.08166040334936842,0.5358785756164435,0.3499206204808939,0.3499055848770112,8515,346.07197523117065,1495.3276689172076 | |
| 32000,579208,2.1405475605529576,0.3960335077855372,1.631776288293821,0.49572649572649574,5.112948728095009,0.00017931807862246708,0.0003158384002599147,0.03999761261350022,0.1859542926743709,0.5764628643819252,0.34240172448767076,0.3423426166280084,9486,386.3890173435211,1499.0281141584628 | |
| 34000,637934,2.1376852612836825,0.39764329257909614,1.742513397956904,0.44155844155844154,5.711681124617898,0.0001245063290761764,0.00016668010508834847,0.04930964258637601,0.12497648242560751,0.5939806870363084,0.33643750059565924,0.3364241947052025,10546,424.8360140323639,1501.6005680521293 | |
| 36000,672752,2.1102055080210835,0.41044861853064507,1.8080696149578894,0.44339622641509435,6.098663293528725,0.0003622337082672906,0.0010506896487168665,0.015212827623932798,0.11320936035960315,0.5952969749457497,0.3334897007652057,0.3334532935887197,11088,448.59895873069763,1499.673565679999 | |
| 38000,700598,2.03699839073014,0.42727860374919197,1.7769149483305664,0.45348837209302323,5.9115906949850885,0.0011511318236046078,0.0016170361109661177,0.003972050078071888,0.17111664119904046,0.5859780101711618,0.33069573161089094,0.33092145665316447,11395,467.5132691860199,1498.562813457253 | |
| 40000,734442,2.081252306942877,0.4147263916794705,1.6168915354692983,0.5967741935483871,5.0374073521418365,0.0008190454364046659,0.0019028183425004144,0.03132833177391257,0.21179981342197343,0.6311354334934055,0.327529391784775,0.3274781410298536,11827,489.979807138443,1498.9229949888213 | |
| 42000,766169,2.0330393494128005,0.4221956062659564,1.9251436953976735,0.4075829383886256,6.856133789990039,0.00023821940146140168,0.0003441459331371583,0.030997428054289886,0.21924184189710616,0.6394717710576657,0.3237344301733989,0.3237851543218467,12148,511.2086036205292,1498.740425285816 | |
| 44000,794749,2.038187580584133,0.4136109167249825,1.9579543555595058,0.4144144144144144,7.084819210230137,2.3019951193833443e-05,3.326266031342418e-05,0.018392947942744674,0.19500459817758337,0.6527837747166838,0.32063096375579836,0.3206122871697687,12373,530.3895089626312,1498.4251886022773 | |
| 46000,829481,2.048150744103815,0.41886444777150755,1.8764783324395902,0.41379310344827586,6.530466187797844,0.00031922218074032855,0.0011571265157437353,0.030164394863674126,0.2140344615608487,0.6651480868640631,0.3172280283052047,0.3172134653523036,12688,553.4711921215057,1498.6886613204265 | |
| 48000,857217,1.9451634045900743,0.4364364003461206,1.8530468554827837,0.453125,6.379226523734227,0.00013785295253833406,0.001884357380645802,0.005010380926560289,0.22006032036827053,0.67502595,0.3147005045301676,0.31466173150393156,12870,572.0534970760345,1498.4909704800964 | |
| 50000,885119,1.911232161860392,0.4444842663608343,1.7821394846204688,0.4444444444444444,5.942556836530168,0.0,7.541563718851001e-05,0.00028189530155166477,0.22379146768347088,0.6844746126877431,0.3115181067964101,0.31151843365851495,12991,590.8203613758087,1498.118646315566 | |
| 52000,921452,2.1228203857356545,0.40456334461784055,1.6271889526545587,0.4778761061946903,5.089547631552006,0.0,0.002098976543544382,0.02271423506400377,0.12349239110741955,0.6975082,0.30785775977749996,0.30785775977749996,13361,614.9278926849365,1498.4716272613668 | |
| 54000,950050,1.9806389211921418,0.42321141338555146,1.666916852962132,0.4631578947368421,5.295814825035445,7.333336021799578e-05,0.00016144256122055113,0.019815972605825086,0.14794320041780842,0.7067238824233358,0.3051981776142868,0.3051748411809417,13527,634.1036429405212,1498.2566502761986 | |
| 56000,975833,1.9439236792217904,0.45308924485125857,1.7826574565724627,0.45652173913043476,5.945635711611251,1.6599741801710307e-05,0.0009983398137513443,0.06256862666891208,0.19073904878940245,0.7165292334125315,0.30245810878169044,0.302450708570481,13709,651.5659396648407,1497.6734365549544 | |
