mdeberta_all_15 / trainer_state.json
ricardo-filho's picture
End of training
f3bb1db
raw
history blame
No virus
179 kB
{
"best_metric": 0.21482913196086884,
"best_model_checkpoint": "/content/results/checkpoint-64059",
"epoch": 15.0,
"global_step": 320295,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 0.02,
"learning_rate": 9.984389391030145e-06,
"loss": 1.0634,
"step": 500
},
{
"epoch": 0.05,
"learning_rate": 9.968778782060289e-06,
"loss": 0.7186,
"step": 1000
},
{
"epoch": 0.07,
"learning_rate": 9.953168173090433e-06,
"loss": 0.6235,
"step": 1500
},
{
"epoch": 0.09,
"learning_rate": 9.937557564120577e-06,
"loss": 0.5584,
"step": 2000
},
{
"epoch": 0.12,
"learning_rate": 9.921946955150721e-06,
"loss": 0.5133,
"step": 2500
},
{
"epoch": 0.14,
"learning_rate": 9.906336346180865e-06,
"loss": 0.4825,
"step": 3000
},
{
"epoch": 0.16,
"learning_rate": 9.890725737211009e-06,
"loss": 0.4586,
"step": 3500
},
{
"epoch": 0.19,
"learning_rate": 9.875115128241153e-06,
"loss": 0.4298,
"step": 4000
},
{
"epoch": 0.21,
"learning_rate": 9.859504519271297e-06,
"loss": 0.4393,
"step": 4500
},
{
"epoch": 0.23,
"learning_rate": 9.843893910301441e-06,
"loss": 0.4019,
"step": 5000
},
{
"epoch": 0.26,
"learning_rate": 9.828283301331585e-06,
"loss": 0.3991,
"step": 5500
},
{
"epoch": 0.28,
"learning_rate": 9.81267269236173e-06,
"loss": 0.3994,
"step": 6000
},
{
"epoch": 0.3,
"learning_rate": 9.797062083391873e-06,
"loss": 0.3823,
"step": 6500
},
{
"epoch": 0.33,
"learning_rate": 9.781451474422017e-06,
"loss": 0.3674,
"step": 7000
},
{
"epoch": 0.35,
"learning_rate": 9.765840865452161e-06,
"loss": 0.3547,
"step": 7500
},
{
"epoch": 0.37,
"learning_rate": 9.750230256482306e-06,
"loss": 0.3762,
"step": 8000
},
{
"epoch": 0.4,
"learning_rate": 9.73461964751245e-06,
"loss": 0.3506,
"step": 8500
},
{
"epoch": 0.42,
"learning_rate": 9.719009038542594e-06,
"loss": 0.3532,
"step": 9000
},
{
"epoch": 0.44,
"learning_rate": 9.703398429572738e-06,
"loss": 0.3343,
"step": 9500
},
{
"epoch": 0.47,
"learning_rate": 9.687787820602883e-06,
"loss": 0.3463,
"step": 10000
},
{
"epoch": 0.49,
"learning_rate": 9.672177211633027e-06,
"loss": 0.333,
"step": 10500
},
{
"epoch": 0.52,
"learning_rate": 9.656566602663172e-06,
"loss": 0.3357,
"step": 11000
},
{
"epoch": 0.54,
"learning_rate": 9.640955993693316e-06,
"loss": 0.3295,
"step": 11500
},
{
"epoch": 0.56,
"learning_rate": 9.62534538472346e-06,
"loss": 0.3241,
"step": 12000
},
{
"epoch": 0.59,
"learning_rate": 9.609734775753604e-06,
"loss": 0.3194,
"step": 12500
},
{
"epoch": 0.61,
"learning_rate": 9.594124166783748e-06,
"loss": 0.3139,
"step": 13000
},
{
"epoch": 0.63,
"learning_rate": 9.578513557813892e-06,
"loss": 0.3162,
"step": 13500
},
{
"epoch": 0.66,
"learning_rate": 9.562902948844036e-06,
"loss": 0.301,
"step": 14000
},
{
"epoch": 0.68,
"learning_rate": 9.54729233987418e-06,
"loss": 0.3104,
"step": 14500
},
{
"epoch": 0.7,
"learning_rate": 9.531681730904324e-06,
"loss": 0.3152,
"step": 15000
},
{
"epoch": 0.73,
"learning_rate": 9.516071121934466e-06,
"loss": 0.2961,
"step": 15500
},
{
"epoch": 0.75,
"learning_rate": 9.50046051296461e-06,
"loss": 0.2985,
"step": 16000
},
{
"epoch": 0.77,
"learning_rate": 9.484849903994756e-06,
"loss": 0.2976,
"step": 16500
},
{
"epoch": 0.8,
"learning_rate": 9.4692392950249e-06,
"loss": 0.3076,
"step": 17000
},
{
"epoch": 0.82,
"learning_rate": 9.453628686055044e-06,
"loss": 0.2985,
"step": 17500
},
{
"epoch": 0.84,
"learning_rate": 9.438018077085188e-06,
"loss": 0.2954,
"step": 18000
},
{
"epoch": 0.87,
"learning_rate": 9.422407468115332e-06,
"loss": 0.2861,
"step": 18500
},
{
"epoch": 0.89,
"learning_rate": 9.406796859145476e-06,
"loss": 0.2777,
"step": 19000
},
{
"epoch": 0.91,
"learning_rate": 9.39118625017562e-06,
"loss": 0.2865,
"step": 19500
},
{
"epoch": 0.94,
"learning_rate": 9.375575641205764e-06,
"loss": 0.2864,
"step": 20000
},
{
"epoch": 0.96,
"learning_rate": 9.359965032235908e-06,
"loss": 0.2872,
"step": 20500
},
{
"epoch": 0.98,
"learning_rate": 9.344354423266052e-06,
"loss": 0.2881,
"step": 21000
},
{
"epoch": 1.0,
"eval_AerospaceManufacturer_f1": 0.5919003115264798,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.5191256830601093,
"eval_AerospaceManufacturer_recall": 0.6884057971014492,
"eval_AnatomicalStructure_f1": 0.6227544910179641,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.5693430656934306,
"eval_AnatomicalStructure_recall": 0.6872246696035242,
"eval_ArtWork_f1": 0.45421245421245415,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.43661971830985913,
"eval_ArtWork_recall": 0.4732824427480916,
"eval_Artist_f1": 0.755240947454397,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7109174782162994,
"eval_Artist_recall": 0.8054587688734031,
"eval_Athlete_f1": 0.6791666666666666,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.6782246879334258,
"eval_Athlete_recall": 0.6801112656467315,
"eval_CarManufacturer_f1": 0.6846846846846846,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.6551724137931034,
"eval_CarManufacturer_recall": 0.7169811320754716,
"eval_Cleric_f1": 0.485,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.48743718592964824,
"eval_Cleric_recall": 0.48258706467661694,
"eval_Clothing_f1": 0.5238095238095238,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.463855421686747,
"eval_Clothing_recall": 0.6015625,
"eval_Disease_f1": 0.5766129032258064,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.4798657718120805,
"eval_Disease_recall": 0.7222222222222222,
"eval_Drink_f1": 0.6130030959752323,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.55,
"eval_Drink_recall": 0.6923076923076923,
"eval_Facility_f1": 0.5898123324396783,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.5305466237942122,
"eval_Facility_recall": 0.6639839034205232,
"eval_Food_f1": 0.5176470588235295,
"eval_Food_number": 214,
"eval_Food_precision": 0.4041994750656168,
"eval_Food_recall": 0.719626168224299,
"eval_HumanSettlement_f1": 0.8466362599771949,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8163826278174822,
"eval_HumanSettlement_recall": 0.8792184724689165,
"eval_MedicalProcedure_f1": 0.6302250803858521,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.5798816568047337,
"eval_MedicalProcedure_recall": 0.6901408450704225,
"eval_Medication/Vaccine_f1": 0.6651982378854626,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.594488188976378,
"eval_Medication/Vaccine_recall": 0.755,
"eval_MusicalGRP_f1": 0.6897546897546898,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7445482866043613,
"eval_MusicalGRP_recall": 0.6424731182795699,
"eval_MusicalWork_f1": 0.665024630541872,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.6666666666666666,
"eval_MusicalWork_recall": 0.6633906633906634,
"eval_ORG_f1": 0.5618479880774963,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.5585185185185185,
"eval_ORG_recall": 0.5652173913043478,
"eval_OtherLOC_f1": 0.5879396984924624,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.6724137931034483,
"eval_OtherLOC_recall": 0.5223214285714286,
"eval_OtherPER_f1": 0.42531120331950206,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.38353601496725914,
"eval_OtherPER_recall": 0.47729918509895225,
"eval_OtherPROD_f1": 0.48954489544895446,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.5236842105263158,
"eval_OtherPROD_recall": 0.45958429561200925,
"eval_Politician_f1": 0.4895104895104895,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.5175600739371534,
"eval_Politician_recall": 0.46434494195688225,
"eval_PrivateCorp_f1": 0.18633540372670807,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.46875,
"eval_PrivateCorp_recall": 0.11627906976744186,
"eval_PublicCorp_f1": 0.49491525423728816,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.4207492795389049,
"eval_PublicCorp_recall": 0.6008230452674898,
"eval_Scientist_f1": 0.3771428571428571,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.40993788819875776,
"eval_Scientist_recall": 0.3492063492063492,
"eval_Software_f1": 0.7007751937984495,
"eval_Software_number": 307,
"eval_Software_precision": 0.6686390532544378,
"eval_Software_recall": 0.7361563517915309,
"eval_SportsGRP_f1": 0.7816091954022988,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.7688442211055276,
"eval_SportsGRP_recall": 0.7948051948051948,
"eval_SportsManager_f1": 0.5458937198067633,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.5136363636363637,
"eval_SportsManager_recall": 0.5824742268041238,
"eval_Station_f1": 0.7289719626168224,
"eval_Station_number": 194,
"eval_Station_precision": 0.6666666666666666,
"eval_Station_recall": 0.8041237113402062,
"eval_Symptom_f1": 0.2331288343558282,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.5588235294117647,
"eval_Symptom_recall": 0.14728682170542637,
"eval_Vehicle_f1": 0.5093457943925234,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.49099099099099097,
"eval_Vehicle_recall": 0.529126213592233,
"eval_VisualWork_f1": 0.7051630434782609,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.6662387676508345,
"eval_VisualWork_recall": 0.7489177489177489,
"eval_WrittenWork_f1": 0.601640838650866,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6179775280898876,
"eval_WrittenWork_recall": 0.5861456483126111,
"eval_loss": 0.2534053325653076,
"eval_overall_accuracy": 0.9220013874684423,
"eval_overall_f1": 0.6377878853512382,
"eval_overall_precision": 0.613600055567132,
"eval_overall_recall": 0.6639609169485156,
"eval_runtime": 45.6015,
"eval_samples_per_second": 195.059,
"eval_steps_per_second": 24.385,
"step": 21353
},
{
"epoch": 1.01,
"learning_rate": 9.328743814296196e-06,
"loss": 0.2759,
"step": 21500
},
{
"epoch": 1.03,
"learning_rate": 9.31313320532634e-06,
"loss": 0.2471,
"step": 22000
},
{
"epoch": 1.05,
"learning_rate": 9.297522596356485e-06,
"loss": 0.252,
"step": 22500
},
{
"epoch": 1.08,
"learning_rate": 9.281911987386629e-06,
"loss": 0.2423,
"step": 23000
},
{
"epoch": 1.1,
"learning_rate": 9.266301378416773e-06,
"loss": 0.2475,
"step": 23500
},
{
"epoch": 1.12,
"learning_rate": 9.250690769446917e-06,
"loss": 0.2464,
"step": 24000
},
{
"epoch": 1.15,
"learning_rate": 9.23508016047706e-06,
"loss": 0.2467,
"step": 24500
},
{
"epoch": 1.17,
"learning_rate": 9.219469551507205e-06,
"loss": 0.2535,
"step": 25000
},
{
"epoch": 1.19,
"learning_rate": 9.203858942537349e-06,
"loss": 0.248,
"step": 25500
},
{
"epoch": 1.22,
"learning_rate": 9.188248333567493e-06,
"loss": 0.2424,
"step": 26000
},
{
"epoch": 1.24,
"learning_rate": 9.172637724597637e-06,
"loss": 0.2362,
"step": 26500
},
{
"epoch": 1.26,
"learning_rate": 9.157027115627781e-06,
"loss": 0.2491,
"step": 27000
},
{
"epoch": 1.29,
"learning_rate": 9.141416506657925e-06,
"loss": 0.2411,
"step": 27500
},
{
"epoch": 1.31,
"learning_rate": 9.125805897688069e-06,
"loss": 0.2441,
"step": 28000
},
{
"epoch": 1.33,
"learning_rate": 9.110195288718213e-06,
"loss": 0.2449,
"step": 28500
},
{
"epoch": 1.36,
"learning_rate": 9.094584679748357e-06,
"loss": 0.2466,
"step": 29000
},
{
"epoch": 1.38,
"learning_rate": 9.078974070778503e-06,
"loss": 0.2388,
"step": 29500
},
{
"epoch": 1.4,
"learning_rate": 9.063363461808647e-06,
"loss": 0.2449,
"step": 30000
},
{
"epoch": 1.43,
"learning_rate": 9.047752852838791e-06,
"loss": 0.2475,
"step": 30500
},
{
"epoch": 1.45,
"learning_rate": 9.032142243868935e-06,
"loss": 0.2421,
"step": 31000
},
{
"epoch": 1.48,
"learning_rate": 9.016531634899079e-06,
"loss": 0.2416,
"step": 31500
},
{
"epoch": 1.5,
"learning_rate": 9.000921025929223e-06,
