diff --git "a/checkpoint-3969/trainer_state.json" "b/checkpoint-3969/trainer_state.json"
--- "a/checkpoint-3969/trainer_state.json"
+++ "b/checkpoint-3969/trainer_state.json"
@@ -11,1960 +11,1960 @@
{
"epoch": 1.0,
"eval_B": {
- "f1-score": 0.7905866302864938,
- "precision": 0.7768096514745308,
- "recall": 0.8048611111111111,
- "support": 1440.0
+ "f1-score": 0.8331822302810515,
+ "precision": 0.7901977644024075,
+ "recall": 0.8811121764141898,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9005331227169513,
- "precision": 0.9637593111099372,
- "recall": 0.8450919534905267,
- "support": 21587.0
+ "f1-score": 0.9471294753175105,
+ "precision": 0.9443616777446711,
+ "recall": 0.9499135446685879,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.8288892663043479,
- "precision": 0.7463108800367001,
- "recall": 0.9320156593144275,
- "support": 10473.0
+ "f1-score": 0.8992868897421833,
+ "precision": 0.9103731674811195,
+ "recall": 0.8884673748103187,
+ "support": 9226.0
},
- "eval_accuracy": 0.8705373134328358,
- "eval_loss": 0.32930415868759155,
+ "eval_accuracy": 0.9267895289474637,
+ "eval_loss": 0.20478281378746033,
"eval_macro avg": {
- "f1-score": 0.8400030064359308,
- "precision": 0.8289599475403894,
- "recall": 0.8606562413053552,
- "support": 33500.0
- },
- "eval_runtime": 4.7349,
- "eval_samples_per_second": 17.107,
- "eval_steps_per_second": 2.323,
+ "f1-score": 0.8931995317802484,
+ "precision": 0.8816442032093993,
+ "recall": 0.9064976986310321,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6128,
+ "eval_samples_per_second": 17.343,
+ "eval_steps_per_second": 2.168,
"eval_weighted avg": {
- "f1-score": 0.8734092702599646,
- "precision": 0.8877430445874,
- "recall": 0.8705373134328358,
- "support": 33500.0
+ "f1-score": 0.9268447919078652,
+ "precision": 0.9271861479533134,
+ "recall": 0.9267895289474637,
+ "support": 27619.0
},
"step": 81
},
{
"epoch": 2.0,
"eval_B": {
- "f1-score": 0.8656218739579861,
- "precision": 0.8325849903784477,
- "recall": 0.9013888888888889,
- "support": 1440.0
+ "f1-score": 0.8682547399124939,
+ "precision": 0.8806706114398422,
+ "recall": 0.8561840843720039,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9547168948727912,
- "precision": 0.9423736462093862,
- "recall": 0.9673877796822161,
- "support": 21587.0
+ "f1-score": 0.9590983771942466,
+ "precision": 0.9592919333448654,
+ "recall": 0.9589048991354466,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9013528191962081,
- "precision": 0.9332379102341274,
- "recall": 0.8715745249689678,
- "support": 10473.0
+ "f1-score": 0.9226525313717006,
+ "precision": 0.9208594256100194,
+ "recall": 0.9244526338608281,
+ "support": 9226.0
},
- "eval_accuracy": 0.9345970149253732,
- "eval_loss": 0.2162298709154129,
+ "eval_accuracy": 0.9435171439950758,
+ "eval_loss": 0.16574698686599731,
"eval_macro avg": {
- "f1-score": 0.9072305293423284,
- "precision": 0.902732182273987,
- "recall": 0.9134503978466909,
- "support": 33500.0
- },
- "eval_runtime": 4.753,
- "eval_samples_per_second": 17.042,
- "eval_steps_per_second": 2.314,
+ "f1-score": 0.9166685494928136,
+ "precision": 0.9202739901315756,
+ "recall": 0.9131805391227594,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6238,
+ "eval_samples_per_second": 17.302,
+ "eval_steps_per_second": 2.163,
"eval_weighted avg": {
- "f1-score": 0.9342040950316517,
- "precision": 0.9347982961417612,
- "recall": 0.9345970149253732,
- "support": 33500.0
+ "f1-score": 0.9434932036816766,
+ "precision": 0.9434846863370583,
+ "recall": 0.9435171439950758,
+ "support": 27619.0
},
"step": 162
},
{
"epoch": 3.0,
"eval_B": {
- "f1-score": 0.8603587759409076,
- "precision": 0.8717034925160371,
- "recall": 0.8493055555555555,
- "support": 1440.0
+ "f1-score": 0.8791725434884815,
+ "precision": 0.8625461254612546,
+ "recall": 0.8964525407478428,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9434195218082959,
- "precision": 0.9677057963955188,
- "recall": 0.9203224162690509,
- "support": 21587.0
+ "f1-score": 0.9588372159825352,
+ "precision": 0.9557349825345015,
+ "recall": 0.9619596541786744,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.8879310344827586,
- "precision": 0.8459410391631365,
- "recall": 0.9343072663038289,
- "support": 10473.0
+ "f1-score": 0.9204284621270084,
+ "precision": 0.9282407407407407,
+ "recall": 0.9127465857359636,
+ "support": 9226.0
},
- "eval_accuracy": 0.9216417910447762,
- "eval_loss": 0.24082203209400177,
+ "eval_accuracy": 0.9430464535283681,
+ "eval_loss": 0.15394224226474762,
"eval_macro avg": {
- "f1-score": 0.8972364440773206,
- "precision": 0.8951167760248975,
- "recall": 0.9013117460428117,
- "support": 33500.0
- },
- "eval_runtime": 4.7554,
- "eval_samples_per_second": 17.033,
- "eval_steps_per_second": 2.313,
+ "f1-score": 0.9194794071993417,
+ "precision": 0.9155072829121655,
+ "recall": 0.9237195935541602,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6233,
+ "eval_samples_per_second": 17.303,
+ "eval_steps_per_second": 2.163,
"eval_weighted avg": {
- "f1-score": 0.9225019575751797,
- "precision": 0.9255121957960801,
- "recall": 0.9216417910447762,
- "support": 33500.0
+ "f1-score": 0.9429985029052194,
+ "precision": 0.9430314866542512,
+ "recall": 0.9430464535283681,
+ "support": 27619.0
},
"step": 243
},
{
"epoch": 4.0,
"eval_B": {
- "f1-score": 0.8804020100502512,
- "precision": 0.8504854368932039,
- "recall": 0.9125,
- "support": 1440.0
+ "f1-score": 0.8800746616892207,
+ "precision": 0.8572727272727273,
+ "recall": 0.9041227229146692,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9589184992350025,
- "precision": 0.945595388218339,
- "recall": 0.9726224116366332,
- "support": 21587.0
+ "f1-score": 0.9537844036697248,
+ "precision": 0.9488876212207644,
+ "recall": 0.9587319884726225,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9091178797468354,
- "precision": 0.9427750999897446,
- "recall": 0.877780960565263,
- "support": 10473.0
+ "f1-score": 0.9100192149327477,
+ "precision": 0.9220157970853265,
+ "recall": 0.8983308042488619,
+ "support": 9226.0
},
- "eval_accuracy": 0.9403880597014925,
- "eval_loss": 0.22083505988121033,
+ "eval_accuracy": 0.9364929939534379,
+ "eval_loss": 0.19801080226898193,
"eval_macro avg": {
- "f1-score": 0.9161461296773631,
- "precision": 0.9129519750337626,
- "recall": 0.9209677907339654,
- "support": 33500.0
- },
- "eval_runtime": 4.7449,
- "eval_samples_per_second": 17.071,
- "eval_steps_per_second": 2.318,
+ "f1-score": 0.9146260934305644,
+ "precision": 0.9093920485262728,
+ "recall": 0.9203951718787179,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6132,
+ "eval_samples_per_second": 17.342,
+ "eval_steps_per_second": 2.168,
"eval_weighted avg": {
- "f1-score": 0.9399744505088647,
- "precision": 0.9406253819936745,
- "recall": 0.9403880597014925,
- "support": 33500.0
+ "f1-score": 0.9363812792925563,
+ "precision": 0.9364514800186444,
+ "recall": 0.9364929939534379,
+ "support": 27619.0
},
"step": 324
},
{
"epoch": 5.0,
"eval_B": {
- "f1-score": 0.8879781420765027,
- "precision": 0.8736559139784946,
- "recall": 0.9027777777777778,
- "support": 1440.0
+ "f1-score": 0.883877159309021,
+ "precision": 0.8847262247838616,
+ "recall": 0.8830297219558965,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9613201259451634,
- "precision": 0.9539317642765919,
- "recall": 0.9688238291564367,
- "support": 21587.0
+ "f1-score": 0.9591500482927107,
+ "precision": 0.9456643513331839,
+ "recall": 0.9730259365994236,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.916006030835076,
- "precision": 0.9334853291038858,
- "recall": 0.899169292466342,
- "support": 10473.0
+ "f1-score": 0.9191176470588236,
+ "precision": 0.9454503781801513,
+ "recall": 0.8942120095382614,
+ "support": 9226.0
},
- "eval_accuracy": 0.9442089552238806,
- "eval_loss": 0.2257838249206543,
+ "eval_accuracy": 0.9432999022412107,
+ "eval_loss": 0.20074255764484406,
"eval_macro avg": {
- "f1-score": 0.921768099618914,
- "precision": 0.9203576691196576,
- "recall": 0.9235902998001855,
- "support": 33500.0
- },
- "eval_runtime": 4.7845,
- "eval_samples_per_second": 16.93,
- "eval_steps_per_second": 2.299,
+ "f1-score": 0.9207149515535183,
+ "precision": 0.9252803180990656,
+ "recall": 0.9167558893645271,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6092,
+ "eval_samples_per_second": 17.356,
+ "eval_steps_per_second": 2.17,
"eval_weighted avg": {
- "f1-score": 0.9440011117702735,
- "precision": 0.9440889959185916,
- "recall": 0.9442089552238806,
- "support": 33500.0
+ "f1-score": 0.9429348139614955,
+ "precision": 0.9432916158141273,
+ "recall": 0.9432999022412107,
+ "support": 27619.0
},
"step": 405
},
{
"epoch": 6.0,
"eval_B": {
- "f1-score": 0.8873579056148813,
- "precision": 0.8803827751196173,
- "recall": 0.8944444444444445,
- "support": 1440.0
+ "f1-score": 0.8897338403041826,
+ "precision": 0.882186616399623,
+ "recall": 0.8974113135186961,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9622060984570168,
- "precision": 0.9539267015706806,
- "recall": 0.9706304720433594,
- "support": 21587.0
+ "f1-score": 0.9624160683661308,
+ "precision": 0.9707969272268809,
+ "recall": 0.954178674351585,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9182769530299342,
- "precision": 0.9365567911040509,
- "recall": 0.9006970304592762,
- "support": 10473.0
+ "f1-score": 0.9297955261331482,
+ "precision": 0.9161493950552341,
+ "recall": 0.9438543247344461,
+ "support": 9226.0
},
- "eval_accuracy": 0.9454925373134329,
- "eval_loss": 0.2242102175951004,
+ "eval_accuracy": 0.9485861182519281,
+ "eval_loss": 0.16565027832984924,
"eval_macro avg": {
- "f1-score": 0.9226136523672773,
- "precision": 0.923622089264783,
- "recall": 0.9219239823156933,
- "support": 33500.0
- },
- "eval_runtime": 4.7715,
- "eval_samples_per_second": 16.976,
- "eval_steps_per_second": 2.305,
+ "f1-score": 0.9273151449344872,
+ "precision": 0.9230443128939126,
+ "recall": 0.9318147708682424,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6219,
+ "eval_samples_per_second": 17.309,
+ "eval_steps_per_second": 2.164,
"eval_weighted avg": {
- "f1-score": 0.945255312255509,
- "precision": 0.9453351097376493,
- "recall": 0.9454925373134329,
- "support": 33500.0
+ "f1-score": 0.9487745648174827,
+ "precision": 0.9491959030765336,
+ "recall": 0.9485861182519281,
+ "support": 27619.0
},
"step": 486
},
{
"epoch": 6.17,
- "grad_norm": 1.8705081939697266,
+ "grad_norm": 4.767655849456787,
"learning_rate": 1.7530864197530865e-05,
- "loss": 0.1601,
+ "loss": 0.1585,
"step": 500
},
{
"epoch": 7.0,
"eval_B": {