| 58000,1004478,2.0386124324709827,0.41543026706231456,1.761100588307048,0.45161290322580644,5.818838016613212,0.00011122932428714702,9.952289526865809e-05,0.02460595268475821,0.14831385074101944,0.723821748582657,0.299729567685218,0.2996310455683336,13922,670.717779636383,1497.6164796832413 | |
| 60000,1040622,2.0788808831051124,0.4161963258078796,1.7260817254777665,0.46938775510204084,5.618595521559455,0.000759915158142357,0.0009387574188833107,0.04035639989280677,0.11925771715744977,0.7371904045278395,0.2965167888325299,0.2965136607424492,14280,694.629296541214,1498.096906049884 | |
| 62000,1071163,1.9769372195679191,0.42850594283094856,1.3692545188855134,0.5689655172413793,3.93241805909645,1.2353291739526551e-05,0.00020650629558154515,0.036212420452943594,0.12551715856908077,0.74990705,0.2929220231335842,0.29292050194696206,14490,715.058450460434,1498.0076094622284 | |
| 64000,1099531,2.0677505325352192,0.4212845459672871,1.8507718183601032,0.4153846153846154,6.364730042847392,2.5957082866716556e-05,0.001565059352493228,0.03090386093705494,0.0932881134537389,0.7456391023314887,0.2901139538944109,0.2900983213542502,14758,734.2538552284241,1497.4807311810973 | |
| 66000,1134477,2.0266912090326583,0.4166428203513993,1.8057450735273728,0.40963855421686746,6.084503162314162,2.103656501253577e-05,9.79229226875604e-05,0.03075416350244147,0.08247223338748873,0.7602349207840922,0.2865778665583748,0.2865735492926551,15086,757.8718175888062,1496.9246430212638 | |
| 68000,1165250,2.0204846063983326,0.41481168556851783,2.0005522425386477,0.4563106796116505,7.393137776963321,6.548344654580944e-05,0.0012918031731307521,0.04641960829378828,0.0835012774971967,0.7821271630623516,0.2840051744647513,0.2840335467551523,15342,778.6454060077667,1496.5091824973497 | |
| 70000,1197347,1.8987665856859937,0.4526591270212169,1.6832346781773753,0.5194805194805194,5.382939918511319,0.0,4.3070481957018897e-05,0.060077523614136916,0.11668519003713498,0.7939622282102138,0.2802699903068832,0.2802665212371874,15567,800.3778052330017,1495.9772649510624 | |
| 72000,1228257,1.8113302657896218,0.4669039145907473,1.901058476348171,0.4175824175824176,6.692975050079657,1.724220892864327e-05,2.7731086590944795e-05,0.04063225720269605,0.13485883563040732,0.8018982802180007,0.2772610750853189,0.2772626340840105,15738,821.1420764923096,1495.7910880012046 | |
| 74000,1262980,1.8558915220141143,0.46303602799297294,1.7710075775706238,0.4666666666666667,5.876771682633129,4.957693067452308e-06,0.0003516390248631074,0.03661104784800651,0.14040875594524663,0.817043,0.2739032619087128,0.27396315004064303,15951,844.3136689662933,1495.8658688379244 | |
| 76000,1294607,1.7951495512194129,0.48186675941442436,1.8820079949367525,0.48333333333333334,6.566677487628953,8.643997017516979e-05,9.329529925191179e-05,0.041172590945193405,0.15507383800084015,0.82806642353532,0.2705774611194124,0.27059365133736485,16111,865.524932384491,1495.747784449609 | |
| 78000,1325324,1.7885813137414621,0.48145977797310935,1.7628009957335928,0.5154639175257731,5.828740829012325,0.00010750517594666946,0.00031125295114216187,0.03379048878245142,0.15708075808273558,0.838573841826452,0.26763236875135904,0.2676265455056914,16261,886.062260389328,1495.7459077623555 | |
| 80000,1356325,1.7484018847732679,0.49511306086900425,1.6659690757310892,0.49074074074074076,5.290797950139903,1.6476654909058993e-05,0.00018095676333165832,0.029356554991948693,0.16486658810482008,0.8496569372847096,0.2644817286686628,0.2645014945752039,16375,906.762975692749,1495.7878038235897 | |