"loss": 0.2389,
"step": 32000
},
{
"epoch": 1.52,
"learning_rate": 8.985310416959367e-06,
"loss": 0.2353,
"step": 32500
},
{
"epoch": 1.55,
"learning_rate": 8.96969980798951e-06,
"loss": 0.2405,
"step": 33000
},
{
"epoch": 1.57,
"learning_rate": 8.954089199019654e-06,
"loss": 0.2348,
"step": 33500
},
{
"epoch": 1.59,
"learning_rate": 8.938478590049798e-06,
"loss": 0.2405,
"step": 34000
},
{
"epoch": 1.62,
"learning_rate": 8.922867981079942e-06,
"loss": 0.2234,
"step": 34500
},
{
"epoch": 1.64,
"learning_rate": 8.907257372110086e-06,
"loss": 0.2339,
"step": 35000
},
{
"epoch": 1.66,
"learning_rate": 8.89164676314023e-06,
"loss": 0.2307,
"step": 35500
},
{
"epoch": 1.69,
"learning_rate": 8.876036154170375e-06,
"loss": 0.2213,
"step": 36000
},
{
"epoch": 1.71,
"learning_rate": 8.86042554520052e-06,
"loss": 0.2251,
"step": 36500
},
{
"epoch": 1.73,
"learning_rate": 8.844814936230664e-06,
"loss": 0.2234,
"step": 37000
},
{
"epoch": 1.76,
"learning_rate": 8.829204327260808e-06,
"loss": 0.2324,
"step": 37500
},
{
"epoch": 1.78,
"learning_rate": 8.813593718290952e-06,
"loss": 0.2349,
"step": 38000
},
{
"epoch": 1.8,
"learning_rate": 8.797983109321096e-06,
"loss": 0.2264,
"step": 38500
},
{
"epoch": 1.83,
"learning_rate": 8.78237250035124e-06,
"loss": 0.2415,
"step": 39000
},
{
"epoch": 1.85,
"learning_rate": 8.766761891381384e-06,
"loss": 0.2315,
"step": 39500
},
{
"epoch": 1.87,
"learning_rate": 8.751151282411528e-06,
"loss": 0.2267,
"step": 40000
},
{
"epoch": 1.9,
"learning_rate": 8.735540673441672e-06,
"loss": 0.2186,
"step": 40500
},
{
"epoch": 1.92,
"learning_rate": 8.719930064471816e-06,
"loss": 0.2262,
"step": 41000
},
{
"epoch": 1.94,
"learning_rate": 8.70431945550196e-06,
"loss": 0.2288,
"step": 41500
},
{
"epoch": 1.97,
"learning_rate": 8.688708846532104e-06,
"loss": 0.2339,
"step": 42000
},
{
"epoch": 1.99,
"learning_rate": 8.673098237562248e-06,
"loss": 0.2195,
"step": 42500
},
{
"epoch": 2.0,
"eval_AerospaceManufacturer_f1": 0.7272727272727273,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.6408839779005525,
"eval_AerospaceManufacturer_recall": 0.8405797101449275,
"eval_AnatomicalStructure_f1": 0.6589861751152074,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.6908212560386473,
"eval_AnatomicalStructure_recall": 0.6299559471365639,
"eval_ArtWork_f1": 0.555984555984556,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.5625,
"eval_ArtWork_recall": 0.549618320610687,
"eval_Artist_f1": 0.7710112978782033,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7336130047194547,
"eval_Artist_recall": 0.8124274099883856,
"eval_Athlete_f1": 0.7178217821782178,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.6465997770345596,
"eval_Athlete_recall": 0.8066759388038943,
"eval_CarManufacturer_f1": 0.6937669376693767,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.6095238095238096,
"eval_CarManufacturer_recall": 0.8050314465408805,
"eval_Cleric_f1": 0.5376344086021506,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.5847953216374269,
"eval_Cleric_recall": 0.4975124378109453,
"eval_Clothing_f1": 0.574468085106383,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.525974025974026,
"eval_Clothing_recall": 0.6328125,
"eval_Disease_f1": 0.587962962962963,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.5427350427350427,
"eval_Disease_recall": 0.6414141414141414,
"eval_Drink_f1": 0.7017543859649124,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.704225352112676,
"eval_Drink_recall": 0.6993006993006993,
"eval_Facility_f1": 0.6604477611940299,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6156521739130435,
"eval_Facility_recall": 0.7122736418511066,
"eval_Food_f1": 0.5454545454545454,
"eval_Food_number": 214,
"eval_Food_precision": 0.6140350877192983,
"eval_Food_recall": 0.49065420560747663,
"eval_HumanSettlement_f1": 0.8597206053550639,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8454493417286777,
"eval_HumanSettlement_recall": 0.8744819419775015,
"eval_MedicalProcedure_f1": 0.6490066225165563,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.6125,
"eval_MedicalProcedure_recall": 0.6901408450704225,
"eval_Medication/Vaccine_f1": 0.7163461538461539,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.6898148148148148,
"eval_Medication/Vaccine_recall": 0.745,
"eval_MusicalGRP_f1": 0.7319034852546917,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7299465240641712,
"eval_MusicalGRP_recall": 0.7338709677419355,
"eval_MusicalWork_f1": 0.7058823529411764,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.6901408450704225,
"eval_MusicalWork_recall": 0.7223587223587223,
"eval_ORG_f1": 0.6061538461538463,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6224328593996841,
"eval_ORG_recall": 0.5907046476761619,
"eval_OtherLOC_f1": 0.6634146341463415,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7311827956989247,
"eval_OtherLOC_recall": 0.6071428571428571,
"eval_OtherPER_f1": 0.48000000000000004,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.48513674197384066,
"eval_OtherPER_recall": 0.47497089639115253,
"eval_OtherPROD_f1": 0.5333333333333333,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.5994236311239193,
"eval_OtherPROD_recall": 0.48036951501154734,
"eval_Politician_f1": 0.5367132867132867,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.5674676524953789,
"eval_Politician_recall": 0.5091210613598673,
"eval_PrivateCorp_f1": 0.5446009389671361,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.6904761904761905,
"eval_PrivateCorp_recall": 0.4496124031007752,
"eval_PublicCorp_f1": 0.5916030534351144,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.5516014234875445,
"eval_PublicCorp_recall": 0.6378600823045267,
"eval_Scientist_f1": 0.40588235294117647,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.45695364238410596,
"eval_Scientist_recall": 0.36507936507936506,
"eval_Software_f1": 0.7483660130718954,
"eval_Software_number": 307,
"eval_Software_precision": 0.7508196721311475,
"eval_Software_recall": 0.745928338762215,
"eval_SportsGRP_f1": 0.8040455120101138,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.7832512315270936,
"eval_SportsGRP_recall": 0.825974025974026,
"eval_SportsManager_f1": 0.5928143712574849,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.7071428571428572,
"eval_SportsManager_recall": 0.5103092783505154,
"eval_Station_f1": 0.7416267942583731,
"eval_Station_number": 194,
"eval_Station_precision": 0.6919642857142857,
"eval_Station_recall": 0.7989690721649485,
"eval_Symptom_f1": 0.44621513944223107,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.45901639344262296,
"eval_Symptom_recall": 0.43410852713178294,
"eval_Vehicle_f1": 0.5725190839694656,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.4716981132075472,
"eval_Vehicle_recall": 0.7281553398058253,
"eval_VisualWork_f1": 0.7538247566063978,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.72751677852349,
"eval_VisualWork_recall": 0.7821067821067821,
"eval_WrittenWork_f1": 0.6522522522522523,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6617915904936015,
"eval_WrittenWork_recall": 0.6429840142095915,
"eval_loss": 0.22884519398212433,
"eval_overall_accuracy": 0.931677907068222,
"eval_overall_f1": 0.6826710001477322,
"eval_overall_precision": 0.6711204705540629,
"eval_overall_recall": 0.6946260804208944,
"eval_runtime": 43.7991,
"eval_samples_per_second": 203.086,
"eval_steps_per_second": 25.389,
"step": 42706
},
{
"epoch": 2.01,
"learning_rate": 8.657487628592392e-06,
"loss": 0.207,
"step": 43000
},
{
"epoch": 2.04,
"learning_rate": 8.641877019622536e-06,
"loss": 0.1895,
"step": 43500
},
{
"epoch": 2.06,
"learning_rate": 8.62626641065268e-06,
"loss": 0.1952,
"step": 44000
},
{
"epoch": 2.08,
"learning_rate": 8.610655801682824e-06,
"loss": 0.1875,
"step": 44500
},
{
"epoch": 2.11,
"learning_rate": 8.595045192712968e-06,
"loss": 0.1944,
"step": 45000
},
{
"epoch": 2.13,
"learning_rate": 8.579434583743112e-06,
"loss": 0.1868,
"step": 45500
},
{
"epoch": 2.15,
"learning_rate": 8.563823974773256e-06,
"loss": 0.1911,
"step": 46000
},
{
"epoch": 2.18,
"learning_rate": 8.5482133658034e-06,
"loss": 0.2001,
"step": 46500
},
{
"epoch": 2.2,
"learning_rate": 8.532602756833544e-06,
"loss": 0.1983,
"step": 47000
},
{
"epoch": 2.22,
"learning_rate": 8.516992147863689e-06,
"loss": 0.1855,
"step": 47500
},
{
"epoch": 2.25,
"learning_rate": 8.501381538893833e-06,
"loss": 0.1943,
"step": 48000
},
{
"epoch": 2.27,
"learning_rate": 8.485770929923977e-06,
"loss": 0.1876,
"step": 48500
},
{
"epoch": 2.29,
"learning_rate": 8.470160320954122e-06,
"loss": 0.1895,
"step": 49000
},
{
"epoch": 2.32,
"learning_rate": 8.454549711984266e-06,
"loss": 0.1938,
"step": 49500
},
{
"epoch": 2.34,
"learning_rate": 8.43893910301441e-06,
"loss": 0.1865,
"step": 50000
},
{
"epoch": 2.37,
"learning_rate": 8.423328494044554e-06,
"loss": 0.1941,
"step": 50500
},
{
"epoch": 2.39,
"learning_rate": 8.407717885074697e-06,
"loss": 0.1856,
"step": 51000
},
{
"epoch": 2.41,
"learning_rate": 8.392107276104841e-06,
"loss": 0.1938,
"step": 51500
},
{
"epoch": 2.44,
"learning_rate": 8.376496667134985e-06,
"loss": 0.1896,
"step": 52000
},
{
"epoch": 2.46,
"learning_rate": 8.360886058165129e-06,
"loss": 0.1873,
"step": 52500
},
{
"epoch": 2.48,
"learning_rate": 8.345275449195273e-06,
"loss": 0.1955,
"step": 53000
},
{
"epoch": 2.51,
"learning_rate": 8.329664840225417e-06,
"loss": 0.1875,
"step": 53500
},
{
"epoch": 2.53,
"learning_rate": 8.314054231255561e-06,
"loss": 0.1873,
"step": 54000
},
{
"epoch": 2.55,
"learning_rate": 8.298443622285705e-06,
"loss": 0.1977,
"step": 54500
},
{
"epoch": 2.58,
"learning_rate": 8.28283301331585e-06,
"loss": 0.1973,
"step": 55000
},
{
"epoch": 2.6,
"learning_rate": 8.267222404345995e-06,
"loss": 0.1853,
"step": 55500
},
{
"epoch": 2.62,
"learning_rate": 8.251611795376139e-06,
"loss": 0.1979,
"step": 56000
},
{
"epoch": 2.65,
"learning_rate": 8.236001186406283e-06,
"loss": 0.1881,
"step": 56500
},
{
"epoch": 2.67,
"learning_rate": 8.220390577436427e-06,
"loss": 0.1893,
"step": 57000
},
{
"epoch": 2.69,
"learning_rate": 8.204779968466571e-06,
"loss": 0.1936,
"step": 57500
},
{
"epoch": 2.72,
"learning_rate": 8.189169359496715e-06,
"loss": 0.1913,
"step": 58000
},
{
"epoch": 2.74,
"learning_rate": 8.17355875052686e-06,
"loss": 0.1861,
"step": 58500
},
{
"epoch": 2.76,
"learning_rate": 8.157948141557003e-06,
"loss": 0.1843,
"step": 59000
},
{
"epoch": 2.79,
"learning_rate": 8.142337532587147e-06,
"loss": 0.1874,
"step": 59500
},
{
"epoch": 2.81,
"learning_rate": 8.126726923617291e-06,
"loss": 0.1867,
"step": 60000
},
{
"epoch": 2.83,
"learning_rate": 8.111116314647435e-06,
"loss": 0.1863,
"step": 60500
},
{
"epoch": 2.86,
"learning_rate": 8.09550570567758e-06,
"loss": 0.1923,
"step": 61000
},
{
"epoch": 2.88,
"learning_rate": 8.079895096707723e-06,
"loss": 0.1961,
"step": 61500
},
{
"epoch": 2.9,
"learning_rate": 8.064284487737868e-06,
"loss": 0.181,
"step": 62000
},
{
"epoch": 2.93,
"learning_rate": 8.048673878768012e-06,
"loss": 0.1822,
"step": 62500
},
{
"epoch": 2.95,
"learning_rate": 8.033063269798156e-06,
"loss": 0.1842,
"step": 63000
},
{
"epoch": 2.97,
"learning_rate": 8.0174526608283e-06,
"loss": 0.1931,
"step": 63500
},
{
"epoch": 3.0,
"learning_rate": 8.001842051858444e-06,
"loss": 0.1965,
"step": 64000
},
{
"epoch": 3.0,
"eval_AerospaceManufacturer_f1": 0.7682119205298014,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.7073170731707317,
"eval_AerospaceManufacturer_recall": 0.8405797101449275,