- "f1-score": 0.8876749743939911,
- "precision": 0.8730691739422431,
- "recall": 0.9027777777777778,
- "support": 1440.0
+ "f1-score": 0.8802588996763754,
+ "precision": 0.85,
+ "recall": 0.912751677852349,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9611415113943341,
- "precision": 0.9581108451482232,
- "recall": 0.9641914114976606,
- "support": 21587.0
+ "f1-score": 0.958423523458803,
+ "precision": 0.9354661691269275,
+ "recall": 0.9825360230547551,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9164739884393064,
- "precision": 0.9247594050743657,
- "recall": 0.9083357204239473,
- "support": 10473.0
+ "f1-score": 0.9139526911210146,
+ "precision": 0.9664088931851136,
+ "recall": 0.8668978972469109,
+ "support": 9226.0
},
- "eval_accuracy": 0.944089552238806,
- "eval_loss": 0.22517083585262299,
+ "eval_accuracy": 0.9412723125384699,
+ "eval_loss": 0.2591131329536438,
"eval_macro avg": {
- "f1-score": 0.9217634914092105,
- "precision": 0.9186464747216107,
- "recall": 0.9251016365664619,
- "support": 33500.0
- },
- "eval_runtime": 4.7926,
- "eval_samples_per_second": 16.901,
- "eval_steps_per_second": 2.295,
+ "f1-score": 0.9175450380853977,
+ "precision": 0.917291687437347,
+ "recall": 0.9207285327180049,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.617,
+ "eval_samples_per_second": 17.327,
+ "eval_steps_per_second": 2.166,
"eval_weighted avg": {
- "f1-score": 0.9440192791200506,
- "precision": 0.9440287663891153,
- "recall": 0.944089552238806,
- "support": 33500.0
+ "f1-score": 0.9406164485555297,
+ "precision": 0.9425749115781907,
+ "recall": 0.9412723125384699,
+ "support": 27619.0
},
"step": 567
},
{
"epoch": 8.0,
"eval_B": {
- "f1-score": 0.894540522210919,
- "precision": 0.8740888005301524,
- "recall": 0.9159722222222222,
- "support": 1440.0
+ "f1-score": 0.8687910028116214,
+ "precision": 0.84967919340055,
+ "recall": 0.8887823585810163,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9638018385639943,
- "precision": 0.9540255968049378,
- "recall": 0.9737805160513272,
- "support": 21587.0
+ "f1-score": 0.9595010203788336,
+ "precision": 0.956997878562009,
+ "recall": 0.9620172910662824,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9203132648066569,
- "precision": 0.9441598875163202,
- "recall": 0.8976415544734078,
- "support": 10473.0
+ "f1-score": 0.9212035166275324,
+ "precision": 0.9282491471332673,
+ "recall": 0.9142640364188164,
+ "support": 9226.0
},
- "eval_accuracy": 0.9474925373134329,
- "eval_loss": 0.24869142472743988,
+ "eval_accuracy": 0.9432999022412107,
+ "eval_loss": 0.2693409323692322,
"eval_macro avg": {
- "f1-score": 0.9262185418605234,
- "precision": 0.9240914282838034,
- "recall": 0.9291314309156524,
- "support": 33500.0
- },
- "eval_runtime": 4.7743,
- "eval_samples_per_second": 16.966,
- "eval_steps_per_second": 2.304,
+ "f1-score": 0.9164985132726624,
+ "precision": 0.9116420730319422,
+ "recall": 0.9216878953553717,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6153,
+ "eval_samples_per_second": 17.333,
+ "eval_steps_per_second": 2.167,
"eval_weighted avg": {
- "f1-score": 0.947228939205516,
- "precision": 0.9475052218791054,
- "recall": 0.9474925373134329,
- "support": 33500.0
+ "f1-score": 0.9432823550422136,
+ "precision": 0.9433417293609165,
+ "recall": 0.9432999022412107,
+ "support": 27619.0
},
"step": 648
},
{
"epoch": 9.0,
"eval_B": {
- "f1-score": 0.8851236868858015,
- "precision": 0.8643282594308405,
- "recall": 0.9069444444444444,
- "support": 1440.0
+ "f1-score": 0.8645343367826904,
+ "precision": 0.8485687903970452,
+ "recall": 0.8811121764141898,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9617001723147618,
- "precision": 0.9540067462849849,
- "recall": 0.9695186918052532,
- "support": 21587.0
+ "f1-score": 0.9567003348057282,
+ "precision": 0.934535260814599,
+ "recall": 0.9799423631123919,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9165854609237966,
- "precision": 0.9358272808675754,
- "recall": 0.8981189725961998,
- "support": 10473.0
+ "f1-score": 0.9104673003585861,
+ "precision": 0.9586479683567062,
+ "recall": 0.8668978972469109,
+ "support": 9226.0
},
- "eval_accuracy": 0.9445074626865672,
- "eval_loss": 0.3045330345630646,
+ "eval_accuracy": 0.9384481697382236,
+ "eval_loss": 0.3087053894996643,
"eval_macro avg": {
- "f1-score": 0.9211364400414532,
- "precision": 0.9180540955278002,
- "recall": 0.9248607029486324,
- "support": 33500.0
- },
- "eval_runtime": 4.7599,
- "eval_samples_per_second": 17.017,
- "eval_steps_per_second": 2.311,
+ "f1-score": 0.910567323982335,
+ "precision": 0.9139173398561168,
+ "recall": 0.9093174789244975,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6156,
+ "eval_samples_per_second": 17.333,
+ "eval_steps_per_second": 2.167,
"eval_weighted avg": {
- "f1-score": 0.9443044555560967,
- "precision": 0.9444685205421044,
- "recall": 0.9445074626865672,
- "support": 33500.0
+ "f1-score": 0.9377758584761231,
+ "precision": 0.9393435743356523,
+ "recall": 0.9384481697382236,
+ "support": 27619.0
},
"step": 729
},
{
"epoch": 10.0,
"eval_B": {
- "f1-score": 0.8815068493150685,
- "precision": 0.8695945945945946,
- "recall": 0.89375,
- "support": 1440.0
+ "f1-score": 0.8803126526624329,
+ "precision": 0.897410358565737,
+ "recall": 0.8638542665388304,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.956297959947595,
- "precision": 0.9660159757999717,
- "recall": 0.9467735211006625,
- "support": 21587.0
+ "f1-score": 0.9590983771942466,
+ "precision": 0.9592919333448654,
+ "recall": 0.9589048991354466,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9101049868766404,
- "precision": 0.8937678357728068,
- "recall": 0.9270505108373914,
- "support": 10473.0
+ "f1-score": 0.9220456265542221,
+ "precision": 0.9197584124245038,
+ "recall": 0.9243442445263386,
+ "support": 9226.0
},
- "eval_accuracy": 0.9383283582089552,
- "eval_loss": 0.32627996802330017,
+ "eval_accuracy": 0.9437705927079184,
+ "eval_loss": 0.2796257436275482,
"eval_macro avg": {
- "f1-score": 0.9159699320464346,
- "precision": 0.909792802055791,
- "recall": 0.9225246773126846,
- "support": 33500.0
- },
- "eval_runtime": 4.7534,
- "eval_samples_per_second": 17.04,
- "eval_steps_per_second": 2.314,
+ "f1-score": 0.9204855521369671,
+ "precision": 0.9254869014450354,
+ "recall": 0.9157011367335386,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.641,
+ "eval_samples_per_second": 17.238,
+ "eval_steps_per_second": 2.155,
"eval_weighted avg": {
- "f1-score": 0.9386418940884026,
- "precision": 0.9392845859659347,
- "recall": 0.9383283582089552,
- "support": 33500.0
+ "f1-score": 0.9437458232244597,
+ "precision": 0.9437490553802075,
+ "recall": 0.9437705927079184,
+ "support": 27619.0
},
"step": 810
},
{
"epoch": 11.0,
"eval_B": {
- "f1-score": 0.8901136755080951,
- "precision": 0.8831168831168831,
- "recall": 0.8972222222222223,
- "support": 1440.0
+ "f1-score": 0.8830917874396135,
+ "precision": 0.8899707887049659,
+ "recall": 0.8763183125599233,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620073001078947,
- "precision": 0.9535359970874671,
- "recall": 0.9706304720433594,
- "support": 21587.0
+ "f1-score": 0.9574634882843123,
+ "precision": 0.9647182727751448,
+ "recall": 0.9503170028818444,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.917413322945072,
- "precision": 0.9361025539103647,
- "recall": 0.8994557433400172,
- "support": 10473.0
+ "f1-score": 0.9200619426496501,
+ "precision": 0.9067466582465004,
+ "recall": 0.9337741166269239,
+ "support": 9226.0
},
- "eval_accuracy": 0.9452238805970149,
- "eval_loss": 0.3123624622821808,
+ "eval_accuracy": 0.9419964517180202,
+ "eval_loss": 0.3198166787624359,
"eval_macro avg": {
- "f1-score": 0.9231780995203539,
- "precision": 0.9242518113715716,
- "recall": 0.922436145868533,
- "support": 33500.0
- },
- "eval_runtime": 4.7539,
- "eval_samples_per_second": 17.039,
- "eval_steps_per_second": 2.314,
+ "f1-score": 0.9202057394578587,
+ "precision": 0.9204785732422037,
+ "recall": 0.9201364773562305,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6345,
+ "eval_samples_per_second": 17.262,
+ "eval_steps_per_second": 2.158,
"eval_weighted avg": {
- "f1-score": 0.9449756719810304,
- "precision": 0.9450588635199616,
- "recall": 0.9452238805970149,
- "support": 33500.0
+ "f1-score": 0.942161111514465,
+ "precision": 0.9425303680165918,
+ "recall": 0.9419964517180202,
+ "support": 27619.0
},
"step": 891
},
{
"epoch": 12.0,
"eval_B": {
- "f1-score": 0.8800819952169457,
- "precision": 0.8661735036987223,
- "recall": 0.8944444444444445,
- "support": 1440.0
+ "f1-score": 0.871306005719733,
+ "precision": 0.8663507109004739,
+ "recall": 0.8763183125599233,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9595463311598861,
- "precision": 0.9512039692293687,
- "recall": 0.9680363181544448,
- "support": 21587.0
+ "f1-score": 0.9576855173984852,
+ "precision": 0.9464205312922107,
+ "recall": 0.9692219020172911,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9115367743822197,
- "precision": 0.9310035842293907,
- "recall": 0.8928673732454884,
- "support": 10473.0
+ "f1-score": 0.9162135168127844,
+ "precision": 0.9386084583901774,
+ "recall": 0.8948623455451984,
+ "support": 9226.0
},
- "eval_accuracy": 0.9413731343283582,
- "eval_loss": 0.3427491784095764,
+ "eval_accuracy": 0.9408740359897172,
+ "eval_loss": 0.35264310240745544,
"eval_macro avg": {
- "f1-score": 0.9170550335863505,
- "precision": 0.9161270190524938,
- "recall": 0.9184493786147926,
- "support": 33500.0
- },
- "eval_runtime": 4.7455,
- "eval_samples_per_second": 17.069,
- "eval_steps_per_second": 2.318,
+ "f1-score": 0.9150683466436677,
+ "precision": 0.917126566860954,
+ "recall": 0.9134675200408043,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6326,
+ "eval_samples_per_second": 17.269,
+ "eval_steps_per_second": 2.159,
"eval_weighted avg": {
- "f1-score": 0.9411214734915179,
- "precision": 0.9412337452750731,
- "recall": 0.9413731343283582,
- "support": 33500.0
+ "f1-score": 0.9405699625961891,
+ "precision": 0.9407871989028143,
+ "recall": 0.9408740359897172,
+ "support": 27619.0
},
"step": 972
},
{
"epoch": 12.35,
- "grad_norm": 0.47551417350769043,
+ "grad_norm": 0.3602512776851654,
"learning_rate": 1.506172839506173e-05,
- "loss": 0.0222,
+ "loss": 0.021,
"step": 1000
},
{
"epoch": 13.0,
"eval_B": {
- "f1-score": 0.8896434634974534,
- "precision": 0.8704318936877077,
- "recall": 0.9097222222222222,
- "support": 1440.0
+ "f1-score": 0.877092300334768,
+ "precision": 0.875,
+ "recall": 0.8791946308724832,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620136667970457,