| 82000,1388180,1.8266525054997689,0.4763773347983048,1.6947775549490514,0.4852941176470588,5.445434520518501,4.758856451998734e-05,0.0,0.012052160465069923,0.14689155013615426,0.8604399388430413,0.26122889071792593,0.2612134628951565,16520,928.1313920021057,1495.6718541816658 | |
| 84000,1436550,2.0140051565719834,0.42844738474260907,1.6250920371957944,0.5084745762711864,5.078886462137244,1.5155184047603248e-05,3.893904490734015e-05,4.464154619108076e-05,0.10301999077834527,0.8391374919767656,0.2563566031878798,0.25635454417923537,16985,959.9511001110077,1496.4824769031245 | |
| 86000,1499075,2.065911053274546,0.4153698520591763,1.6232812465001605,0.48333333333333334,5.069697983503955,2.0213225077538084e-05,3.825364249725072e-05,0.0010616410868249104,0.07027956990203875,0.8300712402744733,0.25011190931691335,0.2501106564582527,17701,1000.7389311790466,1497.9681046622477 | |
| 88000,1546148,1.999925072844319,0.42861088097210714,1.8100833227976298,0.48936170212765956,6.110956593017489,6.457073289841142e-05,0.004128396822787636,0.009727584032424392,0.06948713895303807,0.8482377605937955,0.23167771483085525,0.2382937112514438,18150,1031.6229994297028,1498.752936736322 | |
| 90000,1574324,1.950716500312223,0.43611584327086883,1.5672094590276084,0.4745762711864407,4.79325374262496,2.761688049160913e-05,0.005022580590965811,0.016042329552083585,0.07393772473331248,0.865957684143416,0.2297602805479303,0.2384797736164583,18315,1050.490453004837,1498.6561710263834 | |
| 92000,1604290,1.9736854264747719,0.436160982446773,1.7921611888485354,0.5535714285714286,6.002410801923678,8.341029986649858e-06,0.0004170255873509261,0.015168363797333564,0.06802639055348417,0.8721088054765493,0.22465665838377202,0.2370220472918633,18506,1070.5428359508514,1498.5761859543684 | |
| 94000,1633280,1.9733076789695052,0.4435667471541911,1.8381862074137196,0.41353383458646614,6.285127997663289,1.7201596030863343e-05,0.0001805887476969183,0.01587563469626517,0.06580874734118058,0.8759190804054925,0.22291132574437858,0.23672067937371336,18678,1089.9353623390198,1498.510880952567 | |
| 96000,1665943,1.9541992160740274,0.4419679759973058,1.9098555305630687,0.38562091503267976,6.752113254064892,4.1234338054432075e-05,0.0006160683321713935,0.018357954026768385,0.06464110204488131,0.8816573730505688,0.22164842275839133,0.2369715209000223,18873,1112.4942667484283,1497.4845711961989 | |
| 98000,1695973,1.92013704162962,0.4429237429237429,1.884457112654517,0.4387755102040816,6.582779763947173,2.5116430657434587e-06,0.002147201247069049,0.022342940007730933,0.06639164807864611,0.8901679424705264,0.22099201709742008,0.23756999875233156,19035,1132.5879561901093,1497.4316040804908 | |
| 100000,1723761,1.9026785745815122,0.4583273355405211,1.8736170865306048,0.4322033898305085,6.5118076242329535,6.303877729132668e-05,0.0036132175251367142,0.024671714119590894,0.06795049134601011,0.8981083792823219,0.22149772291835784,0.23874823213661373,19189,1151.2511730194092,1497.2935884000517 | |
| 102000,1752321,1.9970472967983357,0.44037114845938374,1.9204054272732058,0.4177215189873418,6.8237244325441875,3.182927799963724e-05,3.707779085204988e-05,0.021915685177146982,0.06117124107125588,0.8959566290270812,0.22096258852157363,0.23943868228455045,19394,1170.4331676959991,1497.1559661534957 | |
| 104000,1784696,1.9732259350545995,0.4385173745173745,1.6547392372134018,0.5230769230769231,5.231715507577078,2.2971012109444218e-06,3.1178074941946244e-06,0.02200624828058436,0.05939776895455238,0.8977385033708655,0.2207694209870391,0.23991041117215486,19634,1192.020720243454,1497.2021624217239 | |
| 106000,1814092,1.9455210661806934,0.4422370390529324,1.9339221057810974,0.42105263157894735,6.916584689245599,1.3319510177449202e-05,0.0017174336648858527,0.02399738528062805,0.05949208490244423,0.9008616615015612,0.2214823828940293,0.2408385997163679,19837,1211.6544728279114,1497.2024126367019 | |
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