"eval_AnatomicalStructure_f1": 0.7006369426751592,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.6762295081967213,
"eval_AnatomicalStructure_recall": 0.7268722466960352,
"eval_ArtWork_f1": 0.5801526717557252,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.5801526717557252,
"eval_ArtWork_recall": 0.5801526717557252,
"eval_Artist_f1": 0.7747237177670728,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7565024903154399,
"eval_Artist_recall": 0.7938443670150988,
"eval_Athlete_f1": 0.7408906882591093,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7195281782437746,
"eval_Athlete_recall": 0.7635605006954103,
"eval_CarManufacturer_f1": 0.742857142857143,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.680628272251309,
"eval_CarManufacturer_recall": 0.8176100628930818,
"eval_Cleric_f1": 0.5868945868945868,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6866666666666666,
"eval_Cleric_recall": 0.5124378109452736,
"eval_Clothing_f1": 0.6015037593984963,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.5797101449275363,
"eval_Clothing_recall": 0.625,
"eval_Disease_f1": 0.6504854368932038,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6261682242990654,
"eval_Disease_recall": 0.6767676767676768,
"eval_Drink_f1": 0.7682119205298013,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7295597484276729,
"eval_Drink_recall": 0.8111888111888111,
"eval_Facility_f1": 0.6799620132953467,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6438848920863309,
"eval_Facility_recall": 0.7203219315895373,
"eval_Food_f1": 0.5968586387434555,
"eval_Food_number": 214,
"eval_Food_precision": 0.6785714285714286,
"eval_Food_recall": 0.5327102803738317,
"eval_HumanSettlement_f1": 0.8691834942932396,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.859375,
"eval_HumanSettlement_recall": 0.8792184724689165,
"eval_MedicalProcedure_f1": 0.7035830618892507,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.6545454545454545,
"eval_MedicalProcedure_recall": 0.7605633802816901,
"eval_Medication/Vaccine_f1": 0.7409200968523003,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7183098591549296,
"eval_Medication/Vaccine_recall": 0.765,
"eval_MusicalGRP_f1": 0.7399741267787839,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.713216957605985,
"eval_MusicalGRP_recall": 0.7688172043010753,
"eval_MusicalWork_f1": 0.7275031685678074,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7513089005235603,
"eval_MusicalWork_recall": 0.7051597051597052,
"eval_ORG_f1": 0.6224256292906178,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6335403726708074,
"eval_ORG_recall": 0.6116941529235382,
"eval_OtherLOC_f1": 0.6797066014669927,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7513513513513513,
"eval_OtherLOC_recall": 0.6205357142857143,
"eval_OtherPER_f1": 0.5112474437627812,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.45578851412944393,
"eval_OtherPER_recall": 0.5820721769499418,
"eval_OtherPROD_f1": 0.5797101449275364,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6075949367088608,
"eval_OtherPROD_recall": 0.5542725173210161,
"eval_Politician_f1": 0.5417057169634489,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6228448275862069,
"eval_Politician_recall": 0.4792703150912106,
"eval_PrivateCorp_f1": 0.5806451612903226,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.7159090909090909,
"eval_PrivateCorp_recall": 0.4883720930232558,
"eval_PublicCorp_f1": 0.6187845303867403,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.56,
"eval_PublicCorp_recall": 0.691358024691358,
"eval_Scientist_f1": 0.45212765957446804,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.45454545454545453,
"eval_Scientist_recall": 0.4497354497354497,
"eval_Software_f1": 0.7576687116564418,
"eval_Software_number": 307,
"eval_Software_precision": 0.7159420289855073,
"eval_Software_recall": 0.8045602605863192,
"eval_SportsGRP_f1": 0.8251231527093595,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.7845433255269321,
"eval_SportsGRP_recall": 0.8701298701298701,
"eval_SportsManager_f1": 0.5942857142857142,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6666666666666666,
"eval_SportsManager_recall": 0.5360824742268041,
"eval_Station_f1": 0.7733990147783251,
"eval_Station_number": 194,
"eval_Station_precision": 0.7405660377358491,
"eval_Station_recall": 0.8092783505154639,
"eval_Symptom_f1": 0.5925925925925927,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.631578947368421,
"eval_Symptom_recall": 0.5581395348837209,
"eval_Vehicle_f1": 0.5968819599109132,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.551440329218107,
"eval_Vehicle_recall": 0.6504854368932039,
"eval_VisualWork_f1": 0.7738764044943821,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7537619699042407,
"eval_VisualWork_recall": 0.7950937950937951,
"eval_WrittenWork_f1": 0.6857654431512982,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6913357400722022,
"eval_WrittenWork_recall": 0.6802841918294849,
"eval_loss": 0.21482913196086884,
"eval_overall_accuracy": 0.9355327807299229,
"eval_overall_f1": 0.7033048369786461,
"eval_overall_precision": 0.6927675707203266,
"eval_overall_recall": 0.7141676061630966,
"eval_runtime": 43.7848,
"eval_samples_per_second": 203.153,
"eval_steps_per_second": 25.397,
"step": 64059
},
{
"epoch": 3.02,
"learning_rate": 7.986231442888588e-06,
"loss": 0.159,
"step": 64500
},
{
"epoch": 3.04,
"learning_rate": 7.970620833918732e-06,
"loss": 0.157,
"step": 65000
},
{
"epoch": 3.07,
"learning_rate": 7.955010224948876e-06,
"loss": 0.1504,
"step": 65500
},
{
"epoch": 3.09,
"learning_rate": 7.93939961597902e-06,
"loss": 0.1578,
"step": 66000
},
{
"epoch": 3.11,
"learning_rate": 7.923789007009164e-06,
"loss": 0.1627,
"step": 66500
},
{
"epoch": 3.14,
"learning_rate": 7.908178398039308e-06,
"loss": 0.1606,
"step": 67000
},
{
"epoch": 3.16,
"learning_rate": 7.892567789069452e-06,
"loss": 0.1516,
"step": 67500
},
{
"epoch": 3.18,
"learning_rate": 7.876957180099596e-06,
"loss": 0.1601,
"step": 68000
},
{
"epoch": 3.21,
"learning_rate": 7.86134657112974e-06,
"loss": 0.1548,
"step": 68500
},
{
"epoch": 3.23,
"learning_rate": 7.845735962159884e-06,
"loss": 0.1661,
"step": 69000
},
{
"epoch": 3.25,
"learning_rate": 7.830125353190028e-06,
"loss": 0.1546,
"step": 69500
},
{
"epoch": 3.28,
"learning_rate": 7.814514744220172e-06,
"loss": 0.1553,
"step": 70000
},
{
"epoch": 3.3,
"learning_rate": 7.798904135250316e-06,
"loss": 0.1614,
"step": 70500
},
{
"epoch": 3.33,
"learning_rate": 7.78329352628046e-06,
"loss": 0.1601,
"step": 71000
},
{
"epoch": 3.35,
"learning_rate": 7.767682917310604e-06,
"loss": 0.1635,
"step": 71500
},
{
"epoch": 3.37,
"learning_rate": 7.752072308340748e-06,
"loss": 0.159,
"step": 72000
},
{
"epoch": 3.4,
"learning_rate": 7.736461699370892e-06,
"loss": 0.1655,
"step": 72500
},
{
"epoch": 3.42,
"learning_rate": 7.720851090401037e-06,
"loss": 0.1554,
"step": 73000
},
{
"epoch": 3.44,
"learning_rate": 7.70524048143118e-06,
"loss": 0.1558,
"step": 73500
},
{
"epoch": 3.47,
"learning_rate": 7.689629872461325e-06,
"loss": 0.1498,
"step": 74000
},
{
"epoch": 3.49,
"learning_rate": 7.674019263491469e-06,
"loss": 0.1565,
"step": 74500
},
{
"epoch": 3.51,
"learning_rate": 7.658408654521613e-06,
"loss": 0.1562,
"step": 75000
},
{
"epoch": 3.54,
"learning_rate": 7.642798045551758e-06,
"loss": 0.1639,
"step": 75500
},
{
"epoch": 3.56,
"learning_rate": 7.6271874365819025e-06,
"loss": 0.1625,
"step": 76000
},
{
"epoch": 3.58,
"learning_rate": 7.611576827612046e-06,
"loss": 0.156,
"step": 76500
},
{
"epoch": 3.61,
"learning_rate": 7.59596621864219e-06,
"loss": 0.1563,
"step": 77000
},
{
"epoch": 3.63,
"learning_rate": 7.580355609672334e-06,
"loss": 0.1563,
"step": 77500
},
{
"epoch": 3.65,
"learning_rate": 7.564745000702478e-06,
"loss": 0.151,
"step": 78000
},
{
"epoch": 3.68,
"learning_rate": 7.549134391732622e-06,
"loss": 0.1562,
"step": 78500
},
{
"epoch": 3.7,
"learning_rate": 7.533523782762766e-06,
"loss": 0.1593,
"step": 79000
},
{
"epoch": 3.72,
"learning_rate": 7.51791317379291e-06,
"loss": 0.1573,
"step": 79500
},
{
"epoch": 3.75,
"learning_rate": 7.502302564823054e-06,
"loss": 0.155,
"step": 80000
},
{
"epoch": 3.77,
"learning_rate": 7.486691955853198e-06,
"loss": 0.1579,
"step": 80500
},
{
"epoch": 3.79,
"learning_rate": 7.471081346883342e-06,
"loss": 0.1622,
"step": 81000
},
{
"epoch": 3.82,
"learning_rate": 7.455470737913486e-06,
"loss": 0.1571,
"step": 81500
},
{
"epoch": 3.84,
"learning_rate": 7.439860128943631e-06,
"loss": 0.1653,
"step": 82000
},
{
"epoch": 3.86,
"learning_rate": 7.424249519973775e-06,
"loss": 0.1675,
"step": 82500
},
{
"epoch": 3.89,
"learning_rate": 7.408638911003919e-06,
"loss": 0.1546,
"step": 83000
},
{
"epoch": 3.91,
"learning_rate": 7.393028302034063e-06,
"loss": 0.1572,
"step": 83500
},
{
"epoch": 3.93,
"learning_rate": 7.377417693064207e-06,
"loss": 0.1617,
"step": 84000
},
{
"epoch": 3.96,
"learning_rate": 7.361807084094351e-06,
"loss": 0.1637,
"step": 84500
},
{
"epoch": 3.98,
"learning_rate": 7.346196475124495e-06,
"loss": 0.1665,
"step": 85000
},
{
"epoch": 4.0,
"eval_AerospaceManufacturer_f1": 0.8085106382978724,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.7916666666666666,
"eval_AerospaceManufacturer_recall": 0.8260869565217391,
"eval_AnatomicalStructure_f1": 0.7145969498910675,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7068965517241379,
"eval_AnatomicalStructure_recall": 0.7224669603524229,
"eval_ArtWork_f1": 0.6263345195729537,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.5866666666666667,
"eval_ArtWork_recall": 0.6717557251908397,
"eval_Artist_f1": 0.7822603719599428,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7710095882684715,
"eval_Artist_recall": 0.7938443670150988,
"eval_Athlete_f1": 0.7289595758780649,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.6962025316455697,
"eval_Athlete_recall": 0.7649513212795549,
"eval_CarManufacturer_f1": 0.8098159509202455,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7904191616766467,
"eval_CarManufacturer_recall": 0.8301886792452831,
"eval_Cleric_f1": 0.5737265415549598,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.622093023255814,
"eval_Cleric_recall": 0.5323383084577115,
"eval_Clothing_f1": 0.6159420289855073,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.5743243243243243,
"eval_Clothing_recall": 0.6640625,
"eval_Disease_f1": 0.6513761467889907,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.5966386554621849,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.7801418439716313,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7913669064748201,
"eval_Drink_recall": 0.7692307692307693,
"eval_Facility_f1": 0.6730219256434699,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6394927536231884,
"eval_Facility_recall": 0.710261569416499,
"eval_Food_f1": 0.6267942583732058,
"eval_Food_number": 214,
"eval_Food_precision": 0.6421568627450981,
"eval_Food_recall": 0.6121495327102804,
"eval_HumanSettlement_f1": 0.8683314415437003,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8337874659400545,
"eval_HumanSettlement_recall": 0.9058614564831261,
"eval_MedicalProcedure_f1": 0.6938775510204082,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.6710526315789473,
"eval_MedicalProcedure_recall": 0.7183098591549296,
"eval_Medication/Vaccine_f1": 0.7692307692307692,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7635467980295566,
"eval_Medication/Vaccine_recall": 0.775,