- "precision": 0.9556591698665204,
- "recall": 0.9684532357437347,
- "support": 21587.0
+ "f1-score": 0.9597242793665263,
+ "precision": 0.9486991778353419,
+ "recall": 0.9710086455331413,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9183177933177933,
- "precision": 0.9343808676746714,
- "recall": 0.9027976701995608,
- "support": 10473.0
+ "f1-score": 0.9203392649259936,
+ "precision": 0.9419040054464994,
+ "recall": 0.8997398655972252,
+ "support": 9226.0
},
- "eval_accuracy": 0.9454029850746268,
- "eval_loss": 0.3816670775413513,
+ "eval_accuracy": 0.943734385748941,
+ "eval_loss": 0.3594338297843933,
"eval_macro avg": {
- "f1-score": 0.9233249745374308,
- "precision": 0.9201573104096331,
- "recall": 0.9269910427218392,
- "support": 33500.0
- },
- "eval_runtime": 4.7247,
- "eval_samples_per_second": 17.144,
- "eval_steps_per_second": 2.328,
+ "f1-score": 0.9190519482090961,
+ "precision": 0.9218677277606138,
+ "recall": 0.9166477140009498,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6042,
+ "eval_samples_per_second": 17.376,
+ "eval_steps_per_second": 2.172,
"eval_weighted avg": {
- "f1-score": 0.945242324238848,
- "precision": 0.9453435001186778,
- "recall": 0.9454029850746268,
- "support": 33500.0
+ "f1-score": 0.943447393984779,
+ "precision": 0.9436461164304495,
+ "recall": 0.943734385748941,
+ "support": 27619.0
},
"step": 1053
},
{
"epoch": 14.0,
"eval_B": {
- "f1-score": 0.8865272540281112,
- "precision": 0.8754231550440081,
- "recall": 0.8979166666666667,
- "support": 1440.0
+ "f1-score": 0.8754052802223252,
+ "precision": 0.8467741935483871,
+ "recall": 0.9060402684563759,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9599206715247671,
- "precision": 0.9557331129172981,
- "recall": 0.9641450873210728,
- "support": 21587.0
+ "f1-score": 0.9574973153224439,
+ "precision": 0.9392880904856953,
+ "recall": 0.9764265129682997,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9141367826632559,
- "precision": 0.9242631270739801,
- "recall": 0.9042299245679366,
- "support": 10473.0
+ "f1-score": 0.9130164471825015,
+ "precision": 0.9539388213062477,
+ "recall": 0.8754606546715803,
+ "support": 9226.0
},
- "eval_accuracy": 0.9425671641791045,
- "eval_loss": 0.3827010989189148,
+ "eval_accuracy": 0.9400412759332344,
+ "eval_loss": 0.3840242028236389,
"eval_macro avg": {
- "f1-score": 0.9201949027387114,
- "precision": 0.9184731316784287,
- "recall": 0.9220972261852255,
- "support": 33500.0
- },
- "eval_runtime": 4.7319,
- "eval_samples_per_second": 17.118,
- "eval_steps_per_second": 2.325,
+ "f1-score": 0.9153063475757568,
+ "precision": 0.9133337017801101,
+ "recall": 0.9193091453654186,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6182,
+ "eval_samples_per_second": 17.323,
+ "eval_steps_per_second": 2.165,
"eval_weighted avg": {
- "f1-score": 0.9424525763235196,
- "precision": 0.9424426203479068,
- "recall": 0.9425671641791045,
- "support": 33500.0
+ "f1-score": 0.9395385738014427,
+ "precision": 0.9406884180878825,
+ "recall": 0.9400412759332344,
+ "support": 27619.0
},
"step": 1134
},
{
"epoch": 15.0,
"eval_B": {
- "f1-score": 0.8871919472405415,
- "precision": 0.8868841082581541,
- "recall": 0.8875,
- "support": 1440.0
+ "f1-score": 0.8797709923664121,
+ "precision": 0.8755935422602089,
+ "recall": 0.8839884947267498,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9616856471022177,
- "precision": 0.9571841585975862,
- "recall": 0.9662296752675221,
- "support": 21587.0
+ "f1-score": 0.9603688219460511,
+ "precision": 0.954302299112224,
+ "recall": 0.9665129682997118,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9181813798756087,
- "precision": 0.9273470977795092,
- "recall": 0.9091950730449728,
- "support": 10473.0
+ "f1-score": 0.922722283205269,
+ "precision": 0.9346230820547031,
+ "recall": 0.9111207457186213,
+ "support": 9226.0
},
- "eval_accuracy": 0.9450149253731344,
- "eval_loss": 0.39016807079315186,
+ "eval_accuracy": 0.9448930084362215,
+ "eval_loss": 0.3762665390968323,
"eval_macro avg": {
- "f1-score": 0.9223529914061226,
- "precision": 0.9238051215450831,
- "recall": 0.920974916104165,
- "support": 33500.0
- },
- "eval_runtime": 4.7376,
- "eval_samples_per_second": 17.097,
- "eval_steps_per_second": 2.322,
+ "f1-score": 0.9209540325059108,
+ "precision": 0.9215063078090453,
+ "recall": 0.920540736248361,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.586,
+ "eval_samples_per_second": 17.444,
+ "eval_steps_per_second": 2.181,
"eval_weighted avg": {
- "f1-score": 0.944882927148036,
- "precision": 0.9448344388830637,
- "recall": 0.9450149253731344,
- "support": 33500.0
+ "f1-score": 0.944749483712443,
+ "precision": 0.9447562007752335,
+ "recall": 0.9448930084362215,
+ "support": 27619.0
},
"step": 1215
},
{
"epoch": 16.0,
"eval_B": {
- "f1-score": 0.8897338403041825,
- "precision": 0.8857536132140399,
- "recall": 0.89375,
- "support": 1440.0
+ "f1-score": 0.8858669256920835,
+ "precision": 0.8976377952755905,
+ "recall": 0.8744007670182167,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9608010520729992,
- "precision": 0.9570693142121713,
- "recall": 0.9645620049103627,
- "support": 21587.0
+ "f1-score": 0.9586212929752427,
+ "precision": 0.9701351590627397,
+ "recall": 0.9473775216138328,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9159121556540166,
- "precision": 0.9240112719852298,
- "recall": 0.9079537859257137,
- "support": 10473.0
+ "f1-score": 0.9235412474849094,
+ "precision": 0.9027950310559006,
+ "recall": 0.9452633860828095,
+ "support": 9226.0
},
- "eval_accuracy": 0.943820895522388,
- "eval_loss": 0.40087994933128357,
+ "eval_accuracy": 0.9439154205438285,
+ "eval_loss": 0.36898088455200195,
"eval_macro avg": {
- "f1-score": 0.9221490160103993,
- "precision": 0.9222780664704805,
- "recall": 0.9220885969453588,
- "support": 33500.0
- },
- "eval_runtime": 4.8145,
- "eval_samples_per_second": 16.824,
- "eval_steps_per_second": 2.285,
+ "f1-score": 0.9226764887174118,
+ "precision": 0.923522661798077,
+ "recall": 0.922347224904953,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6024,
+ "eval_samples_per_second": 17.382,
+ "eval_steps_per_second": 2.173,
"eval_weighted avg": {
- "f1-score": 0.9437127476806678,
- "precision": 0.9436689713560499,
- "recall": 0.943820895522388,
- "support": 33500.0
+ "f1-score": 0.9441554794131966,
+ "precision": 0.9449027186622512,
+ "recall": 0.9439154205438285,
+ "support": 27619.0
},
"step": 1296
},
{
"epoch": 17.0,
"eval_B": {
- "f1-score": 0.8904347826086957,
- "precision": 0.89198606271777,
- "recall": 0.8888888888888888,
- "support": 1440.0
+ "f1-score": 0.8863309352517986,
+ "precision": 0.8867562380038387,
+ "recall": 0.8859060402684564,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9615171394252979,
- "precision": 0.9589034784611841,
- "recall": 0.9641450873210728,
- "support": 21587.0
+ "f1-score": 0.9630614486386496,
+ "precision": 0.9659090909090909,
+ "recall": 0.9602305475504322,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9182546920750733,
- "precision": 0.9232625482625483,
- "recall": 0.9133008689009835,
- "support": 10473.0
+ "f1-score": 0.9296685529506872,
+ "precision": 0.9245363918962375,
+ "recall": 0.9348580099718188,
+ "support": 9226.0
},
- "eval_accuracy": 0.9450149253731344,
- "eval_loss": 0.42787015438079834,
+ "eval_accuracy": 0.9489481878417032,
+ "eval_loss": 0.3569599986076355,
"eval_macro avg": {
- "f1-score": 0.9234022047030224,
- "precision": 0.9247173631471673,
- "recall": 0.9221116150369818,
- "support": 33500.0
- },
- "eval_runtime": 4.7453,
- "eval_samples_per_second": 17.07,
- "eval_steps_per_second": 2.318,
+ "f1-score": 0.9263536456137119,
+ "precision": 0.9257339069363891,
+ "recall": 0.9269981992635691,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6143,
+ "eval_samples_per_second": 17.337,
+ "eval_steps_per_second": 2.167,
"eval_weighted avg": {
- "f1-score": 0.9449366556964975,
- "precision": 0.9448847160539952,
- "recall": 0.9450149253731344,
- "support": 33500.0
+ "f1-score": 0.9490090650954502,
+ "precision": 0.9490996138580476,
+ "recall": 0.9489481878417032,
+ "support": 27619.0
},
"step": 1377
},
{
"epoch": 18.0,
"eval_B": {
- "f1-score": 0.8895027624309393,
- "precision": 0.8846153846153846,
- "recall": 0.8944444444444445,
- "support": 1440.0
+ "f1-score": 0.8778409090909091,
+ "precision": 0.8671655753040225,
+ "recall": 0.8887823585810163,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9607206210979795,
- "precision": 0.9555912007332722,
- "recall": 0.9659054060314078,
- "support": 21587.0
+ "f1-score": 0.9557028055829692,
+ "precision": 0.9355230471984544,
+ "recall": 0.9767723342939482,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9159781610861478,
- "precision": 0.9271322378716745,
- "recall": 0.905089277188962,
- "support": 10473.0
+ "f1-score": 0.9098012570069645,
+ "precision": 0.9524599881446354,
+ "recall": 0.8707999132885325,
+ "support": 9226.0
},
- "eval_accuracy": 0.943820895522388,
- "eval_loss": 0.422620564699173,
+ "eval_accuracy": 0.938049893189471,
+ "eval_loss": 0.4151785373687744,
"eval_macro avg": {
- "f1-score": 0.9220671815383555,
- "precision": 0.9224462744067772,
- "recall": 0.9218130425549381,
- "support": 33500.0
- },
- "eval_runtime": 4.7703,
- "eval_samples_per_second": 16.98,
- "eval_steps_per_second": 2.306,
+ "f1-score": 0.9144483238936143,
+ "precision": 0.9183828702157042,
+ "recall": 0.9121182020544989,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6304,
+ "eval_samples_per_second": 17.277,
+ "eval_steps_per_second": 2.16,
"eval_weighted avg": {
- "f1-score": 0.9436716210924735,
- "precision": 0.9436432636210552,
- "recall": 0.943820895522388,
- "support": 33500.0
+ "f1-score": 0.9374292386470396,
+ "precision": 0.9385993125948691,
+ "recall": 0.938049893189471,
+ "support": 27619.0
},
"step": 1458
},
{
"epoch": 18.52,
- "grad_norm": 0.1027584820985794,
+ "grad_norm": 10.955327033996582,
"learning_rate": 1.2592592592592593e-05,
- "loss": 0.0054,
+ "loss": 0.0058,
"step": 1500
},
{
"epoch": 19.0,
"eval_B": {
- "f1-score": 0.8924247665167762,
- "precision": 0.8890420399724328,
- "recall": 0.8958333333333334,
- "support": 1440.0
+ "f1-score": 0.8850241545893719,
+ "precision": 0.8919182083739046,
+ "recall": 0.87823585810163,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9599648245857633,
- "precision": 0.959121387283237,
- "recall": 0.9608097466067541,
- "support": 21587.0
+ "f1-score": 0.9626489459211732,
+ "precision": 0.956838628857761,
+ "recall": 0.9685302593659942,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9158252380724505,