"eval_MusicalGRP_f1": 0.7638326585695007,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7669376693766937,
"eval_MusicalGRP_recall": 0.760752688172043,
"eval_MusicalWork_f1": 0.7366020524515393,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.6872340425531915,
"eval_MusicalWork_recall": 0.7936117936117936,
"eval_ORG_f1": 0.6493083807973963,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.7099644128113879,
"eval_ORG_recall": 0.5982008995502249,
"eval_OtherLOC_f1": 0.7228381374722838,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7180616740088106,
"eval_OtherLOC_recall": 0.7276785714285714,
"eval_OtherPER_f1": 0.5129032258064515,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.47652347652347654,
"eval_OtherPER_recall": 0.5552968568102444,
"eval_OtherPROD_f1": 0.6040428061831153,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6225490196078431,
"eval_OtherPROD_recall": 0.5866050808314087,
"eval_Politician_f1": 0.5599284436493738,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6077669902912621,
"eval_Politician_recall": 0.5190713101160862,
"eval_PrivateCorp_f1": 0.593607305936073,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.7222222222222222,
"eval_PrivateCorp_recall": 0.5038759689922481,
"eval_PublicCorp_f1": 0.6799276672694394,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.6064516129032258,
"eval_PublicCorp_recall": 0.7736625514403292,
"eval_Scientist_f1": 0.5,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.4782608695652174,
"eval_Scientist_recall": 0.5238095238095238,
"eval_Software_f1": 0.7632398753894081,
"eval_Software_number": 307,
"eval_Software_precision": 0.7313432835820896,
"eval_Software_recall": 0.7980456026058632,
"eval_SportsGRP_f1": 0.8498074454428755,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8401015228426396,
"eval_SportsGRP_recall": 0.8597402597402597,
"eval_SportsManager_f1": 0.6268656716417911,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6057692307692307,
"eval_SportsManager_recall": 0.6494845360824743,
"eval_Station_f1": 0.7719298245614034,
"eval_Station_number": 194,
"eval_Station_precision": 0.751219512195122,
"eval_Station_recall": 0.7938144329896907,
"eval_Symptom_f1": 0.6612244897959184,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6982758620689655,
"eval_Symptom_recall": 0.627906976744186,
"eval_Vehicle_f1": 0.6420824295010846,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.5803921568627451,
"eval_Vehicle_recall": 0.7184466019417476,
"eval_VisualWork_f1": 0.7804195804195805,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.757123473541384,
"eval_VisualWork_recall": 0.8051948051948052,
"eval_WrittenWork_f1": 0.6903914590747331,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6916221033868093,
"eval_WrittenWork_recall": 0.6891651865008881,
"eval_loss": 0.2192559540271759,
"eval_overall_accuracy": 0.9374780973087403,
"eval_overall_f1": 0.7157577095753294,
"eval_overall_precision": 0.7012041243060062,
"eval_overall_recall": 0.7309282224727546,
"eval_runtime": 43.8304,
"eval_samples_per_second": 202.942,
"eval_steps_per_second": 25.371,
"step": 85412
},
{
"epoch": 4.0,
"learning_rate": 7.330585866154639e-06,
"loss": 0.1597,
"step": 85500
},
{
"epoch": 4.03,
"learning_rate": 7.314975257184783e-06,
"loss": 0.1339,
"step": 86000
},
{
"epoch": 4.05,
"learning_rate": 7.2993646482149274e-06,
"loss": 0.1355,
"step": 86500
},
{
"epoch": 4.07,
"learning_rate": 7.2837540392450715e-06,
"loss": 0.1332,
"step": 87000
},
{
"epoch": 4.1,
"learning_rate": 7.2681434302752155e-06,
"loss": 0.1334,
"step": 87500
},
{
"epoch": 4.12,
"learning_rate": 7.2525328213053596e-06,
"loss": 0.1373,
"step": 88000
},
{
"epoch": 4.14,
"learning_rate": 7.2369222123355045e-06,
"loss": 0.1289,
"step": 88500
},
{
"epoch": 4.17,
"learning_rate": 7.2213116033656485e-06,
"loss": 0.1298,
"step": 89000
},
{
"epoch": 4.19,
"learning_rate": 7.2057009943957926e-06,
"loss": 0.1382,
"step": 89500
},
{
"epoch": 4.21,
"learning_rate": 7.190090385425937e-06,
"loss": 0.1322,
"step": 90000
},
{
"epoch": 4.24,
"learning_rate": 7.174479776456081e-06,
"loss": 0.1283,
"step": 90500
},
{
"epoch": 4.26,
"learning_rate": 7.158869167486225e-06,
"loss": 0.1317,
"step": 91000
},
{
"epoch": 4.29,
"learning_rate": 7.143258558516368e-06,
"loss": 0.1347,
"step": 91500
},
{
"epoch": 4.31,
"learning_rate": 7.127647949546512e-06,
"loss": 0.1299,
"step": 92000
},
{
"epoch": 4.33,
"learning_rate": 7.112037340576656e-06,
"loss": 0.1325,
"step": 92500
},
{
"epoch": 4.36,
"learning_rate": 7.0964267316068e-06,
"loss": 0.131,
"step": 93000
},
{
"epoch": 4.38,
"learning_rate": 7.080816122636944e-06,
"loss": 0.1354,
"step": 93500
},
{
"epoch": 4.4,
"learning_rate": 7.065205513667088e-06,
"loss": 0.136,
"step": 94000
},
{
"epoch": 4.43,
"learning_rate": 7.049594904697232e-06,
"loss": 0.1373,
"step": 94500
},
{
"epoch": 4.45,
"learning_rate": 7.033984295727377e-06,
"loss": 0.1365,
"step": 95000
},
{
"epoch": 4.47,
"learning_rate": 7.018373686757521e-06,
"loss": 0.1327,
"step": 95500
},
{
"epoch": 4.5,
"learning_rate": 7.002763077787665e-06,
"loss": 0.1315,
"step": 96000
},
{
"epoch": 4.52,
"learning_rate": 6.987152468817809e-06,
"loss": 0.1297,
"step": 96500
},
{
"epoch": 4.54,
"learning_rate": 6.971541859847953e-06,
"loss": 0.1307,
"step": 97000
},
{
"epoch": 4.57,
"learning_rate": 6.955931250878097e-06,
"loss": 0.1374,
"step": 97500
},
{
"epoch": 4.59,
"learning_rate": 6.940320641908241e-06,
"loss": 0.1327,
"step": 98000
},
{
"epoch": 4.61,
"learning_rate": 6.924710032938385e-06,
"loss": 0.1367,
"step": 98500
},
{
"epoch": 4.64,
"learning_rate": 6.909099423968529e-06,
"loss": 0.1314,
"step": 99000
},
{
"epoch": 4.66,
"learning_rate": 6.8934888149986735e-06,
"loss": 0.1351,
"step": 99500
},
{
"epoch": 4.68,
"learning_rate": 6.8778782060288175e-06,
"loss": 0.1263,
"step": 100000
},
{
"epoch": 4.71,
"learning_rate": 6.8622675970589616e-06,
"loss": 0.1337,
"step": 100500
},
{
"epoch": 4.73,
"learning_rate": 6.846656988089106e-06,
"loss": 0.1332,
"step": 101000
},
{
"epoch": 4.75,
"learning_rate": 6.8310463791192505e-06,
"loss": 0.127,
"step": 101500
},
{
"epoch": 4.78,
"learning_rate": 6.8154357701493945e-06,
"loss": 0.1357,
"step": 102000
},
{
"epoch": 4.8,
"learning_rate": 6.799825161179539e-06,
"loss": 0.1382,
"step": 102500
},
{
"epoch": 4.82,
"learning_rate": 6.784214552209683e-06,
"loss": 0.1335,
"step": 103000
},
{
"epoch": 4.85,
"learning_rate": 6.768603943239827e-06,
"loss": 0.1273,
"step": 103500
},
{
"epoch": 4.87,
"learning_rate": 6.752993334269971e-06,
"loss": 0.1386,
"step": 104000
},
{
"epoch": 4.89,
"learning_rate": 6.737382725300115e-06,
"loss": 0.136,
"step": 104500
},
{
"epoch": 4.92,
"learning_rate": 6.721772116330259e-06,
"loss": 0.1369,
"step": 105000
},
{
"epoch": 4.94,
"learning_rate": 6.706161507360403e-06,
"loss": 0.1386,
"step": 105500
},
{
"epoch": 4.96,
"learning_rate": 6.690550898390547e-06,
"loss": 0.1397,
"step": 106000
},
{
"epoch": 4.99,
"learning_rate": 6.67494028942069e-06,
"loss": 0.1314,
"step": 106500
},
{
"epoch": 5.0,
"eval_AerospaceManufacturer_f1": 0.8203389830508476,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.7707006369426752,
"eval_AerospaceManufacturer_recall": 0.8768115942028986,
"eval_AnatomicalStructure_f1": 0.7350427350427351,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7136929460580913,
"eval_AnatomicalStructure_recall": 0.7577092511013216,
"eval_ArtWork_f1": 0.6194029850746268,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6058394160583942,
"eval_ArtWork_recall": 0.6335877862595419,
"eval_Artist_f1": 0.7818666666666667,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.722879684418146,
"eval_Artist_recall": 0.851335656213705,
"eval_Athlete_f1": 0.7555856465809072,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7361477572559367,
"eval_Athlete_recall": 0.7760778859527121,
"eval_CarManufacturer_f1": 0.7500000000000001,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.6839378238341969,
"eval_CarManufacturer_recall": 0.8301886792452831,
"eval_Cleric_f1": 0.5931372549019609,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.5845410628019324,
"eval_Cleric_recall": 0.6019900497512438,
"eval_Clothing_f1": 0.6311787072243347,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6148148148148148,
"eval_Clothing_recall": 0.6484375,
"eval_Disease_f1": 0.6604651162790697,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6120689655172413,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.7467532467532467,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.696969696969697,
"eval_Drink_recall": 0.8041958041958042,
"eval_Facility_f1": 0.6698841698841699,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6437847866419295,
"eval_Facility_recall": 0.6981891348088531,
"eval_Food_f1": 0.6473214285714286,
"eval_Food_number": 214,
"eval_Food_precision": 0.6196581196581197,
"eval_Food_recall": 0.677570093457944,
"eval_HumanSettlement_f1": 0.863139735480161,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8390162101732812,
"eval_HumanSettlement_recall": 0.8886915334517466,
"eval_MedicalProcedure_f1": 0.7148014440433214,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7333333333333333,
"eval_MedicalProcedure_recall": 0.6971830985915493,
"eval_Medication/Vaccine_f1": 0.7780429594272076,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7442922374429224,
"eval_Medication/Vaccine_recall": 0.815,
"eval_MusicalGRP_f1": 0.7532133676092545,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7216748768472906,
"eval_MusicalGRP_recall": 0.7876344086021505,
"eval_MusicalWork_f1": 0.7333333333333333,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7113163972286374,
"eval_MusicalWork_recall": 0.7567567567567568,
"eval_ORG_f1": 0.6600910470409712,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6682027649769585,
"eval_ORG_recall": 0.6521739130434783,
"eval_OtherLOC_f1": 0.7072072072072073,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7136363636363636,
"eval_OtherLOC_recall": 0.7008928571428571,
"eval_OtherPER_f1": 0.5058317986494781,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.535064935064935,
"eval_OtherPER_recall": 0.479627473806752,
"eval_OtherPROD_f1": 0.6089887640449437,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.5929978118161926,
"eval_OtherPROD_recall": 0.625866050808314,
"eval_Politician_f1": 0.5642857142857143,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6112185686653772,
"eval_Politician_recall": 0.5240464344941956,
"eval_PrivateCorp_f1": 0.6896551724137931,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.7766990291262136,
"eval_PrivateCorp_recall": 0.6201550387596899,
"eval_PublicCorp_f1": 0.6730038022813688,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.6254416961130742,
"eval_PublicCorp_recall": 0.7283950617283951,
"eval_Scientist_f1": 0.48148148148148145,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.48148148148148145,
"eval_Scientist_recall": 0.48148148148148145,
"eval_Software_f1": 0.7860538827258321,
"eval_Software_number": 307,
"eval_Software_precision": 0.7654320987654321,
"eval_Software_recall": 0.8078175895765473,
"eval_SportsGRP_f1": 0.8219832735961768,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.7610619469026548,
"eval_SportsGRP_recall": 0.8935064935064935,
"eval_SportsManager_f1": 0.6361185983827493,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6666666666666666,
"eval_SportsManager_recall": 0.6082474226804123,
"eval_Station_f1": 0.7908163265306123,
"eval_Station_number": 194,
"eval_Station_precision": 0.7828282828282829,
"eval_Station_recall": 0.7989690721649485,
"eval_Symptom_f1": 0.6793893129770991,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6691729323308271,
"eval_Symptom_recall": 0.689922480620155,
"eval_Vehicle_f1": 0.6426966292134831,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.5983263598326359,
"eval_Vehicle_recall": 0.6941747572815534,
"eval_VisualWork_f1": 0.7858136300417247,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7583892617449665,
"eval_VisualWork_recall": 0.8152958152958153,
"eval_WrittenWork_f1": 0.689236111111111,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6740237691001698,
"eval_WrittenWork_recall": 0.7051509769094139,
"eval_loss": 0.22715534269809723,
"eval_overall_accuracy": 0.9377927808729608,
"eval_overall_f1": 0.7198099415204678,
"eval_overall_precision": 0.7006047669868374,
"eval_overall_recall": 0.740097707628711,
"eval_runtime": 43.8136,
"eval_samples_per_second": 203.019,
"eval_steps_per_second": 25.38,
"step": 106765
},
{
"epoch": 5.01,
"learning_rate": 6.659329680450834e-06,
"loss": 0.1261,
"step": 107000
},
{
"epoch": 5.03,
"learning_rate": 6.643719071480978e-06,
"loss": 0.1168,
"step": 107500
},
{
"epoch": 5.06,
"learning_rate": 6.628108462511124e-06,
"loss": 0.11,
"step": 108000
},
{
"epoch": 5.08,
"learning_rate": 6.612497853541268e-06,
"loss": 0.1045,
"step": 108500
},
{
"epoch": 5.1,
"learning_rate": 6.596887244571412e-06,
"loss": 0.1143,
"step": 109000
},
{
"epoch": 5.13,
"learning_rate": 6.581276635601555e-06,
"loss": 0.1086,
"step": 109500
},
{
"epoch": 5.15,
"learning_rate": 6.565666026631699e-06,
"loss": 0.1117,
"step": 110000
},
{
"epoch": 5.17,
"learning_rate": 6.550055417661843e-06,
"loss": 0.1104,
"step": 110500
},
{
"epoch": 5.2,
"learning_rate": 6.534444808691987e-06,
"loss": 0.1097,
"step": 111000
},
{
"epoch": 5.22,
"learning_rate": 6.518834199722131e-06,
"loss": 0.1148,
"step": 111500
},
{
"epoch": 5.25,
"learning_rate": 6.5032235907522754e-06,
"loss": 0.1141,
"step": 112000
},
{
"epoch": 5.27,
"learning_rate": 6.4876129817824195e-06,
"loss": 0.1071,
"step": 112500
},
{
"epoch": 5.29,
"learning_rate": 6.4720023728125635e-06,
"loss": 0.1111,
"step": 113000
},
{
"epoch": 5.32,
"learning_rate": 6.456391763842708e-06,
"loss": 0.1148,
"step": 113500
},
{
"epoch": 5.34,
"learning_rate": 6.440781154872852e-06,
"loss": 0.1208,
"step": 114000
},
{
"epoch": 5.36,
"learning_rate": 6.4251705459029965e-06,
"loss": 0.1176,
"step": 114500
},
{
"epoch": 5.39,
"learning_rate": 6.4095599369331406e-06,
"loss": 0.1178,
"step": 115000
},
{
"epoch": 5.41,
"learning_rate": 6.393949327963285e-06,
"loss": 0.1175,
"step": 115500
},
{
"epoch": 5.43,
"learning_rate": 6.378338718993429e-06,
"loss": 0.1123,
"step": 116000
},
{
"epoch": 5.46,
"learning_rate": 6.362728110023573e-06,
"loss": 0.1152,
"step": 116500
},
{
"epoch": 5.48,
"learning_rate": 6.347117501053717e-06,
"loss": 0.1237,
"step": 117000
},
{
"epoch": 5.5,
"learning_rate": 6.331506892083861e-06,
"loss": 0.1136,
"step": 117500
},
{
"epoch": 5.53,
"learning_rate": 6.315896283114005e-06,
"loss": 0.1113,
"step": 118000
},
{
"epoch": 5.55,
"learning_rate": 6.300285674144149e-06,
"loss": 0.1132,
"step": 118500
},
{
"epoch": 5.57,
"learning_rate": 6.284675065174293e-06,
"loss": 0.1136,
"step": 119000
},
{
"epoch": 5.6,
"learning_rate": 6.269064456204437e-06,
"loss": 0.116,
"step": 119500
},
{
"epoch": 5.62,
"learning_rate": 6.253453847234581e-06,
"loss": 0.1186,
"step": 120000
},
{
"epoch": 5.64,
"learning_rate": 6.237843238264725e-06,
"loss": 0.1122,
"step": 120500
},
{
"epoch": 5.67,
"learning_rate": 6.22223262929487e-06,
"loss": 0.1158,
"step": 121000
},
{
"epoch": 5.69,
"learning_rate": 6.206622020325014e-06,
"loss": 0.1151,
"step": 121500
},
{
"epoch": 5.71,
"learning_rate": 6.191011411355158e-06,
"loss": 0.1194,
"step": 122000
},
{
"epoch": 5.74,
"learning_rate": 6.175400802385302e-06,
"loss": 0.1117,
"step": 122500
},
{
"epoch": 5.76,
"learning_rate": 6.159790193415446e-06,
"loss": 0.1096,
"step": 123000
},
{
"epoch": 5.78,
"learning_rate": 6.14417958444559e-06,
"loss": 0.1177,
"step": 123500
},
{
"epoch": 5.81,
"learning_rate": 6.128568975475734e-06,
"loss": 0.1137,
"step": 124000
},
{
"epoch": 5.83,
"learning_rate": 6.1129583665058774e-06,
"loss": 0.1179,
"step": 124500
},
{
"epoch": 5.85,
"learning_rate": 6.0973477575360215e-06,
"loss": 0.1138,
"step": 125000
},
{
"epoch": 5.88,
"learning_rate": 6.0817371485661655e-06,
"loss": 0.1152,
"step": 125500
},
{
"epoch": 5.9,
"learning_rate": 6.0661265395963096e-06,
"loss": 0.1095,
"step": 126000
},
{
"epoch": 5.92,
"learning_rate": 6.050515930626454e-06,
"loss": 0.1141,
"step": 126500
},
{
"epoch": 5.95,
"learning_rate": 6.034905321656598e-06,
"loss": 0.1142,
"step": 127000
},
{
"epoch": 5.97,
"learning_rate": 6.0192947126867425e-06,
"loss": 0.111,
"step": 127500
},
{
"epoch": 5.99,
"learning_rate": 6.003684103716887e-06,
"loss": 0.1224,
"step": 128000
},
{
"epoch": 6.0,
"eval_AerospaceManufacturer_f1": 0.8345323741007195,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8285714285714286,
"eval_AerospaceManufacturer_recall": 0.8405797101449275,
"eval_AnatomicalStructure_f1": 0.7161016949152542,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.689795918367347,
"eval_AnatomicalStructure_recall": 0.7444933920704846,
"eval_ArtWork_f1": 0.657439446366782,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6012658227848101,
"eval_ArtWork_recall": 0.7251908396946565,
"eval_Artist_f1": 0.7972489683631361,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7574490329325666,
"eval_Artist_recall": 0.8414634146341463,
"eval_Athlete_f1": 0.7441217150760719,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7400275103163686,
"eval_Athlete_recall": 0.7482614742698191,
"eval_CarManufacturer_f1": 0.8282208588957056,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.8083832335329342,
"eval_CarManufacturer_recall": 0.8490566037735849,
"eval_Cleric_f1": 0.631868131868132,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.7055214723926381,
"eval_Cleric_recall": 0.572139303482587,
"eval_Clothing_f1": 0.6153846153846154,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6060606060606061,
"eval_Clothing_recall": 0.625,
"eval_Disease_f1": 0.6925064599483205,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.708994708994709,
"eval_Disease_recall": 0.6767676767676768,
"eval_Drink_f1": 0.7670250896057347,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7867647058823529,
"eval_Drink_recall": 0.7482517482517482,
"eval_Facility_f1": 0.6957328385899815,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6454388984509466,
"eval_Facility_recall": 0.7545271629778671,
"eval_Food_f1": 0.6607538802660754,
"eval_Food_number": 214,
"eval_Food_precision": 0.6286919831223629,
"eval_Food_recall": 0.6962616822429907,
"eval_HumanSettlement_f1": 0.8696916812100058,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8547741566609491,
"eval_HumanSettlement_recall": 0.8851391355831854,
"eval_MedicalProcedure_f1": 0.7418181818181818,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7669172932330827,
"eval_MedicalProcedure_recall": 0.7183098591549296,
"eval_Medication/Vaccine_f1": 0.7857142857142856,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.75,
"eval_Medication/Vaccine_recall": 0.825,
"eval_MusicalGRP_f1": 0.7661691542288557,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7129629629629629,
"eval_MusicalGRP_recall": 0.8279569892473119,
"eval_MusicalWork_f1": 0.7404063205417607,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.6847599164926931,
"eval_MusicalWork_recall": 0.8058968058968059,
"eval_ORG_f1": 0.6771406127258445,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.7112211221122112,
"eval_ORG_recall": 0.6461769115442278,
"eval_OtherLOC_f1": 0.7393364928909952,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7878787878787878,
"eval_OtherLOC_recall": 0.6964285714285714,
"eval_OtherPER_f1": 0.5378346915017462,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5378346915017462,
"eval_OtherPER_recall": 0.5378346915017462,
"eval_OtherPROD_f1": 0.6151960784313726,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6553524804177546,
"eval_OtherPROD_recall": 0.5796766743648961,
"eval_Politician_f1": 0.5916666666666666,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.5946398659966499,
"eval_Politician_recall": 0.5887230514096186,
"eval_PrivateCorp_f1": 0.7372881355932203,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8130841121495327,
"eval_PrivateCorp_recall": 0.6744186046511628,
"eval_PublicCorp_f1": 0.7054409005628517,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.6482758620689655,
"eval_PublicCorp_recall": 0.7736625514403292,
"eval_Scientist_f1": 0.53551912568306,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5536723163841808,
"eval_Scientist_recall": 0.5185185185185185,
"eval_Software_f1": 0.784,
"eval_Software_number": 307,
"eval_Software_precision": 0.7704402515723271,
"eval_Software_recall": 0.7980456026058632,
"eval_SportsGRP_f1": 0.8679245283018868,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8414634146341463,
"eval_SportsGRP_recall": 0.8961038961038961,
"eval_SportsManager_f1": 0.663265306122449,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6565656565656566,
"eval_SportsManager_recall": 0.6701030927835051,
"eval_Station_f1": 0.7959183673469388,
"eval_Station_number": 194,
"eval_Station_precision": 0.7878787878787878,
"eval_Station_recall": 0.8041237113402062,
"eval_Symptom_f1": 0.6894197952218429,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6158536585365854,
"eval_Symptom_recall": 0.7829457364341085,
"eval_Vehicle_f1": 0.643171806167401,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.5887096774193549,
"eval_Vehicle_recall": 0.7087378640776699,
"eval_VisualWork_f1": 0.7942857142857144,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7864214992927864,
"eval_VisualWork_recall": 0.8023088023088023,
"eval_WrittenWork_f1": 0.7044609665427509,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7387914230019493,
"eval_WrittenWork_recall": 0.6731793960923623,
"eval_loss": 0.22752739489078522,
"eval_overall_accuracy": 0.9406249329509451,
"eval_overall_f1": 0.7345913807747703,
"eval_overall_precision": 0.7220850878466676,
"eval_overall_recall": 0.7475385193536265,
"eval_runtime": 44.5182,
"eval_samples_per_second": 199.806,
"eval_steps_per_second": 24.979,
"step": 128118
},
{
"epoch": 6.02,
"learning_rate": 5.988073494747031e-06,
"loss": 0.0957,
"step": 128500
},
{
"epoch": 6.04,
"learning_rate": 5.972462885777175e-06,
"loss": 0.0884,
"step": 129000
},
{
"epoch": 6.06,
"learning_rate": 5.956852276807319e-06,
"loss": 0.0953,
"step": 129500
},
{
"epoch": 6.09,
"learning_rate": 5.941241667837463e-06,
"loss": 0.0941,
"step": 130000
},
{
"epoch": 6.11,
"learning_rate": 5.925631058867607e-06,
"loss": 0.0958,
"step": 130500
},
{
"epoch": 6.13,
"learning_rate": 5.910020449897751e-06,
"loss": 0.0963,
"step": 131000
},
{
"epoch": 6.16,
"learning_rate": 5.894409840927895e-06,
"loss": 0.0947,
"step": 131500
},
{
"epoch": 6.18,
"learning_rate": 5.878799231958039e-06,
"loss": 0.0963,
"step": 132000
},
{
"epoch": 6.21,
"learning_rate": 5.863188622988183e-06,
"loss": 0.0941,
"step": 132500
},
{
"epoch": 6.23,
"learning_rate": 5.847578014018327e-06,
"loss": 0.0948,
"step": 133000
},
{
"epoch": 6.25,
"learning_rate": 5.831967405048471e-06,
"loss": 0.0984,
"step": 133500
},
{
"epoch": 6.28,
"learning_rate": 5.816356796078616e-06,
"loss": 0.0987,
"step": 134000
},
{
"epoch": 6.3,