- "precision": 0.9179777436684574,
- "recall": 0.913682803399217,
- "support": 10473.0
+ "f1-score": 0.927475898334794,
+ "precision": 0.9375415282392027,
+ "recall": 0.9176241057879905,
+ "support": 9226.0
},
- "eval_accuracy": 0.9432835820895522,
- "eval_loss": 0.4375981390476227,
+ "eval_accuracy": 0.9481154277852203,
+ "eval_loss": 0.3719603419303894,
"eval_macro avg": {
- "f1-score": 0.9227382763916633,
- "precision": 0.9220470569747091,
- "recall": 0.9234419611131015,
- "support": 33500.0
- },
- "eval_runtime": 4.7487,
- "eval_samples_per_second": 17.057,
- "eval_steps_per_second": 2.316,
+ "f1-score": 0.9250496662817796,
+ "precision": 0.9287661218236227,
+ "recall": 0.9214634077518715,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6041,
+ "eval_samples_per_second": 17.376,
+ "eval_steps_per_second": 2.172,
"eval_weighted avg": {
- "f1-score": 0.9432623895656658,
- "precision": 0.9432464129636805,
- "recall": 0.9432835820895522,
- "support": 33500.0
+ "f1-score": 0.9479681394332119,
+ "precision": 0.9479408755404257,
+ "recall": 0.9481154277852203,
+ "support": 27619.0
},
"step": 1539
},
{
"epoch": 20.0,
"eval_B": {
- "f1-score": 0.8907273354015857,
- "precision": 0.8843258042436687,
- "recall": 0.8972222222222223,
- "support": 1440.0
+ "f1-score": 0.8742857142857142,
+ "precision": 0.8684957426679281,
+ "recall": 0.8801534036433365,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620682542229149,
- "precision": 0.9520958083832335,
- "recall": 0.972251818223931,
- "support": 21587.0
+ "f1-score": 0.9602204921293401,
+ "precision": 0.9469289396996189,
+ "recall": 0.9738904899135447,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9177252296267345,
- "precision": 0.9396698349174587,
- "recall": 0.8967822018523823,
- "support": 10473.0
+ "f1-score": 0.9205305394560855,
+ "precision": 0.9473503097040605,
+ "recall": 0.8951875135486668,
+ "support": 9226.0
},
- "eval_accuracy": 0.9454328358208955,
- "eval_loss": 0.44444534182548523,
+ "eval_accuracy": 0.9440602483797386,
+ "eval_loss": 0.36765894293785095,
"eval_macro avg": {
- "f1-score": 0.9235069397504118,
- "precision": 0.9253638158481202,
- "recall": 0.922085414099512,
- "support": 33500.0
- },
- "eval_runtime": 4.7631,
- "eval_samples_per_second": 17.006,
- "eval_steps_per_second": 2.309,
+ "f1-score": 0.9183455819570466,
+ "precision": 0.9209249973572025,
+ "recall": 0.9164104690351826,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6404,
+ "eval_samples_per_second": 17.24,
+ "eval_steps_per_second": 2.155,
"eval_weighted avg": {
- "f1-score": 0.9451388387095264,
- "precision": 0.9452980165603072,
- "recall": 0.9454328358208955,
- "support": 33500.0
+ "f1-score": 0.9437170171065533,
+ "precision": 0.9441077562808465,
+ "recall": 0.9440602483797386,
+ "support": 27619.0
},
"step": 1620
},
{
"epoch": 21.0,
"eval_B": {
- "f1-score": 0.890790825059911,
- "precision": 0.8784604996623903,
- "recall": 0.9034722222222222,
- "support": 1440.0
+ "f1-score": 0.8885767790262172,
+ "precision": 0.868252516010979,
+ "recall": 0.909875359539789,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9615375783600082,
- "precision": 0.9533284764593388,
- "recall": 0.9698892852179553,
- "support": 21587.0
+ "f1-score": 0.9616143138880155,
+ "precision": 0.9537903271531439,
+ "recall": 0.9695677233429395,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9162201656113005,
- "precision": 0.9351695336581486,
- "recall": 0.8980234889716414,
- "support": 10473.0
+ "f1-score": 0.9245376759591498,
+ "precision": 0.9420632242096973,
+ "recall": 0.9076522870149577,
+ "support": 9226.0
},
- "eval_accuracy": 0.9445671641791045,
- "eval_loss": 0.4363422691822052,
+ "eval_accuracy": 0.9466309424671422,
+ "eval_loss": 0.374899685382843,
"eval_macro avg": {
- "f1-score": 0.9228495230104065,
- "precision": 0.9223195032599593,
- "recall": 0.9237949988039397,
- "support": 33500.0
- },
- "eval_runtime": 4.7902,
- "eval_samples_per_second": 16.91,
- "eval_steps_per_second": 2.296,
+ "f1-score": 0.9249095896244609,
+ "precision": 0.9213686891246068,
+ "recall": 0.9290317899658954,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5979,
+ "eval_samples_per_second": 17.399,
+ "eval_steps_per_second": 2.175,
"eval_weighted avg": {
- "f1-score": 0.9443290831818184,
- "precision": 0.9444332975177129,
- "recall": 0.9445671641791045,
- "support": 33500.0
+ "f1-score": 0.9464708542988716,
+ "precision": 0.9466427045463329,
+ "recall": 0.9466309424671422,
+ "support": 27619.0
},
"step": 1701
},
{
"epoch": 22.0,
"eval_B": {
- "f1-score": 0.8907216494845361,
- "precision": 0.8816326530612245,
- "recall": 0.9,
- "support": 1440.0
+ "f1-score": 0.875898418782942,
+ "precision": 0.8754789272030651,
+ "recall": 0.8763183125599233,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.961758728985775,
- "precision": 0.9588801399825022,
- "recall": 0.9646546532635383,
- "support": 21587.0
+ "f1-score": 0.9606979453806588,
+ "precision": 0.9475306911822412,
+ "recall": 0.9742363112391931,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9186952756663139,
- "precision": 0.9258217783380199,
- "recall": 0.9116776472834909,
- "support": 10473.0
+ "f1-score": 0.9217236387930074,
+ "precision": 0.94757326007326,
+ "recall": 0.897246910903967,
+ "support": 9226.0
},
- "eval_accuracy": 0.9453134328358209,
- "eval_loss": 0.3998025953769684,
+ "eval_accuracy": 0.9448205945182664,
+ "eval_loss": 0.3899074196815491,
"eval_macro avg": {
- "f1-score": 0.9237252180455416,
- "precision": 0.9221115237939155,
- "recall": 0.925444100182343,
- "support": 33500.0
- },
- "eval_runtime": 4.7313,
- "eval_samples_per_second": 17.12,
- "eval_steps_per_second": 2.325,
+ "f1-score": 0.919440000985536,
+ "precision": 0.9235276261528554,
+ "recall": 0.9159338449010278,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5958,
+ "eval_samples_per_second": 17.407,
+ "eval_steps_per_second": 2.176,
"eval_weighted avg": {
- "f1-score": 0.9452424023858794,
- "precision": 0.9452247190072991,
- "recall": 0.9453134328358209,
- "support": 33500.0
+ "f1-score": 0.9444764001104068,
+ "precision": 0.9448239585256736,
+ "recall": 0.9448205945182664,
+ "support": 27619.0
},
"step": 1782
},
{
"epoch": 23.0,
"eval_B": {
- "f1-score": 0.8938053097345132,
- "precision": 0.8765020026702269,
- "recall": 0.9118055555555555,
- "support": 1440.0
+ "f1-score": 0.8766079085278704,
+ "precision": 0.8712121212121212,
+ "recall": 0.8820709491850431,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620159689850926,
- "precision": 0.9584770313146641,
- "recall": 0.9655811367952934,
- "support": 21587.0
+ "f1-score": 0.9571775605897973,
+ "precision": 0.9385663638378019,
+ "recall": 0.9765417867435159,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.918660748745658,
- "precision": 0.9284251584592882,
- "recall": 0.9090995894204144,
- "support": 10473.0
+ "f1-score": 0.9132322264193494,
+ "precision": 0.9515920573375631,
+ "recall": 0.877845220030349,
+ "support": 9226.0
},
- "eval_accuracy": 0.9456119402985075,
- "eval_loss": 0.4420088231563568,
+ "eval_accuracy": 0.9400050689742568,
+ "eval_loss": 0.4506397247314453,
"eval_macro avg": {
- "f1-score": 0.9248273424884212,
- "precision": 0.9211347308147264,
- "recall": 0.9288287605904211,
- "support": 33500.0
- },
- "eval_runtime": 4.7375,
- "eval_samples_per_second": 17.098,
- "eval_steps_per_second": 2.322,
+ "f1-score": 0.9156725651790056,
+ "precision": 0.9204568474624955,
+ "recall": 0.9121526519863027,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6193,
+ "eval_samples_per_second": 17.319,
+ "eval_steps_per_second": 2.165,
"eval_weighted avg": {
- "f1-score": 0.9455299220929005,
- "precision": 0.9455583057725045,
- "recall": 0.9456119402985075,
- "support": 33500.0
+ "f1-score": 0.939455202786939,
+ "precision": 0.9403739808105457,
+ "recall": 0.9400050689742568,
+ "support": 27619.0
},
"step": 1863
},
{
"epoch": 24.0,
"eval_B": {
- "f1-score": 0.89482699554642,
- "precision": 0.8830290736984449,
- "recall": 0.9069444444444444,
- "support": 1440.0
+ "f1-score": 0.8786853552440792,
+ "precision": 0.8859649122807017,
+ "recall": 0.8715244487056567,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.962135833103575,
- "precision": 0.9544605005242285,
- "recall": 0.969935609394543,
- "support": 21587.0
+ "f1-score": 0.9558590028580501,
+ "precision": 0.9575452599919023,
+ "recall": 0.954178674351585,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9185192391885975,
- "precision": 0.9362356207854026,
- "recall": 0.9014608994557434,
- "support": 10473.0
+ "f1-score": 0.9160280626011873,
+ "precision": 0.9121883061049011,
+ "recall": 0.9199002818122697,
+ "support": 9226.0
},
- "eval_accuracy": 0.945820895522388,
- "eval_loss": 0.4822453558444977,
+ "eval_accuracy": 0.9396067924255042,
+ "eval_loss": 0.42392534017562866,
"eval_macro avg": {
- "f1-score": 0.9251606892795309,
- "precision": 0.924575065002692,
- "recall": 0.9261136510982436,
- "support": 33500.0
- },
- "eval_runtime": 4.7345,
- "eval_samples_per_second": 17.108,
- "eval_steps_per_second": 2.323,
+ "f1-score": 0.9168574735677723,
+ "precision": 0.9185661594591683,
+ "recall": 0.9152011349565038,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6242,
+ "eval_samples_per_second": 17.3,
+ "eval_steps_per_second": 2.163,
"eval_weighted avg": {
- "f1-score": 0.9456068386512209,
- "precision": 0.945692428281427,
- "recall": 0.945820895522388,
- "support": 33500.0
+ "f1-score": 0.9396392856607877,
+ "precision": 0.9396908279261412,
+ "recall": 0.9396067924255042,
+ "support": 27619.0
},
"step": 1944
},
{
"epoch": 24.69,
- "grad_norm": 0.10262901335954666,
+ "grad_norm": 0.030169092118740082,
"learning_rate": 1.0123456790123458e-05,
- "loss": 0.0037,
+ "loss": 0.0026,
"step": 2000
},
{
"epoch": 25.0,
"eval_B": {
- "f1-score": 0.8864342423196411,
- "precision": 0.8812628689087165,
- "recall": 0.8916666666666667,
- "support": 1440.0
+ "f1-score": 0.8887832699619772,
+ "precision": 0.88124410933082,
+ "recall": 0.8964525407478428,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9595285234126801,
- "precision": 0.9537320946409775,
- "recall": 0.9653958400889424,
- "support": 21587.0
+ "f1-score": 0.9607269808508199,
+ "precision": 0.9556860955857192,
+ "recall": 0.9658213256484149,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9129445923058311,
- "precision": 0.9255298273155416,
- "recall": 0.9006970304592762,
- "support": 10473.0
+ "f1-score": 0.9237260273972602,
+ "precision": 0.9340647163120568,
+ "recall": 0.9136137004118795,
+ "support": 9226.0