"learning_rate": 5.80074618710876e-06,
"loss": 0.1006,
"step": 134500
},
{
"epoch": 6.32,
"learning_rate": 5.785135578138904e-06,
"loss": 0.0955,
"step": 135000
},
{
"epoch": 6.35,
"learning_rate": 5.769524969169048e-06,
"loss": 0.0964,
"step": 135500
},
{
"epoch": 6.37,
"learning_rate": 5.753914360199192e-06,
"loss": 0.1005,
"step": 136000
},
{
"epoch": 6.39,
"learning_rate": 5.738303751229336e-06,
"loss": 0.0985,
"step": 136500
},
{
"epoch": 6.42,
"learning_rate": 5.72269314225948e-06,
"loss": 0.0969,
"step": 137000
},
{
"epoch": 6.44,
"learning_rate": 5.707082533289624e-06,
"loss": 0.0961,
"step": 137500
},
{
"epoch": 6.46,
"learning_rate": 5.691471924319768e-06,
"loss": 0.0986,
"step": 138000
},
{
"epoch": 6.49,
"learning_rate": 5.675861315349912e-06,
"loss": 0.0942,
"step": 138500
},
{
"epoch": 6.51,
"learning_rate": 5.6602507063800564e-06,
"loss": 0.1067,
"step": 139000
},
{
"epoch": 6.53,
"learning_rate": 5.6446400974102e-06,
"loss": 0.0984,
"step": 139500
},
{
"epoch": 6.56,
"learning_rate": 5.629029488440344e-06,
"loss": 0.099,
"step": 140000
},
{
"epoch": 6.58,
"learning_rate": 5.613418879470489e-06,
"loss": 0.0987,
"step": 140500
},
{
"epoch": 6.6,
"learning_rate": 5.5978082705006335e-06,
"loss": 0.092,
"step": 141000
},
{
"epoch": 6.63,
"learning_rate": 5.5821976615307775e-06,
"loss": 0.0973,
"step": 141500
},
{
"epoch": 6.65,
"learning_rate": 5.5665870525609216e-06,
"loss": 0.0989,
"step": 142000
},
{
"epoch": 6.67,
"learning_rate": 5.550976443591065e-06,
"loss": 0.0972,
"step": 142500
},
{
"epoch": 6.7,
"learning_rate": 5.535365834621209e-06,
"loss": 0.0961,
"step": 143000
},
{
"epoch": 6.72,
"learning_rate": 5.519755225651353e-06,
"loss": 0.0995,
"step": 143500
},
{
"epoch": 6.74,
"learning_rate": 5.504144616681497e-06,
"loss": 0.0931,
"step": 144000
},
{
"epoch": 6.77,
"learning_rate": 5.488534007711641e-06,
"loss": 0.1078,
"step": 144500
},
{
"epoch": 6.79,
"learning_rate": 5.472923398741785e-06,
"loss": 0.0958,
"step": 145000
},
{
"epoch": 6.81,
"learning_rate": 5.457312789771929e-06,
"loss": 0.0967,
"step": 145500
},
{
"epoch": 6.84,
"learning_rate": 5.441702180802073e-06,
"loss": 0.0976,
"step": 146000
},
{
"epoch": 6.86,
"learning_rate": 5.426091571832217e-06,
"loss": 0.0946,
"step": 146500
},
{
"epoch": 6.88,
"learning_rate": 5.410480962862362e-06,
"loss": 0.0981,
"step": 147000
},
{
"epoch": 6.91,
"learning_rate": 5.394870353892506e-06,
"loss": 0.0968,
"step": 147500
},
{
"epoch": 6.93,
"learning_rate": 5.37925974492265e-06,
"loss": 0.0965,
"step": 148000
},
{
"epoch": 6.95,
"learning_rate": 5.363649135952794e-06,
"loss": 0.0985,
"step": 148500
},
{
"epoch": 6.98,
"learning_rate": 5.348038526982938e-06,
"loss": 0.0964,
"step": 149000
},
{
"epoch": 7.0,
"eval_AerospaceManufacturer_f1": 0.8304498269896193,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.7947019867549668,
"eval_AerospaceManufacturer_recall": 0.8695652173913043,
"eval_AnatomicalStructure_f1": 0.7334754797441364,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7107438016528925,
"eval_AnatomicalStructure_recall": 0.7577092511013216,
"eval_ArtWork_f1": 0.6691449814126395,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6521739130434783,
"eval_ArtWork_recall": 0.6870229007633588,
"eval_Artist_f1": 0.7976224172091708,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7780231916068471,
"eval_Artist_recall": 0.8182346109175378,
"eval_Athlete_f1": 0.7513966480446927,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7545582047685835,
"eval_Athlete_recall": 0.7482614742698191,
"eval_CarManufacturer_f1": 0.8109756097560975,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7869822485207101,
"eval_CarManufacturer_recall": 0.8364779874213837,
"eval_Cleric_f1": 0.6019900497512438,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6019900497512438,
"eval_Cleric_recall": 0.6019900497512438,
"eval_Clothing_f1": 0.6258992805755395,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.58,
"eval_Clothing_recall": 0.6796875,
"eval_Disease_f1": 0.6816143497757847,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6129032258064516,
"eval_Disease_recall": 0.7676767676767676,
"eval_Drink_f1": 0.7840531561461794,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7468354430379747,
"eval_Drink_recall": 0.8251748251748252,
"eval_Facility_f1": 0.6948176583493282,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6642201834862386,
"eval_Facility_recall": 0.7283702213279678,
"eval_Food_f1": 0.6807511737089202,
"eval_Food_number": 214,
"eval_Food_precision": 0.6839622641509434,
"eval_Food_recall": 0.677570093457944,
"eval_HumanSettlement_f1": 0.869666861484512,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8586266589728794,
"eval_HumanSettlement_recall": 0.8809946714031972,
"eval_MedicalProcedure_f1": 0.7608695652173914,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7835820895522388,
"eval_MedicalProcedure_recall": 0.7394366197183099,
"eval_Medication/Vaccine_f1": 0.7621247113163971,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7081545064377682,
"eval_Medication/Vaccine_recall": 0.825,
"eval_MusicalGRP_f1": 0.7802929427430093,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7730870712401056,
"eval_MusicalGRP_recall": 0.7876344086021505,
"eval_MusicalWork_f1": 0.7549504950495051,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7605985037406484,
"eval_MusicalWork_recall": 0.7493857493857494,
"eval_ORG_f1": 0.6780669144981413,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.672566371681416,
"eval_ORG_recall": 0.6836581709145427,
"eval_OtherLOC_f1": 0.7425968109339407,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7581395348837209,
"eval_OtherLOC_recall": 0.7276785714285714,
"eval_OtherPER_f1": 0.5395763656633222,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5176470588235295,
"eval_OtherPER_recall": 0.5634458672875436,
"eval_OtherPROD_f1": 0.6287787182587666,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6598984771573604,
"eval_OtherPROD_recall": 0.6004618937644342,
"eval_Politician_f1": 0.5801526717557253,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.59375,
"eval_Politician_recall": 0.5671641791044776,
"eval_PrivateCorp_f1": 0.7577092511013216,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8775510204081632,
"eval_PrivateCorp_recall": 0.6666666666666666,
"eval_PublicCorp_f1": 0.74,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7198443579766537,
"eval_PublicCorp_recall": 0.7613168724279835,
"eval_Scientist_f1": 0.5130890052356021,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5077720207253886,
"eval_Scientist_recall": 0.5185185185185185,
"eval_Software_f1": 0.7841845140032949,
"eval_Software_number": 307,
"eval_Software_precision": 0.7933333333333333,
"eval_Software_recall": 0.7752442996742671,
"eval_SportsGRP_f1": 0.8448275862068965,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8032786885245902,
"eval_SportsGRP_recall": 0.8909090909090909,
"eval_SportsManager_f1": 0.6507177033492823,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6071428571428571,
"eval_SportsManager_recall": 0.7010309278350515,
"eval_Station_f1": 0.7722772277227722,
"eval_Station_number": 194,
"eval_Station_precision": 0.7428571428571429,
"eval_Station_recall": 0.8041237113402062,
"eval_Symptom_f1": 0.6804979253112033,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7321428571428571,
"eval_Symptom_recall": 0.6356589147286822,
"eval_Vehicle_f1": 0.6422413793103449,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.5775193798449613,
"eval_Vehicle_recall": 0.7233009708737864,
"eval_VisualWork_f1": 0.7925608011444921,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7858156028368795,
"eval_VisualWork_recall": 0.7994227994227994,
"eval_WrittenWork_f1": 0.6966864910790145,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.6677524429967426,
"eval_WrittenWork_recall": 0.7282415630550622,
"eval_loss": 0.24561241269111633,
"eval_overall_accuracy": 0.940338856983472,
"eval_overall_f1": 0.7334341236771268,
"eval_overall_precision": 0.7199218184450558,
"eval_overall_recall": 0.7474633596392334,
"eval_runtime": 43.7555,
"eval_samples_per_second": 203.289,
"eval_steps_per_second": 25.414,
"step": 149471
},
{
"epoch": 7.0,
"learning_rate": 5.332427918013082e-06,
"loss": 0.0977,
"step": 149500
},
{
"epoch": 7.02,
"learning_rate": 5.316817309043226e-06,
"loss": 0.0849,
"step": 150000
},
{
"epoch": 7.05,
"learning_rate": 5.30120670007337e-06,
"loss": 0.0842,
"step": 150500
},
{
"epoch": 7.07,
"learning_rate": 5.285596091103514e-06,
"loss": 0.0822,
"step": 151000
},
{
"epoch": 7.1,
"learning_rate": 5.269985482133658e-06,
"loss": 0.0775,
"step": 151500
},
{
"epoch": 7.12,
"learning_rate": 5.2543748731638025e-06,
"loss": 0.0878,
"step": 152000
},
{
"epoch": 7.14,
"learning_rate": 5.2387642641939465e-06,
"loss": 0.0835,
"step": 152500
},
{
"epoch": 7.17,
"learning_rate": 5.2231536552240906e-06,
"loss": 0.0792,
"step": 153000
},
{
"epoch": 7.19,
"learning_rate": 5.2075430462542354e-06,
"loss": 0.0908,
"step": 153500
},
{
"epoch": 7.21,
"learning_rate": 5.1919324372843795e-06,
"loss": 0.0862,
"step": 154000
},
{
"epoch": 7.24,
"learning_rate": 5.1763218283145235e-06,
"loss": 0.0823,
"step": 154500
},
{
"epoch": 7.26,
"learning_rate": 5.160711219344668e-06,
"loss": 0.0785,
"step": 155000
},
{
"epoch": 7.28,
"learning_rate": 5.145100610374812e-06,
"loss": 0.0827,
"step": 155500
},
{
"epoch": 7.31,
"learning_rate": 5.129490001404956e-06,
"loss": 0.081,
"step": 156000
},
{
"epoch": 7.33,
"learning_rate": 5.1138793924351e-06,
"loss": 0.0814,
"step": 156500
},
{
"epoch": 7.35,
"learning_rate": 5.098268783465244e-06,
"loss": 0.0799,
"step": 157000
},
{
"epoch": 7.38,
"learning_rate": 5.082658174495387e-06,
"loss": 0.0907,
"step": 157500
},
{
"epoch": 7.4,
"learning_rate": 5.067047565525531e-06,
"loss": 0.0862,
"step": 158000
},
{
"epoch": 7.42,
"learning_rate": 5.051436956555675e-06,
"loss": 0.0844,
"step": 158500
},
{
"epoch": 7.45,
"learning_rate": 5.035826347585819e-06,
"loss": 0.0795,
"step": 159000
},
{
"epoch": 7.47,
"learning_rate": 5.020215738615963e-06,
"loss": 0.0862,
"step": 159500
},
{
"epoch": 7.49,
"learning_rate": 5.004605129646108e-06,
"loss": 0.0813,
"step": 160000
},
{
"epoch": 7.52,
"learning_rate": 4.988994520676252e-06,
"loss": 0.0802,
"step": 160500
},
{
"epoch": 7.54,
"learning_rate": 4.973383911706396e-06,
"loss": 0.0871,
"step": 161000
},
{
"epoch": 7.56,
"learning_rate": 4.95777330273654e-06,
"loss": 0.0811,
"step": 161500
},
{
"epoch": 7.59,
"learning_rate": 4.942162693766684e-06,
"loss": 0.0801,
"step": 162000
},
{
"epoch": 7.61,
"learning_rate": 4.926552084796828e-06,
"loss": 0.0872,
"step": 162500
},
{
"epoch": 7.63,
"learning_rate": 4.910941475826972e-06,
"loss": 0.0825,
"step": 163000
},
{
"epoch": 7.66,
"learning_rate": 4.895330866857116e-06,
"loss": 0.0873,
"step": 163500
},
{
"epoch": 7.68,
"learning_rate": 4.87972025788726e-06,
"loss": 0.0873,
"step": 164000
},
{
"epoch": 7.7,
"learning_rate": 4.8641096489174044e-06,
"loss": 0.0938,
"step": 164500
},
{
"epoch": 7.73,
"learning_rate": 4.848499039947549e-06,
"loss": 0.088,
"step": 165000
},
{
"epoch": 7.75,
"learning_rate": 4.832888430977693e-06,
"loss": 0.089,
"step": 165500
},
{
"epoch": 7.77,
"learning_rate": 4.817277822007837e-06,
"loss": 0.0801,
"step": 166000
},
{
"epoch": 7.8,
"learning_rate": 4.801667213037981e-06,
"loss": 0.0881,
"step": 166500
},
{
"epoch": 7.82,
"learning_rate": 4.786056604068125e-06,
"loss": 0.084,
"step": 167000
},
{
"epoch": 7.84,