},
- "eval_accuracy": 0.942,
- "eval_loss": 0.46240004897117615,
+ "eval_accuracy": 0.9457619754516818,
+ "eval_loss": 0.398232638835907,
"eval_macro avg": {
- "f1-score": 0.9196357860127174,
- "precision": 0.9201749302884119,
- "recall": 0.9192531790716284,
- "support": 33500.0
- },
- "eval_runtime": 4.7408,
- "eval_samples_per_second": 17.086,
- "eval_steps_per_second": 2.32,
+ "f1-score": 0.9244120927366858,
+ "precision": 0.9236649737428652,
+ "recall": 0.9252958556027124,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5953,
+ "eval_samples_per_second": 17.409,
+ "eval_steps_per_second": 2.176,
"eval_weighted avg": {
- "f1-score": 0.941823171912501,
- "precision": 0.9418002131259403,
- "recall": 0.942,
- "support": 33500.0
+ "f1-score": 0.9456501103261954,
+ "precision": 0.9456523566073828,
+ "recall": 0.9457619754516818,
+ "support": 27619.0
},
"step": 2025
},
{
"epoch": 26.0,
"eval_B": {
- "f1-score": 0.892392049348869,
- "precision": 0.8809201623815968,
- "recall": 0.9041666666666667,
- "support": 1440.0
+ "f1-score": 0.8827717133364974,
+ "precision": 0.8740601503759399,
+ "recall": 0.8916586768935763,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9613188432492171,
- "precision": 0.9556420233463035,
- "recall": 0.9670635104461018,
- "support": 21587.0
+ "f1-score": 0.9590283123770422,
+ "precision": 0.9489364103142809,
+ "recall": 0.9693371757925072,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9172881355932202,
- "precision": 0.9306278864105335,
- "recall": 0.904325408192495,
- "support": 10473.0
+ "f1-score": 0.9188171447557869,
+ "precision": 0.9393115942028986,
+ "recall": 0.8991979189247779,
+ "support": 9226.0
},
- "eval_accuracy": 0.9447462686567164,
- "eval_loss": 0.4685353934764862,
+ "eval_accuracy": 0.9429740396104132,
+ "eval_loss": 0.4066696763038635,
"eval_macro avg": {
- "f1-score": 0.9236663427304355,
- "precision": 0.9223966907128114,
- "recall": 0.9251851951017546,
- "support": 33500.0
- },
- "eval_runtime": 4.7522,
- "eval_samples_per_second": 17.045,
- "eval_steps_per_second": 2.315,
+ "f1-score": 0.9202057234897755,
+ "precision": 0.9207693849643731,
+ "recall": 0.9200645905369539,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6361,
+ "eval_samples_per_second": 17.256,
+ "eval_steps_per_second": 2.157,
"eval_weighted avg": {
- "f1-score": 0.9445908377418215,
- "precision": 0.9446100073487664,
- "recall": 0.9447462686567164,
- "support": 33500.0
+ "f1-score": 0.9427162132687112,
+ "precision": 0.942893668268613,
+ "recall": 0.9429740396104132,
+ "support": 27619.0
},
"step": 2106
},
{
"epoch": 27.0,
"eval_B": {
- "f1-score": 0.8878923766816142,
- "precision": 0.882111034955449,
- "recall": 0.89375,
- "support": 1440.0
+ "f1-score": 0.8731307284129282,
+ "precision": 0.8786407766990292,
+ "recall": 0.8676893576222435,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9603469923524712,
- "precision": 0.9467098748762265,
- "recall": 0.9743827303469681,
- "support": 21587.0
+ "f1-score": 0.9568967963451661,
+ "precision": 0.9424291543234028,
+ "recall": 0.9718155619596541,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9131848640126133,
- "precision": 0.943398147205538,
- "recall": 0.8848467487825837,
- "support": 10473.0
+ "f1-score": 0.9140816781968311,
+ "precision": 0.9418257070590941,
+ "recall": 0.8879254281378712,
+ "support": 9226.0
},
- "eval_accuracy": 0.9429253731343283,
- "eval_loss": 0.5011060833930969,
+ "eval_accuracy": 0.9398602411383468,
+ "eval_loss": 0.44146138429641724,
"eval_macro avg": {
- "f1-score": 0.9204747443488995,
- "precision": 0.9240730190124045,
- "recall": 0.9176598263765173,
- "support": 33500.0
- },
- "eval_runtime": 4.7877,
- "eval_samples_per_second": 16.918,
- "eval_steps_per_second": 2.298,
+ "f1-score": 0.9147030676516418,
+ "precision": 0.920965212693842,
+ "recall": 0.9091434492399229,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6584,
+ "eval_samples_per_second": 17.173,
+ "eval_steps_per_second": 2.147,
"eval_weighted avg": {
- "f1-score": 0.942488376929505,
- "precision": 0.9428977538797776,
- "recall": 0.9429253731343283,
- "support": 33500.0
+ "f1-score": 0.9394312730137688,
+ "precision": 0.9398186802902107,
+ "recall": 0.9398602411383468,
+ "support": 27619.0
},
"step": 2187
},
{
"epoch": 28.0,
"eval_B": {
- "f1-score": 0.8914835164835164,
- "precision": 0.8817934782608695,
- "recall": 0.9013888888888889,
- "support": 1440.0
+ "f1-score": 0.8846153846153846,
+ "precision": 0.8871745419479267,
+ "recall": 0.8820709491850431,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9599201652393882,
- "precision": 0.9618175053483397,
- "recall": 0.9580302960114884,
- "support": 21587.0
+ "f1-score": 0.9619680394066098,
+ "precision": 0.9559995446265938,
+ "recall": 0.9680115273775216,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9164245916472212,
- "precision": 0.9141174235227056,
- "recall": 0.9187434355008116,
- "support": 10473.0
+ "f1-score": 0.9258771929824562,
+ "precision": 0.9367650321721767,
+ "recall": 0.9152395404292217,
+ "support": 9226.0
},
- "eval_accuracy": 0.9433134328358209,
- "eval_loss": 0.4657354950904846,
+ "eval_accuracy": 0.9471378398928274,
+ "eval_loss": 0.4067588746547699,
"eval_macro avg": {
- "f1-score": 0.9226094244567086,
- "precision": 0.919242802377305,
- "recall": 0.9260542068003962,
- "support": 33500.0
- },
- "eval_runtime": 4.7715,
- "eval_samples_per_second": 16.976,
- "eval_steps_per_second": 2.305,
+ "f1-score": 0.9241535390014834,
+ "precision": 0.9266463729155657,
+ "recall": 0.9217740056639289,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6224,
+ "eval_samples_per_second": 17.307,
+ "eval_steps_per_second": 2.163,
"eval_weighted avg": {
- "f1-score": 0.9433805259426951,
- "precision": 0.9434653394986137,
- "recall": 0.9433134328358209,
- "support": 33500.0
+ "f1-score": 0.9469909233612611,
+ "precision": 0.9469752465094172,
+ "recall": 0.9471378398928274,
+ "support": 27619.0
},
"step": 2268
},
{
"epoch": 29.0,
"eval_B": {
- "f1-score": 0.8932038834951457,
- "precision": 0.8623141564318035,
- "recall": 0.9263888888888889,
- "support": 1440.0
+ "f1-score": 0.8919301557338367,
+ "precision": 0.8782527881040892,
+ "recall": 0.9060402684563759,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9610192139335576,
- "precision": 0.9559099867088318,
- "recall": 0.9661833510909343,
- "support": 21587.0
+ "f1-score": 0.964135443798838,
+ "precision": 0.9576391652925457,
+ "recall": 0.9707204610951009,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9164846896685592,
- "precision": 0.9318136964673377,
- "recall": 0.9016518667048601,
- "support": 10473.0
+ "f1-score": 0.9300406995930042,
+ "precision": 0.944059848146494,
+ "recall": 0.9164318231086062,
+ "support": 9226.0
},
- "eval_accuracy": 0.9442985074626866,
- "eval_loss": 0.45431333780288696,
+ "eval_accuracy": 0.9501430174879612,
+ "eval_loss": 0.4006032943725586,
"eval_macro avg": {
- "f1-score": 0.9235692623657542,
- "precision": 0.9166792798693243,
- "recall": 0.931408035561561,
- "support": 33500.0
- },
- "eval_runtime": 4.7759,
- "eval_samples_per_second": 16.96,
- "eval_steps_per_second": 2.303,
+ "f1-score": 0.9287020997085597,
+ "precision": 0.9266506005143763,
+ "recall": 0.9310641842200277,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5962,
+ "eval_samples_per_second": 17.406,
+ "eval_steps_per_second": 2.176,
"eval_weighted avg": {
- "f1-score": 0.9441814781586727,
- "precision": 0.9443536152670977,
- "recall": 0.9442985074626866,
- "support": 33500.0
+ "f1-score": 0.9500195009517102,
+ "precision": 0.9501051209246456,
+ "recall": 0.9501430174879612,
+ "support": 27619.0
},
"step": 2349
},
{
"epoch": 30.0,
"eval_B": {
- "f1-score": 0.8953290146607569,
- "precision": 0.8794373744139317,
- "recall": 0.9118055555555555,
- "support": 1440.0
+ "f1-score": 0.8796956728483118,
+ "precision": 0.8726415094339622,
+ "recall": 0.8868648130393096,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620589989448088,
- "precision": 0.9528786295269687,
- "recall": 0.9714179830453513,
- "support": 21587.0
+ "f1-score": 0.9600954979536152,
+ "precision": 0.947067399349557,
+ "recall": 0.9734870317002882,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9176964782884776,
- "precision": 0.9394,
- "recall": 0.896973169101499,
- "support": 10473.0
+ "f1-score": 0.9212857222438862,
+ "precision": 0.9477363896848138,
+ "recall": 0.8962714068935617,
+ "support": 9226.0
},
- "eval_accuracy": 0.9455820895522388,
- "eval_loss": 0.4872027635574341,
+ "eval_accuracy": 0.9444223179695137,
+ "eval_loss": 0.46608424186706543,
"eval_macro avg": {
- "f1-score": 0.9250281639646811,
- "precision": 0.9239053346469669,
- "recall": 0.926732235900802,
- "support": 33500.0
- },
- "eval_runtime": 4.7685,
- "eval_samples_per_second": 16.987,
- "eval_steps_per_second": 2.307,
+ "f1-score": 0.9203589643486044,
+ "precision": 0.922481766156111,
+ "recall": 0.9188744172110531,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5968,
+ "eval_samples_per_second": 17.403,
+ "eval_steps_per_second": 2.175,
"eval_weighted avg": {
- "f1-score": 0.945321689804427,
- "precision": 0.9455079699926786,
- "recall": 0.9455820895522388,
- "support": 33500.0
+ "f1-score": 0.9440950631702127,
+ "precision": 0.9444802637418637,
+ "recall": 0.9444223179695137,
+ "support": 27619.0
},
"step": 2430
},
{
"epoch": 30.86,
- "grad_norm": 8.135757446289062,
+ "grad_norm": 0.0009192481520585716,
"learning_rate": 7.654320987654322e-06,
- "loss": 0.0025,
+ "loss": 0.0015,
"step": 2500
},
{
"epoch": 31.0,
"eval_B": {
- "f1-score": 0.8891177480260899,
- "precision": 0.8791581805838425,
- "recall": 0.8993055555555556,
- "support": 1440.0
+ "f1-score": 0.8760724499523355,
+ "precision": 0.8710900473933649,
+ "recall": 0.8811121764141898,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9598950783461034,
- "precision": 0.9535978787601719,
- "recall": 0.9662759994441099,
- "support": 21587.0
+ "f1-score": 0.9596285601041844,
+ "precision": 0.9430224794124193,
+ "recall": 0.9768299711815562,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9137011538834482,
- "precision": 0.9281000689451394,
- "recall": 0.8997421942136924,
- "support": 10473.0
+ "f1-score": 0.9194073408912335,
+ "precision": 0.953328677839851,
+ "recall": 0.8878170388033817,
+ "support": 9226.0
},
- "eval_accuracy": 0.9425970149253732,
- "eval_loss": 0.4678420424461365,
+ "eval_accuracy": 0.9434809370360984,
+ "eval_loss": 0.48370352387428284,
"eval_macro avg": {
- "f1-score": 0.9209046600852139,
- "precision": 0.9202853760963846,
- "recall": 0.9217745830711194,
- "support": 33500.0
- },
- "eval_runtime": 4.7618,
- "eval_samples_per_second": 17.01,
- "eval_steps_per_second": 2.31,
+ "f1-score": 0.9183694503159178,
+ "precision": 0.9224804015485452,
+ "recall": 0.9152530621330426,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6119,
+ "eval_samples_per_second": 17.347,
+ "eval_steps_per_second": 2.168,
"eval_weighted avg": {
- "f1-score": 0.9424112477025748,
- "precision": 0.9424267824148957,
- "recall": 0.9425970149253732,
- "support": 33500.0
+ "f1-score": 0.943037445605214,
+ "precision": 0.9437487714612122,
+ "recall": 0.9434809370360984,
+ "support": 27619.0
},
"step": 2511
},
{
"epoch": 32.0,
"eval_B": {
- "f1-score": 0.8871355060034306,
- "precision": 0.8766101694915254,
- "recall": 0.8979166666666667,
- "support": 1440.0
+ "f1-score": 0.8770764119601329,
+ "precision": 0.868421052631579,
+ "recall": 0.8859060402684564,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9603147215128719,
- "precision": 0.9538848263254114,
- "recall": 0.966831889563163,
- "support": 21587.0
+ "f1-score": 0.9595270577535243,
+ "precision": 0.9465066726477515,
+ "recall": 0.9729106628242075,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9144436899796294,
- "precision": 0.9292262198127156,
- "recall": 0.9001241287119259,
- "support": 10473.0
+ "f1-score": 0.919819468434836,
+ "precision": 0.9464510950579063,
+ "recall": 0.8946455668762194,
+ "support": 9226.0
},
- "eval_accuracy": 0.9430149253731344,
- "eval_loss": 0.4877029359340668,
+ "eval_accuracy": 0.9434809370360984,
+ "eval_loss": 0.4701555371284485,
"eval_macro avg": {
- "f1-score": 0.9206313058319773,
- "precision": 0.9199070718765507,
- "recall": 0.9216242283139185,
- "support": 33500.0
- },
- "eval_runtime": 4.759,
- "eval_samples_per_second": 17.02,
- "eval_steps_per_second": 2.311,
+ "f1-score": 0.9188076460494976,
+ "precision": 0.9204596067790788,
+ "recall": 0.9178207566562945,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6158,
+ "eval_samples_per_second": 17.332,
+ "eval_steps_per_second": 2.166,
"eval_weighted avg": {
- "f1-score": 0.9428285906597003,
- "precision": 0.942854226568747,
- "recall": 0.9430149253731344,
- "support": 33500.0
+ "f1-score": 0.943149265559139,
+ "precision": 0.9435392929265168,
+ "recall": 0.9434809370360984,
+ "support": 27619.0
},
"step": 2592
},
{
"epoch": 33.0,
"eval_B": {
- "f1-score": 0.8910756701730572,
- "precision": 0.8712674187126742,
- "recall": 0.9118055555555555,
- "support": 1440.0
+ "f1-score": 0.8849976336961666,
+ "precision": 0.8738317757009346,
+ "recall": 0.8964525407478428,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9623726096415894,
- "precision": 0.9516713470423046,
- "recall": 0.9733172742854496,
- "support": 21587.0
+ "f1-score": 0.9615693472524951,
+ "precision": 0.9569585569128896,
+ "recall": 0.9662247838616714,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9176966843241121,
- "precision": 0.9435199193141705,
- "recall": 0.8932493077437219,
- "support": 10473.0
+ "f1-score": 0.9260009859232076,
+ "precision": 0.9359982283246595,
+ "recall": 0.9162150444396271,
+ "support": 9226.0
},
- "eval_accuracy": 0.9456417910447761,
- "eval_loss": 0.49512049555778503,
+ "eval_accuracy": 0.9468843911799848,
+ "eval_loss": 0.4380284249782562,
"eval_macro avg": {
- "f1-score": 0.9237149880462528,
- "precision": 0.9221528950230496,
- "recall": 0.9261240458615757,
- "support": 33500.0
- },
- "eval_runtime": 4.765,
- "eval_samples_per_second": 16.999,
- "eval_steps_per_second": 2.308,
+ "f1-score": 0.9241893222906231,
+ "precision": 0.9222628536461612,
+ "recall": 0.9262974563497138,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5881,
+ "eval_samples_per_second": 17.436,
+ "eval_steps_per_second": 2.18,
"eval_weighted avg": {
- "f1-score": 0.9453410108748842,
- "precision": 0.9456668228813668,
- "recall": 0.9456417910447761,
- "support": 33500.0
+ "f1-score": 0.9467962563055651,
+ "precision": 0.946817667512148,
+ "recall": 0.9468843911799848,
+ "support": 27619.0
},
"step": 2673
},
{
"epoch": 34.0,
"eval_B": {
- "f1-score": 0.8933423913043478,
- "precision": 0.8743351063829787,
- "recall": 0.9131944444444444,
- "support": 1440.0
+ "f1-score": 0.8833652007648184,
+ "precision": 0.880838894184938,
+ "recall": 0.8859060402684564,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620096067661051,
- "precision": 0.9546159459952563,
- "recall": 0.9695186918052532,
- "support": 21587.0
+ "f1-score": 0.9618386073235572,
+ "precision": 0.9541201156921681,
+ "recall": 0.9696829971181556,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9179849111706012,
- "precision": 0.9362589356632248,
- "recall": 0.9004105795856011,
- "support": 10473.0
+ "f1-score": 0.9257281286131146,
+ "precision": 0.9406959829920555,
+ "recall": 0.9112291350531108,
+ "support": 9226.0
},
- "eval_accuracy": 0.9454925373134329,
- "eval_loss": 0.47959965467453003,
+ "eval_accuracy": 0.9469930120569173,
+ "eval_loss": 0.4419035315513611,
"eval_macro avg": {
- "f1-score": 0.9244456364136847,
- "precision": 0.9217366626804866,
- "recall": 0.9277079052784329,
- "support": 33500.0
- },
- "eval_runtime": 4.7437,
- "eval_samples_per_second": 17.075,
- "eval_steps_per_second": 2.319,
+ "f1-score": 0.9236439789004968,
+ "precision": 0.9252183309563873,
+ "recall": 0.9222727241465742,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6449,
+ "eval_samples_per_second": 17.223,
+ "eval_steps_per_second": 2.153,
"eval_weighted avg": {
- "f1-score": 0.9452946387888919,
- "precision": 0.9454261735102102,
- "recall": 0.9454925373134329,
- "support": 33500.0
+ "f1-score": 0.9468126092923719,
+ "precision": 0.9468684642086502,
+ "recall": 0.9469930120569173,
+ "support": 27619.0
},
"step": 2754
},
{
"epoch": 35.0,
"eval_B": {
- "f1-score": 0.8896504455106238,
- "precision": 0.878213802435724,
- "recall": 0.9013888888888889,
- "support": 1440.0
+ "f1-score": 0.8785405664906385,
+ "precision": 0.8798076923076923,
+ "recall": 0.8772770853307766,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9619017054832203,
- "precision": 0.9520805917320869,
- "recall": 0.9719275489878167,
- "support": 21587.0
+ "f1-score": 0.9603404255319149,
+ "precision": 0.945586592178771,
+ "recall": 0.9755619596541787,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.917587251930785,
- "precision": 0.9400100150225338,
- "recall": 0.896209300105032,
- "support": 10473.0
+ "f1-score": 0.9217537000837756,
+ "precision": 0.9508007835004033,
+ "recall": 0.8944287882072404,
+ "support": 9226.0
},
- "eval_accuracy": 0.9452238805970149,
- "eval_loss": 0.4806292951107025,
+ "eval_accuracy": 0.9447481806003114,
+ "eval_loss": 0.4607029855251312,
"eval_macro avg": {
- "f1-score": 0.923046467641543,
- "precision": 0.9234348030634482,
- "recall": 0.9231752459939125,
- "support": 33500.0
- },
- "eval_runtime": 4.73,
- "eval_samples_per_second": 17.125,
- "eval_steps_per_second": 2.326,
+ "f1-score": 0.920211564035443,
+ "precision": 0.9253983559956221,
+ "recall": 0.9157559443973985,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.595,
+ "eval_samples_per_second": 17.41,
+ "eval_steps_per_second": 2.176,
"eval_weighted avg": {
- "f1-score": 0.9449420909633638,
- "precision": 0.9451318357181789,
- "recall": 0.9452238805970149,
- "support": 33500.0
+ "f1-score": 0.9443616289800995,
+ "precision": 0.9448443037746955,
+ "recall": 0.9447481806003114,
+ "support": 27619.0
},
"step": 2835
},
{
"epoch": 36.0,
"eval_B": {
- "f1-score": 0.8926979773740144,
- "precision": 0.8815165876777251,
- "recall": 0.9041666666666667,
- "support": 1440.0
+ "f1-score": 0.8802714493456132,
+ "precision": 0.8901960784313725,
+ "recall": 0.8705656759348035,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9623375129414473,
- "precision": 0.9559374714324893,
- "recall": 0.9688238291564367,
- "support": 21587.0
+ "f1-score": 0.9600229918091681,
+ "precision": 0.9574089997133849,
+ "recall": 0.9626512968299712,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9190998156950239,
- "precision": 0.9339576145884673,
- "recall": 0.9047073426907285,
- "support": 10473.0
+ "f1-score": 0.9233949945593034,
+ "precision": 0.9270264365304784,
+ "recall": 0.9197918924777801,
+ "support": 9226.0
},
- "eval_accuracy": 0.946,
- "eval_loss": 0.4832863509654999,
+ "eval_accuracy": 0.9448568014772439,
+ "eval_loss": 0.44131579995155334,
"eval_macro avg": {
- "f1-score": 0.9247117686701619,
- "precision": 0.923803891232894,
- "recall": 0.9258992795046107,
- "support": 33500.0
- },
- "eval_runtime": 4.7435,
- "eval_samples_per_second": 17.076,
- "eval_steps_per_second": 2.319,
+ "f1-score": 0.9212298119046949,
+ "precision": 0.924877171558412,
+ "recall": 0.9176696217475183,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6044,
+ "eval_samples_per_second": 17.375,
+ "eval_steps_per_second": 2.172,
"eval_weighted avg": {
- "f1-score": 0.9458267865390921,
- "precision": 0.9458669904374355,
- "recall": 0.946,
- "support": 33500.0
+ "f1-score": 0.944775851745562,
+ "precision": 0.9447216249053674,
+ "recall": 0.9448568014772439,
+ "support": 27619.0
},
"step": 2916
},
{
"epoch": 37.0,
"eval_B": {
- "f1-score": 0.8904958677685951,
- "precision": 0.8831967213114754,
- "recall": 0.8979166666666667,
- "support": 1440.0
+ "f1-score": 0.8851513695338779,
+ "precision": 0.8872832369942196,
+ "recall": 0.8830297219558965,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9614206416841329,
- "precision": 0.9560696289509849,
- "recall": 0.966831889563163,
- "support": 21587.0
+ "f1-score": 0.9621385956860945,
+ "precision": 0.9576338928856915,
+ "recall": 0.966685878962536,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9176459209826394,
- "precision": 0.9296492259455222,
- "recall": 0.9059486298099876,
- "support": 10473.0
+ "f1-score": 0.9272399278412508,
+ "precision": 0.9353700231609132,
+ "recall": 0.9192499458053327,
+ "support": 9226.0
},
- "eval_accuracy": 0.9448358208955224,
- "eval_loss": 0.4824429750442505,
+ "eval_accuracy": 0.9476809442774902,
+ "eval_loss": 0.4391210675239563,
"eval_macro avg": {
- "f1-score": 0.9231874768117891,
- "precision": 0.9229718587359942,
- "recall": 0.9235657286799391,
- "support": 33500.0
- },
- "eval_runtime": 4.7583,
- "eval_samples_per_second": 17.023,
- "eval_steps_per_second": 2.312,
+ "f1-score": 0.9248432976870743,
+ "precision": 0.9267623843469414,
+ "recall": 0.9229885155745885,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6195,
+ "eval_samples_per_second": 17.318,
+ "eval_steps_per_second": 2.165,
"eval_weighted avg": {
- "f1-score": 0.9446867812559204,