"learning_rate": 4.770445995098269e-06,
"loss": 0.0853,
"step": 167500
},
{
"epoch": 7.87,
"learning_rate": 4.754835386128413e-06,
"loss": 0.0826,
"step": 168000
},
{
"epoch": 7.89,
"learning_rate": 4.739224777158558e-06,
"loss": 0.0817,
"step": 168500
},
{
"epoch": 7.91,
"learning_rate": 4.723614168188702e-06,
"loss": 0.0857,
"step": 169000
},
{
"epoch": 7.94,
"learning_rate": 4.708003559218846e-06,
"loss": 0.0814,
"step": 169500
},
{
"epoch": 7.96,
"learning_rate": 4.69239295024899e-06,
"loss": 0.079,
"step": 170000
},
{
"epoch": 7.98,
"learning_rate": 4.676782341279134e-06,
"loss": 0.0838,
"step": 170500
},
{
"epoch": 8.0,
"eval_AerospaceManufacturer_f1": 0.8243243243243245,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.7721518987341772,
"eval_AerospaceManufacturer_recall": 0.8840579710144928,
"eval_AnatomicalStructure_f1": 0.731808731808732,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.6929133858267716,
"eval_AnatomicalStructure_recall": 0.775330396475771,
"eval_ArtWork_f1": 0.681159420289855,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6482758620689655,
"eval_ArtWork_recall": 0.7175572519083969,
"eval_Artist_f1": 0.7978267086073777,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7859154929577464,
"eval_Artist_recall": 0.8101045296167247,
"eval_Athlete_f1": 0.7366946778711484,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7418899858956276,
"eval_Athlete_recall": 0.7315716272600834,
"eval_CarManufacturer_f1": 0.7846607669616519,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7388888888888889,
"eval_CarManufacturer_recall": 0.8364779874213837,
"eval_Cleric_f1": 0.5882352941176471,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.5797101449275363,
"eval_Cleric_recall": 0.5970149253731343,
"eval_Clothing_f1": 0.6304347826086957,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.5878378378378378,
"eval_Clothing_recall": 0.6796875,
"eval_Disease_f1": 0.6859903381642511,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6574074074074074,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.787878787878788,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7597402597402597,
"eval_Drink_recall": 0.8181818181818182,
"eval_Facility_f1": 0.7115577889447237,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.7108433734939759,
"eval_Facility_recall": 0.7122736418511066,
"eval_Food_f1": 0.6815144766146994,
"eval_Food_number": 214,
"eval_Food_precision": 0.6510638297872341,
"eval_Food_recall": 0.7149532710280374,
"eval_HumanSettlement_f1": 0.8806146572104018,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8790560471976401,
"eval_HumanSettlement_recall": 0.8821788040260509,
"eval_MedicalProcedure_f1": 0.7552447552447553,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.75,
"eval_MedicalProcedure_recall": 0.7605633802816901,
"eval_Medication/Vaccine_f1": 0.7815533980582525,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7594339622641509,
"eval_Medication/Vaccine_recall": 0.805,
"eval_MusicalGRP_f1": 0.7925531914893617,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7842105263157895,
"eval_MusicalGRP_recall": 0.8010752688172043,
"eval_MusicalWork_f1": 0.7598566308243727,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7395348837209302,
"eval_MusicalWork_recall": 0.7813267813267813,
"eval_ORG_f1": 0.6869300911854103,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6964560862865947,
"eval_ORG_recall": 0.6776611694152923,
"eval_OtherLOC_f1": 0.7336244541484715,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.717948717948718,
"eval_OtherLOC_recall": 0.75,
"eval_OtherPER_f1": 0.5420966865833786,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5081466395112016,
"eval_OtherPER_recall": 0.580908032596042,
"eval_OtherPROD_f1": 0.624561403508772,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6327014218009479,
"eval_OtherPROD_recall": 0.6166281755196305,
"eval_Politician_f1": 0.5954198473282443,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.609375,
"eval_Politician_recall": 0.582089552238806,
"eval_PrivateCorp_f1": 0.7577092511013216,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8775510204081632,
"eval_PrivateCorp_recall": 0.6666666666666666,
"eval_PublicCorp_f1": 0.7228915662650603,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7058823529411765,
"eval_PublicCorp_recall": 0.7407407407407407,
"eval_Scientist_f1": 0.5311653116531165,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5444444444444444,
"eval_Scientist_recall": 0.5185185185185185,
"eval_Software_f1": 0.7833065810593901,
"eval_Software_number": 307,
"eval_Software_precision": 0.7721518987341772,
"eval_Software_recall": 0.7947882736156352,
"eval_SportsGRP_f1": 0.8407960199004975,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8066825775656324,
"eval_SportsGRP_recall": 0.8779220779220779,
"eval_SportsManager_f1": 0.6600000000000001,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6407766990291263,
"eval_SportsManager_recall": 0.6804123711340206,
"eval_Station_f1": 0.7951219512195122,
"eval_Station_number": 194,
"eval_Station_precision": 0.7546296296296297,
"eval_Station_recall": 0.8402061855670103,
"eval_Symptom_f1": 0.7158671586715867,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6830985915492958,
"eval_Symptom_recall": 0.751937984496124,
"eval_Vehicle_f1": 0.6666666666666667,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.625531914893617,
"eval_Vehicle_recall": 0.7135922330097088,
"eval_VisualWork_f1": 0.7875927174645989,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.739240506329114,
"eval_VisualWork_recall": 0.8427128427128427,
"eval_WrittenWork_f1": 0.7177637511271415,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7289377289377289,
"eval_WrittenWork_recall": 0.7069271758436945,
"eval_loss": 0.2562252879142761,
"eval_overall_accuracy": 0.9414116418614963,
"eval_overall_f1": 0.7375603998377042,
"eval_overall_precision": 0.7241778936694191,
"eval_overall_recall": 0.7514468245020669,
"eval_runtime": 44.7176,
"eval_samples_per_second": 198.915,
"eval_steps_per_second": 24.867,
"step": 170824
},
{
"epoch": 8.01,
"learning_rate": 4.661171732309278e-06,
"loss": 0.0827,
"step": 171000
},
{
"epoch": 8.03,
"learning_rate": 4.645561123339422e-06,
"loss": 0.0683,
"step": 171500
},
{
"epoch": 8.06,
"learning_rate": 4.629950514369566e-06,
"loss": 0.0683,
"step": 172000
},
{
"epoch": 8.08,
"learning_rate": 4.61433990539971e-06,
"loss": 0.0721,
"step": 172500
},
{
"epoch": 8.1,
"learning_rate": 4.598729296429854e-06,
"loss": 0.0719,
"step": 173000
},
{
"epoch": 8.13,
"learning_rate": 4.583118687459998e-06,
"loss": 0.0744,
"step": 173500
},
{
"epoch": 8.15,
"learning_rate": 4.567508078490142e-06,
"loss": 0.0653,
"step": 174000
},
{
"epoch": 8.17,
"learning_rate": 4.551897469520286e-06,
"loss": 0.0694,
"step": 174500
},
{
"epoch": 8.2,
"learning_rate": 4.53628686055043e-06,
"loss": 0.0717,
"step": 175000
},
{
"epoch": 8.22,
"learning_rate": 4.520676251580574e-06,
"loss": 0.071,
"step": 175500
},
{
"epoch": 8.24,
"learning_rate": 4.505065642610718e-06,
"loss": 0.0697,
"step": 176000
},
{
"epoch": 8.27,
"learning_rate": 4.489455033640862e-06,
"loss": 0.0748,
"step": 176500
},
{
"epoch": 8.29,
"learning_rate": 4.473844424671006e-06,
"loss": 0.0656,
"step": 177000
},
{
"epoch": 8.31,
"learning_rate": 4.4582338157011505e-06,
"loss": 0.0711,
"step": 177500
},
{
"epoch": 8.34,
"learning_rate": 4.442623206731295e-06,
"loss": 0.0753,
"step": 178000
},
{
"epoch": 8.36,
"learning_rate": 4.427012597761439e-06,
"loss": 0.0697,
"step": 178500
},
{
"epoch": 8.38,
"learning_rate": 4.4114019887915835e-06,
"loss": 0.0732,
"step": 179000
},
{
"epoch": 8.41,
"learning_rate": 4.3957913798217275e-06,
"loss": 0.0742,
"step": 179500
},
{
"epoch": 8.43,
"learning_rate": 4.3801807708518715e-06,
"loss": 0.0733,
"step": 180000
},
{
"epoch": 8.45,
"learning_rate": 4.364570161882016e-06,
"loss": 0.0655,
"step": 180500
},
{
"epoch": 8.48,
"learning_rate": 4.34895955291216e-06,
"loss": 0.0701,
"step": 181000
},
{
"epoch": 8.5,
"learning_rate": 4.333348943942304e-06,
"loss": 0.0717,
"step": 181500
},
{
"epoch": 8.52,
"learning_rate": 4.317738334972448e-06,
"loss": 0.0702,
"step": 182000
},
{
"epoch": 8.55,
"learning_rate": 4.302127726002592e-06,
"loss": 0.0744,
"step": 182500
},
{
"epoch": 8.57,
"learning_rate": 4.286517117032736e-06,
"loss": 0.0759,
"step": 183000
},
{
"epoch": 8.59,
"learning_rate": 4.27090650806288e-06,
"loss": 0.078,
"step": 183500
},
{
"epoch": 8.62,
"learning_rate": 4.255295899093024e-06,
"loss": 0.0724,
"step": 184000
},
{
"epoch": 8.64,
"learning_rate": 4.239685290123168e-06,
"loss": 0.0694,
"step": 184500
},
{
"epoch": 8.66,
"learning_rate": 4.224074681153312e-06,
"loss": 0.0797,
"step": 185000
},
{
"epoch": 8.69,
"learning_rate": 4.208464072183456e-06,
"loss": 0.0726,
"step": 185500
},
{
"epoch": 8.71,
"learning_rate": 4.1928534632136e-06,
"loss": 0.0773,
"step": 186000
},
{
"epoch": 8.73,
"learning_rate": 4.177242854243744e-06,
"loss": 0.0695,
"step": 186500
},
{
"epoch": 8.76,
"learning_rate": 4.161632245273888e-06,
"loss": 0.0723,
"step": 187000
},
{
"epoch": 8.78,
"learning_rate": 4.146021636304032e-06,
"loss": 0.0719,
"step": 187500
},
{
"epoch": 8.8,
"learning_rate": 4.130411027334177e-06,
"loss": 0.0721,
"step": 188000
},
{
"epoch": 8.83,
"learning_rate": 4.114800418364321e-06,
"loss": 0.073,
"step": 188500
},
{
"epoch": 8.85,
"learning_rate": 4.099189809394465e-06,
"loss": 0.0741,
"step": 189000
},
{
"epoch": 8.87,
"learning_rate": 4.083579200424609e-06,
"loss": 0.0685,
"step": 189500
},
{
"epoch": 8.9,
"learning_rate": 4.0679685914547524e-06,
"loss": 0.0832,
"step": 190000
},
{
"epoch": 8.92,
"learning_rate": 4.0523579824848965e-06,
"loss": 0.0816,
"step": 190500
},
{
"epoch": 8.94,
"learning_rate": 4.036747373515041e-06,
"loss": 0.0679,
"step": 191000
},
{
"epoch": 8.97,
"learning_rate": 4.0211367645451854e-06,
"loss": 0.0729,
"step": 191500
},
{
"epoch": 8.99,
"learning_rate": 4.0055261555753295e-06,
"loss": 0.0753,
"step": 192000
},
{
"epoch": 9.0,
"eval_AerospaceManufacturer_f1": 0.8413793103448277,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8026315789473685,
"eval_AerospaceManufacturer_recall": 0.8840579710144928,
"eval_AnatomicalStructure_f1": 0.7505154639175258,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7054263565891473,
"eval_AnatomicalStructure_recall": 0.801762114537445,
"eval_ArtWork_f1": 0.6417910447761195,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6277372262773723,
"eval_ArtWork_recall": 0.6564885496183206,
"eval_Artist_f1": 0.8059201340407707,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7762237762237763,
"eval_Artist_recall": 0.837979094076655,
"eval_Athlete_f1": 0.7552155771905424,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7552155771905424,
"eval_Athlete_recall": 0.7552155771905424,
"eval_CarManufacturer_f1": 0.8048048048048047,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7701149425287356,
"eval_CarManufacturer_recall": 0.8427672955974843,
"eval_Cleric_f1": 0.619047619047619,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6610169491525424,
"eval_Cleric_recall": 0.582089552238806,
"eval_Clothing_f1": 0.6222222222222222,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.5915492957746479,
"eval_Clothing_recall": 0.65625,
"eval_Disease_f1": 0.6906474820143884,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6575342465753424,
"eval_Disease_recall": 0.7272727272727273,
"eval_Drink_f1": 0.7859649122807018,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7887323943661971,