- "precision": 0.9446774537964444,
- "recall": 0.9448358208955224,
- "support": 33500.0
+ "f1-score": 0.9475735214106575,
+ "precision": 0.9475400373450994,
+ "recall": 0.9476809442774902,
+ "support": 27619.0
},
"step": 2997
},
{
"epoch": 37.04,
- "grad_norm": 0.2996862828731537,
+ "grad_norm": 0.36456331610679626,
"learning_rate": 5.185185185185185e-06,
- "loss": 0.0016,
+ "loss": 0.0012,
"step": 3000
},
{
"epoch": 38.0,
"eval_B": {
- "f1-score": 0.8921302578018996,
- "precision": 0.8720159151193634,
- "recall": 0.9131944444444444,
- "support": 1440.0
+ "f1-score": 0.8848715509039011,
+ "precision": 0.8781869688385269,
+ "recall": 0.8916586768935763,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9625111778598124,
- "precision": 0.9529192772178334,
- "recall": 0.9722981424005188,
- "support": 21587.0
+ "f1-score": 0.9604875396984349,
+ "precision": 0.9536389977842168,
+ "recall": 0.9674351585014409,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9186359410930084,
- "precision": 0.9420028095524784,
- "recall": 0.8964002673541488,
- "support": 10473.0
+ "f1-score": 0.9237283475391805,
+ "precision": 0.9374930237749749,
+ "recall": 0.9103620203771949,
+ "support": 9226.0
},
- "eval_accuracy": 0.9460298507462687,
- "eval_loss": 0.49525222182273865,
+ "eval_accuracy": 0.9455085267388392,
+ "eval_loss": 0.43638840317726135,
"eval_macro avg": {
- "f1-score": 0.9244257922515735,
- "precision": 0.9223126672965584,
- "recall": 0.9272976180663707,
- "support": 33500.0
- },
- "eval_runtime": 4.7487,
- "eval_samples_per_second": 17.057,
- "eval_steps_per_second": 2.316,
+ "f1-score": 0.9230291460471722,
+ "precision": 0.9231063301325729,
+ "recall": 0.9231519519240706,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6165,
+ "eval_samples_per_second": 17.329,
+ "eval_steps_per_second": 2.166,
"eval_weighted avg": {
- "f1-score": 0.9457692710078085,
- "precision": 0.9460288590900406,
- "recall": 0.9460298507462687,
- "support": 33500.0
+ "f1-score": 0.9453527490407726,
+ "precision": 0.9453961496579408,
+ "recall": 0.9455085267388392,
+ "support": 27619.0
},
"step": 3078
},
{
"epoch": 39.0,
"eval_B": {
- "f1-score": 0.8914011647824598,
- "precision": 0.8796484110885734,
- "recall": 0.9034722222222222,
- "support": 1440.0
+ "f1-score": 0.8896321070234113,
+ "precision": 0.8866666666666667,
+ "recall": 0.8926174496644296,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9630648600316389,
- "precision": 0.9533817521561507,
- "recall": 0.9729466808727475,
- "support": 21587.0
+ "f1-score": 0.9625824964131994,
+ "precision": 0.9584571428571429,
+ "recall": 0.9667435158501441,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9199569976544176,
- "precision": 0.9421479331398258,
- "recall": 0.8987873579681085,
- "support": 10473.0
+ "f1-score": 0.9277944793659471,
+ "precision": 0.9358253390671518,
+ "recall": 0.9199002818122697,
+ "support": 9226.0
},
- "eval_accuracy": 0.9467761194029851,
- "eval_loss": 0.4956269860267639,
+ "eval_accuracy": 0.9482964625801079,
+ "eval_loss": 0.44264644384384155,
"eval_macro avg": {
- "f1-score": 0.9248076741561722,
- "precision": 0.9250593654615167,
- "recall": 0.9250687536876927,
- "support": 33500.0
- },
- "eval_runtime": 4.7588,
- "eval_samples_per_second": 17.021,
- "eval_steps_per_second": 2.312,
+ "f1-score": 0.9266696942675193,
+ "precision": 0.9269830495303205,
+ "recall": 0.9264204157756145,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6185,
+ "eval_samples_per_second": 17.322,
+ "eval_steps_per_second": 2.165,
"eval_weighted avg": {
- "f1-score": 0.9465077148425208,
- "precision": 0.9467003253592766,
- "recall": 0.9467761194029851,
- "support": 33500.0
+ "f1-score": 0.9482068310592221,
+ "precision": 0.9481860074636412,
+ "recall": 0.9482964625801079,
+ "support": 27619.0
},
"step": 3159
},
{
"epoch": 40.0,
"eval_B": {
- "f1-score": 0.8935439560439561,
- "precision": 0.8838315217391305,
- "recall": 0.9034722222222222,
- "support": 1440.0
+ "f1-score": 0.8865485878410723,
+ "precision": 0.8852772466539197,
+ "recall": 0.887823585810163,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.962365961745999,
- "precision": 0.9541067200874158,
- "recall": 0.9707694445731228,
- "support": 21587.0
+ "f1-score": 0.9624967964233846,
+ "precision": 0.9512016660100185,
+ "recall": 0.9740634005763689,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9186346593952379,
- "precision": 0.9373012718600954,
- "recall": 0.9006970304592762,
- "support": 10473.0
+ "f1-score": 0.9265749778172139,
+ "precision": 0.9486713604360664,
+ "recall": 0.905484500325168,
+ "support": 9226.0
},
- "eval_accuracy": 0.9459701492537314,
- "eval_loss": 0.48434382677078247,
+ "eval_accuracy": 0.9478981860313552,
+ "eval_loss": 0.4583560824394226,
"eval_macro avg": {
- "f1-score": 0.9248481923950643,
- "precision": 0.9250798378955473,
- "recall": 0.9249795657515404,
- "support": 33500.0
- },
- "eval_runtime": 4.7973,
- "eval_samples_per_second": 16.884,
- "eval_steps_per_second": 2.293,
+ "f1-score": 0.925206787360557,
+ "precision": 0.9283834243666682,
+ "recall": 0.9224571622372332,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.643,
+ "eval_samples_per_second": 17.23,
+ "eval_steps_per_second": 2.154,
"eval_weighted avg": {
- "f1-score": 0.9457360627092687,
- "precision": 0.9458321008364828,
- "recall": 0.9459701492537314,
- "support": 33500.0
+ "f1-score": 0.9476291806512029,
+ "precision": 0.947866868638148,
+ "recall": 0.9478981860313552,
+ "support": 27619.0
},
"step": 3240
},
{
"epoch": 41.0,
"eval_B": {
- "f1-score": 0.8901893287435455,
- "precision": 0.8825938566552901,
- "recall": 0.8979166666666667,
- "support": 1440.0
+ "f1-score": 0.886558627264061,
+ "precision": 0.8815165876777251,
+ "recall": 0.8916586768935763,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9599889178768498,
- "precision": 0.9569179784589892,
- "recall": 0.9630796312595543,
- "support": 21587.0
+ "f1-score": 0.9625846436359462,
+ "precision": 0.9584047537424294,
+ "recall": 0.9668011527377521,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.915215089981715,
- "precision": 0.9224949073624988,
- "recall": 0.9080492695502721,
- "support": 10473.0
+ "f1-score": 0.927930883639545,
+ "precision": 0.9363275215184286,
+ "recall": 0.9196835031432907,
+ "support": 9226.0
},
- "eval_accuracy": 0.9430746268656717,
- "eval_loss": 0.4890231490135193,
+ "eval_accuracy": 0.9482240486621528,
+ "eval_loss": 0.45645976066589355,
"eval_macro avg": {
- "f1-score": 0.92179777886737,
- "precision": 0.920668914158926,
- "recall": 0.9230151891588311,
- "support": 33500.0
- },
- "eval_runtime": 4.7614,
- "eval_samples_per_second": 17.012,
- "eval_steps_per_second": 2.31,
+ "f1-score": 0.9256913848465174,
+ "precision": 0.9254162876461943,
+ "recall": 0.9260477775915397,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6174,
+ "eval_samples_per_second": 17.326,
+ "eval_steps_per_second": 2.166,
"eval_weighted avg": {
- "f1-score": 0.9429910758500526,
- "precision": 0.942961573712993,
- "recall": 0.9430746268656717,
- "support": 33500.0
+ "f1-score": 0.9481376786914271,
+ "precision": 0.9481263619938463,
+ "recall": 0.9482240486621528,
+ "support": 27619.0
},
"step": 3321
},
{
"epoch": 42.0,
"eval_B": {
- "f1-score": 0.8924028875902373,
- "precision": 0.8835942818243703,
- "recall": 0.9013888888888889,
- "support": 1440.0
+ "f1-score": 0.8838095238095238,
+ "precision": 0.8779564806054873,
+ "recall": 0.8897411313518696,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9607680236314964,
- "precision": 0.9572775350655323,
- "recall": 0.9642840598508362,
- "support": 21587.0
+ "f1-score": 0.9627247894377418,
+ "precision": 0.9507137237270991,
+ "recall": 0.9750432276657061,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9167108242208198,
- "precision": 0.9250437487847559,
- "recall": 0.9085266876730641,
- "support": 10473.0
+ "f1-score": 0.9265310659108592,
+ "precision": 0.9507299270072993,
+ "recall": 0.9035334923043572,
+ "support": 9226.0
},
- "eval_accuracy": 0.9441492537313433,
- "eval_loss": 0.493211567401886,
+ "eval_accuracy": 0.9479343929903328,
+ "eval_loss": 0.4557858109474182,
"eval_macro avg": {
- "f1-score": 0.9232939118141844,
- "precision": 0.9219718552248861,
- "recall": 0.9247332121375963,
- "support": 33500.0
- },
- "eval_runtime": 4.7587,
- "eval_samples_per_second": 17.022,
- "eval_steps_per_second": 2.312,
+ "f1-score": 0.9243551263860416,
+ "precision": 0.9264667104466285,
+ "recall": 0.9227726171073108,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6048,
+ "eval_samples_per_second": 17.373,
+ "eval_steps_per_second": 2.172,
"eval_weighted avg": {
- "f1-score": 0.9440558789948568,
- "precision": 0.9440331073525219,
- "recall": 0.9441492537313433,
- "support": 33500.0
+ "f1-score": 0.947654297555007,
+ "precision": 0.9479715421451187,
+ "recall": 0.9479343929903328,
+ "support": 27619.0
},
"step": 3402
},
{
"epoch": 43.0,
"eval_B": {
- "f1-score": 0.8943758573388203,
- "precision": 0.8834688346883469,
- "recall": 0.9055555555555556,
- "support": 1440.0
+ "f1-score": 0.8847795163584636,
+ "precision": 0.875234521575985,
+ "recall": 0.8945349952061361,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620124858900229,
- "precision": 0.956832554302997,
- "recall": 0.9672488071524529,
- "support": 21587.0
+ "f1-score": 0.9635252309879175,
+ "precision": 0.9506872370266479,
+ "recall": 0.9767146974063401,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9189842805320435,
- "precision": 0.9311899627524015,
- "recall": 0.9070944333046882,
- "support": 10473.0
+ "f1-score": 0.9281497159407374,
+ "precision": 0.9546287809349221,
+ "recall": 0.9030999349663993,
+ "support": 9226.0
},
- "eval_accuracy": 0.9457910447761194,
- "eval_loss": 0.48890525102615356,
+ "eval_accuracy": 0.9490206017596582,
+ "eval_loss": 0.46096372604370117,
"eval_macro avg": {
- "f1-score": 0.9251242079202955,
- "precision": 0.9238304505812485,
- "recall": 0.9266329320042322,
- "support": 33500.0
- },
- "eval_runtime": 4.7372,
- "eval_samples_per_second": 17.099,
- "eval_steps_per_second": 2.322,
+ "f1-score": 0.9254848210957062,
+ "precision": 0.9268501798458516,
+ "recall": 0.9247832091929585,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6289,
+ "eval_samples_per_second": 17.283,
+ "eval_steps_per_second": 2.16,
"eval_weighted avg": {
- "f1-score": 0.945653347387699,
- "precision": 0.945662446316296,
- "recall": 0.9457910447761194,
- "support": 33500.0
+ "f1-score": 0.9487344607868312,
+ "precision": 0.949154506003899,
+ "recall": 0.9490206017596582,
+ "support": 27619.0
},
"step": 3483
},
{
"epoch": 43.21,
- "grad_norm": 0.36121609807014465,
+ "grad_norm": 0.008026141673326492,
"learning_rate": 2.7160493827160496e-06,
- "loss": 0.0015,
+ "loss": 0.0008,
"step": 3500
},
{
"epoch": 44.0,
"eval_B": {
- "f1-score": 0.8921703296703297,
- "precision": 0.8824728260869565,
- "recall": 0.9020833333333333,
- "support": 1440.0
+ "f1-score": 0.8856053384175404,
+ "precision": 0.8805687203791469,
+ "recall": 0.8906999041227229,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9620328986776021,
- "precision": 0.956918282231083,
- "recall": 0.9672024829758651,
- "support": 21587.0
+ "f1-score": 0.9627508804077075,
+ "precision": 0.9565341070717415,
+ "recall": 0.9690489913544669,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9190600522193212,
- "precision": 0.9309432853364679,
- "recall": 0.9074763678029218,
- "support": 10473.0
+ "f1-score": 0.9280184483610608,
+ "precision": 0.9403582953154557,
+ "recall": 0.9159982657706481,
+ "support": 9226.0
},
- "eval_accuracy": 0.9457313432835821,
- "eval_loss": 0.49400997161865234,
+ "eval_accuracy": 0.9483688764980629,
+ "eval_loss": 0.4500958025455475,
"eval_macro avg": {
- "f1-score": 0.9244210935224176,
- "precision": 0.9234447978848358,
- "recall": 0.9255873947040402,
- "support": 33500.0
- },
- "eval_runtime": 4.7323,
- "eval_samples_per_second": 17.116,
- "eval_steps_per_second": 2.324,
+ "f1-score": 0.9254582223954363,
+ "precision": 0.9258203742554482,
+ "recall": 0.9252490537492793,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6418,
+ "eval_samples_per_second": 17.235,
+ "eval_steps_per_second": 2.154,
"eval_weighted avg": {
- "f1-score": 0.9455953846379588,
- "precision": 0.9455977568781024,
- "recall": 0.9457313432835821,
- "support": 33500.0
+ "f1-score": 0.9482353578197027,
+ "precision": 0.9482619054140469,
+ "recall": 0.9483688764980629,
+ "support": 27619.0
},
"step": 3564
},
{
"epoch": 45.0,
"eval_B": {
- "f1-score": 0.8950808393532852,
- "precision": 0.8868438991138378,
- "recall": 0.9034722222222222,
- "support": 1440.0
+ "f1-score": 0.8907963757749165,
+ "precision": 0.8861480075901328,
+ "recall": 0.8954937679769894,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9623735050597976,
- "precision": 0.9556479239939707,
- "recall": 0.9691944225691388,
- "support": 21587.0
+ "f1-score": 0.9618886240271116,
+ "precision": 0.9586123991069895,
+ "recall": 0.9651873198847263,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9191287051860476,
- "precision": 0.9342209072978304,
- "recall": 0.9045163754416118,
- "support": 10473.0
+ "f1-score": 0.9268638794891386,
+ "precision": 0.9334872471416007,
+ "recall": 0.9203338391502276,
+ "support": 9226.0
},
- "eval_accuracy": 0.9461492537313433,
- "eval_loss": 0.49951982498168945,
+ "eval_accuracy": 0.9475723234005576,
+ "eval_loss": 0.4541914463043213,
"eval_macro avg": {
- "f1-score": 0.92552768319971,
- "precision": 0.925570910135213,
- "recall": 0.9257276734109908,
- "support": 33500.0
- },
- "eval_runtime": 4.7702,
- "eval_samples_per_second": 16.98,
- "eval_steps_per_second": 2.306,
+ "f1-score": 0.9265162930970557,
+ "precision": 0.9260825512795744,
+ "recall": 0.9270049756706479,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6,
+ "eval_samples_per_second": 17.391,
+ "eval_steps_per_second": 2.174,
"eval_weighted avg": {
- "f1-score": 0.9459614385614344,
- "precision": 0.9459917167794611,
- "recall": 0.9461492537313433,
- "support": 33500.0
+ "f1-score": 0.9475040515214316,
+ "precision": 0.9474829225732714,
+ "recall": 0.9475723234005576,
+ "support": 27619.0
},
"step": 3645
},
{
"epoch": 46.0,
"eval_B": {
- "f1-score": 0.8926862611073137,
- "precision": 0.8788694481830417,
- "recall": 0.9069444444444444,
- "support": 1440.0
+ "f1-score": 0.8897338403041826,
+ "precision": 0.882186616399623,
+ "recall": 0.8974113135186961,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9626744265976216,
- "precision": 0.9524392455567646,
- "recall": 0.9731319775790985,
- "support": 21587.0
+ "f1-score": 0.9623334864492421,
+ "precision": 0.9587003775311749,
+ "recall": 0.9659942363112392,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.918604082032206,
- "precision": 0.9423579031934123,
- "recall": 0.8960183328559153,
- "support": 10473.0
+ "f1-score": 0.9276581794339416,
+ "precision": 0.9353239312472454,
+ "recall": 0.9201170604812486,
+ "support": 9226.0
},
- "eval_accuracy": 0.9461791044776119,
- "eval_loss": 0.5005789995193481,
+ "eval_accuracy": 0.9480792208262429,
+ "eval_loss": 0.45604071021080017,
"eval_macro avg": {
- "f1-score": 0.9246549232457139,
- "precision": 0.9245555323110729,
- "recall": 0.9253649182931527,
- "support": 33500.0
- },
- "eval_runtime": 4.7467,
- "eval_samples_per_second": 17.064,
- "eval_steps_per_second": 2.317,
+ "f1-score": 0.926575168729122,
+ "precision": 0.9254036417260144,
+ "recall": 0.927840870103728,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6335,
+ "eval_samples_per_second": 17.266,
+ "eval_steps_per_second": 2.158,
"eval_weighted avg": {
- "f1-score": 0.9458884063904681,
- "precision": 0.9461251438615541,
- "recall": 0.9461791044776119,
- "support": 33500.0
+ "f1-score": 0.9480087167815329,
+ "precision": 0.9480021282724854,
+ "recall": 0.9480792208262429,
+ "support": 27619.0
},
"step": 3726
},
{
"epoch": 47.0,
"eval_B": {
- "f1-score": 0.8930774503084304,
- "precision": 0.881596752368065,
- "recall": 0.9048611111111111,
- "support": 1440.0
+ "f1-score": 0.8893111638954868,
+ "precision": 0.8813559322033898,
+ "recall": 0.8974113135186961,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9616694275722437,
- "precision": 0.9552955158385519,
- "recall": 0.9681289665076204,
- "support": 21587.0
+ "f1-score": 0.9612492437120056,
+ "precision": 0.961000057607005,
+ "recall": 0.9614985590778098,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9176447764089631,
- "precision": 0.9324790537210449,
- "recall": 0.9032750883223527,
- "support": 10473.0
+ "f1-score": 0.9265089014329135,
+ "precision": 0.9279191128506197,
+ "recall": 0.925102969867765,
+ "support": 9226.0
},
- "eval_accuracy": 0.945134328358209,
- "eval_loss": 0.4959483742713928,
+ "eval_accuracy": 0.9469205981389623,
+ "eval_loss": 0.46677273511886597,
"eval_macro avg": {
- "f1-score": 0.9241305514298791,
- "precision": 0.9231237739758873,
- "recall": 0.9254217219803614,
- "support": 33500.0
- },
- "eval_runtime": 4.7667,
- "eval_samples_per_second": 16.993,
- "eval_steps_per_second": 2.308,
+ "f1-score": 0.9256897696801353,
+ "precision": 0.9234250342203382,
+ "recall": 0.9280042808214236,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.5969,
+ "eval_samples_per_second": 17.403,
+ "eval_steps_per_second": 2.175,
"eval_weighted avg": {
- "f1-score": 0.9449577076052906,
- "precision": 0.9449945299533534,
- "recall": 0.945134328358209,
- "support": 33500.0
+ "f1-score": 0.9469277326103895,
+ "precision": 0.9469418506075343,
+ "recall": 0.9469205981389623,
+ "support": 27619.0
},
"step": 3807
},
{
"epoch": 48.0,
"eval_B": {
- "f1-score": 0.8924657534246575,
- "precision": 0.8804054054054054,
- "recall": 0.9048611111111111,
- "support": 1440.0
+ "f1-score": 0.8897338403041826,
+ "precision": 0.882186616399623,
+ "recall": 0.8974113135186961,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.961560580616963,
- "precision": 0.9550356424785231,
- "recall": 0.968175290684208,
- "support": 21587.0
+ "f1-score": 0.961359055571552,
+ "precision": 0.9605293440736479,
+ "recall": 0.9621902017291066,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9173661992333446,
- "precision": 0.9326164167324388,
- "recall": 0.902606702950444,
- "support": 10473.0
+ "f1-score": 0.9265377091936535,
+ "precision": 0.9289605578557419,
+ "recall": 0.9241274658573596,
+ "support": 9226.0
},
- "eval_accuracy": 0.944955223880597,
- "eval_loss": 0.4958418905735016,
+ "eval_accuracy": 0.9470292190158949,
+ "eval_loss": 0.464282363653183,
"eval_macro avg": {
- "f1-score": 0.9237975110916551,
- "precision": 0.9226858215387891,
- "recall": 0.9252143682485877,
- "support": 33500.0
- },
- "eval_runtime": 4.7381,
- "eval_samples_per_second": 17.096,
- "eval_steps_per_second": 2.322,
+ "f1-score": 0.9258768683564625,
+ "precision": 0.9238921727763376,
+ "recall": 0.9279096603683875,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6,
+ "eval_samples_per_second": 17.391,
+ "eval_steps_per_second": 2.174,
"eval_weighted avg": {
- "f1-score": 0.9447741833815136,
- "precision": 0.9448188038927311,
- "recall": 0.944955223880597,
- "support": 33500.0
+ "f1-score": 0.947022300395537,
+ "precision": 0.9470254124826993,
+ "recall": 0.9470292190158949,
+ "support": 27619.0
},
"step": 3888
},
{
"epoch": 49.0,
"eval_B": {
- "f1-score": 0.8926979773740144,
- "precision": 0.8815165876777251,
- "recall": 0.9041666666666667,
- "support": 1440.0
+ "f1-score": 0.8886774500475738,
+ "precision": 0.8819641170915958,
+ "recall": 0.8954937679769894,
+ "support": 1043.0
},
"eval_I": {
- "f1-score": 0.9613878265677557,
- "precision": 0.9562766396260141,
- "recall": 0.9665539445036364,
- "support": 21587.0
+ "f1-score": 0.961645645990749,
+ "precision": 0.958698516354471,
+ "recall": 0.9646109510086456,
+ "support": 17350.0
},
"eval_O": {
- "f1-score": 0.9174445035546742,
- "precision": 0.9295374362994904,
- "recall": 0.9056621789363124,
- "support": 10473.0
+ "f1-score": 0.9265099023405532,
+ "precision": 0.9327694166758211,
+ "recall": 0.9203338391502276,
+ "support": 9226.0
},
- "eval_accuracy": 0.9448358208955224,
- "eval_loss": 0.49691277742385864,
+ "eval_accuracy": 0.9472102538107824,
+ "eval_loss": 0.4589785635471344,
"eval_macro avg": {
- "f1-score": 0.923843435832148,
- "precision": 0.9224435545344098,
- "recall": 0.9254609300355385,
- "support": 33500.0
- },
- "eval_runtime": 4.7348,
- "eval_samples_per_second": 17.107,
- "eval_steps_per_second": 2.323,
+ "f1-score": 0.9256109994596254,
+ "precision": 0.9244773500406293,
+ "recall": 0.9268128527119542,
+ "support": 27619.0
+ },
+ "eval_runtime": 4.6098,
+ "eval_samples_per_second": 17.354,
+ "eval_steps_per_second": 2.169,
"eval_weighted avg": {
- "f1-score": 0.9446973249332784,
- "precision": 0.9447036798873807,
- "recall": 0.9448358208955224,
- "support": 33500.0
+ "f1-score": 0.9471531517192171,
+ "precision": 0.9471392328153709,
+ "recall": 0.9472102538107824,
+ "support": 27619.0
},
"step": 3969
}
@@ -1974,7 +1974,7 @@
"num_input_tokens_seen": 0,
"num_train_epochs": 50,
"save_steps": 500,
- "total_flos": 7023665406454200.0,
+ "total_flos": 7045545984044400.0,
"train_batch_size": 4,
"trial_name": null,
"trial_params": null