"eval_Drink_recall": 0.7832167832167832,
"eval_Facility_f1": 0.7105788423153692,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.7049504950495049,
"eval_Facility_recall": 0.716297786720322,
"eval_Food_f1": 0.6781115879828327,
"eval_Food_number": 214,
"eval_Food_precision": 0.626984126984127,
"eval_Food_recall": 0.7383177570093458,
"eval_HumanSettlement_f1": 0.8655510675129833,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8441193021947102,
"eval_HumanSettlement_recall": 0.8880994671403197,
"eval_MedicalProcedure_f1": 0.7561837455830389,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7588652482269503,
"eval_MedicalProcedure_recall": 0.7535211267605634,
"eval_Medication/Vaccine_f1": 0.7772727272727273,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7125,
"eval_Medication/Vaccine_recall": 0.855,
"eval_MusicalGRP_f1": 0.7823834196891192,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.755,
"eval_MusicalGRP_recall": 0.8118279569892473,
"eval_MusicalWork_f1": 0.775267538644471,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7511520737327189,
"eval_MusicalWork_recall": 0.800982800982801,
"eval_ORG_f1": 0.687869822485207,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6788321167883211,
"eval_ORG_recall": 0.697151424287856,
"eval_OtherLOC_f1": 0.761467889908257,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7830188679245284,
"eval_OtherLOC_recall": 0.7410714285714286,
"eval_OtherPER_f1": 0.5467468562055768,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5154639175257731,
"eval_OtherPER_recall": 0.5820721769499418,
"eval_OtherPROD_f1": 0.6437571592210767,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6386363636363637,
"eval_OtherPROD_recall": 0.648960739030023,
"eval_Politician_f1": 0.618921308576481,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6628787878787878,
"eval_Politician_recall": 0.5804311774461028,
"eval_PrivateCorp_f1": 0.7796610169491526,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8598130841121495,
"eval_PrivateCorp_recall": 0.7131782945736435,
"eval_PublicCorp_f1": 0.7054263565891473,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.6666666666666666,
"eval_PublicCorp_recall": 0.7489711934156379,
"eval_Scientist_f1": 0.505,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.4786729857819905,
"eval_Scientist_recall": 0.5343915343915344,
"eval_Software_f1": 0.7744000000000001,
"eval_Software_number": 307,
"eval_Software_precision": 0.7610062893081762,
"eval_Software_recall": 0.7882736156351792,
"eval_SportsGRP_f1": 0.8585732165206508,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8285024154589372,
"eval_SportsGRP_recall": 0.8909090909090909,
"eval_SportsManager_f1": 0.6860158311345647,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.7027027027027027,
"eval_SportsManager_recall": 0.6701030927835051,
"eval_Station_f1": 0.802992518703242,
"eval_Station_number": 194,
"eval_Station_precision": 0.7777777777777778,
"eval_Station_recall": 0.8298969072164949,
"eval_Symptom_f1": 0.7279411764705883,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6923076923076923,
"eval_Symptom_recall": 0.7674418604651163,
"eval_Vehicle_f1": 0.663551401869159,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6396396396396397,
"eval_Vehicle_recall": 0.6893203883495146,
"eval_VisualWork_f1": 0.7985765124555161,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7879213483146067,
"eval_VisualWork_recall": 0.8095238095238095,
"eval_WrittenWork_f1": 0.7116237799467613,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7109929078014184,
"eval_WrittenWork_recall": 0.7122557726465364,
"eval_loss": 0.270776629447937,
"eval_overall_accuracy": 0.9424343634452129,
"eval_overall_f1": 0.7422127534528357,
"eval_overall_precision": 0.7258423737337453,
"eval_overall_recall": 0.7593385945133408,
"eval_runtime": 44.4548,
"eval_samples_per_second": 200.091,
"eval_steps_per_second": 25.014,
"step": 192177
},
{
"epoch": 9.02,
"learning_rate": 3.9899155466054735e-06,
"loss": 0.0658,
"step": 192500
},
{
"epoch": 9.04,
"learning_rate": 3.9743049376356176e-06,
"loss": 0.0611,
"step": 193000
},
{
"epoch": 9.06,
"learning_rate": 3.958694328665762e-06,
"loss": 0.0613,
"step": 193500
},
{
"epoch": 9.09,
"learning_rate": 3.943083719695906e-06,
"loss": 0.0636,
"step": 194000
},
{
"epoch": 9.11,
"learning_rate": 3.92747311072605e-06,
"loss": 0.0645,
"step": 194500
},
{
"epoch": 9.13,
"learning_rate": 3.911862501756194e-06,
"loss": 0.0597,
"step": 195000
},
{
"epoch": 9.16,
"learning_rate": 3.896251892786338e-06,
"loss": 0.0638,
"step": 195500
},
{
"epoch": 9.18,
"learning_rate": 3.880641283816482e-06,
"loss": 0.0606,
"step": 196000
},
{
"epoch": 9.2,
"learning_rate": 3.865030674846626e-06,
"loss": 0.0622,
"step": 196500
},
{
"epoch": 9.23,
"learning_rate": 3.84942006587677e-06,
"loss": 0.0569,
"step": 197000
},
{
"epoch": 9.25,
"learning_rate": 3.833809456906915e-06,
"loss": 0.0606,
"step": 197500
},
{
"epoch": 9.27,
"learning_rate": 3.818198847937059e-06,
"loss": 0.0626,
"step": 198000
},
{
"epoch": 9.3,
"learning_rate": 3.8025882389672025e-06,
"loss": 0.0624,
"step": 198500
},
{
"epoch": 9.32,
"learning_rate": 3.7869776299973465e-06,
"loss": 0.0696,
"step": 199000
},
{
"epoch": 9.34,
"learning_rate": 3.7713670210274906e-06,
"loss": 0.0662,
"step": 199500
},
{
"epoch": 9.37,
"learning_rate": 3.7557564120576346e-06,
"loss": 0.0613,
"step": 200000
},
{
"epoch": 9.39,
"learning_rate": 3.7401458030877787e-06,
"loss": 0.0598,
"step": 200500
},
{
"epoch": 9.41,
"learning_rate": 3.724535194117923e-06,
"loss": 0.0643,
"step": 201000
},
{
"epoch": 9.44,
"learning_rate": 3.708924585148067e-06,
"loss": 0.0624,
"step": 201500
},
{
"epoch": 9.46,
"learning_rate": 3.6933139761782112e-06,
"loss": 0.0645,
"step": 202000
},
{
"epoch": 9.48,
"learning_rate": 3.6777033672083553e-06,
"loss": 0.0681,
"step": 202500
},
{
"epoch": 9.51,
"learning_rate": 3.662092758238499e-06,
"loss": 0.0583,
"step": 203000
},
{
"epoch": 9.53,
"learning_rate": 3.646482149268643e-06,
"loss": 0.0624,
"step": 203500
},
{
"epoch": 9.55,
"learning_rate": 3.630871540298787e-06,
"loss": 0.0608,
"step": 204000
},
{
"epoch": 9.58,
"learning_rate": 3.6152609313289315e-06,
"loss": 0.0609,
"step": 204500
},
{
"epoch": 9.6,
"learning_rate": 3.5996503223590755e-06,
"loss": 0.06,
"step": 205000
},
{
"epoch": 9.62,
"learning_rate": 3.5840397133892195e-06,
"loss": 0.0625,
"step": 205500
},
{
"epoch": 9.65,
"learning_rate": 3.5684291044193636e-06,
"loss": 0.0677,
"step": 206000
},
{
"epoch": 9.67,
"learning_rate": 3.5528184954495076e-06,
"loss": 0.0656,
"step": 206500
},
{
"epoch": 9.69,
"learning_rate": 3.5372078864796517e-06,
"loss": 0.0647,
"step": 207000
},
{
"epoch": 9.72,
"learning_rate": 3.521597277509796e-06,
"loss": 0.0602,
"step": 207500
},
{
"epoch": 9.74,
"learning_rate": 3.50598666853994e-06,
"loss": 0.0639,
"step": 208000
},
{
"epoch": 9.76,
"learning_rate": 3.4903760595700842e-06,
"loss": 0.0642,
"step": 208500
},
{
"epoch": 9.79,
"learning_rate": 3.4747654506002283e-06,
"loss": 0.0656,
"step": 209000
},
{
"epoch": 9.81,
"learning_rate": 3.4591548416303723e-06,
"loss": 0.0631,
"step": 209500
},
{
"epoch": 9.83,
"learning_rate": 3.4435442326605164e-06,
"loss": 0.0605,
"step": 210000
},
{
"epoch": 9.86,
"learning_rate": 3.42793362369066e-06,
"loss": 0.065,
"step": 210500
},
{
"epoch": 9.88,
"learning_rate": 3.412323014720805e-06,
"loss": 0.0617,
"step": 211000
},
{
"epoch": 9.9,
"learning_rate": 3.396712405750949e-06,
"loss": 0.0619,
"step": 211500
},
{
"epoch": 9.93,
"learning_rate": 3.3811017967810926e-06,
"loss": 0.064,
"step": 212000
},
{
"epoch": 9.95,
"learning_rate": 3.3654911878112366e-06,
"loss": 0.0647,
"step": 212500
},
{
"epoch": 9.98,
"learning_rate": 3.3498805788413807e-06,
"loss": 0.0637,
"step": 213000
},
{
"epoch": 10.0,
"learning_rate": 3.3342699698715247e-06,
"loss": 0.0574,
"step": 213500
},
{
"epoch": 10.0,
"eval_AerospaceManufacturer_f1": 0.8464163822525597,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8,
"eval_AerospaceManufacturer_recall": 0.8985507246376812,
"eval_AnatomicalStructure_f1": 0.7580299785867238,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7375,
"eval_AnatomicalStructure_recall": 0.7797356828193832,
"eval_ArtWork_f1": 0.6591760299625468,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6470588235294118,
"eval_ArtWork_recall": 0.6717557251908397,
"eval_Artist_f1": 0.791846109675567,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7830777967064169,
"eval_Artist_recall": 0.8008130081300813,
"eval_Athlete_f1": 0.7353135313531353,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.699748743718593,
"eval_Athlete_recall": 0.7746870653685675,
"eval_CarManufacturer_f1": 0.8083832335329343,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7714285714285715,
"eval_CarManufacturer_recall": 0.8490566037735849,
"eval_Cleric_f1": 0.6030150753768844,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6091370558375635,
"eval_Cleric_recall": 0.5970149253731343,
"eval_Clothing_f1": 0.6381322957198443,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6356589147286822,
"eval_Clothing_recall": 0.640625,
"eval_Disease_f1": 0.7035175879396985,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.7,
"eval_Disease_recall": 0.7070707070707071,
"eval_Drink_f1": 0.7759197324414715,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7435897435897436,
"eval_Drink_recall": 0.8111888111888111,
"eval_Facility_f1": 0.6976744186046512,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6728971962616822,
"eval_Facility_recall": 0.7243460764587525,
"eval_Food_f1": 0.6986301369863014,
"eval_Food_number": 214,
"eval_Food_precision": 0.6830357142857143,
"eval_Food_recall": 0.7149532710280374,
"eval_HumanSettlement_f1": 0.8740870581361379,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8627450980392157,
"eval_HumanSettlement_recall": 0.8857312018946122,
"eval_MedicalProcedure_f1": 0.7508771929824561,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7482517482517482,
"eval_MedicalProcedure_recall": 0.7535211267605634,
"eval_Medication/Vaccine_f1": 0.8075117370892019,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7610619469026548,
"eval_Medication/Vaccine_recall": 0.86,
"eval_MusicalGRP_f1": 0.8031496062992126,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7846153846153846,
"eval_MusicalGRP_recall": 0.8225806451612904,
"eval_MusicalWork_f1": 0.7677261613691931,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7639902676399026,
"eval_MusicalWork_recall": 0.7714987714987716,
"eval_ORG_f1": 0.6931137724550898,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6920777279521674,
"eval_ORG_recall": 0.6941529235382309,
"eval_OtherLOC_f1": 0.7511111111111112,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7477876106194691,
"eval_OtherLOC_recall": 0.7544642857142857,
"eval_OtherPER_f1": 0.5484734868773433,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5079365079365079,
"eval_OtherPER_recall": 0.5960419091967404,
"eval_OtherPROD_f1": 0.642691415313225,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6456876456876457,
"eval_OtherPROD_recall": 0.6397228637413395,
"eval_Politician_f1": 0.6015424164524421,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6223404255319149,
"eval_Politician_recall": 0.582089552238806,
"eval_PrivateCorp_f1": 0.7932489451476793,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8703703703703703,
"eval_PrivateCorp_recall": 0.7286821705426356,
"eval_PublicCorp_f1": 0.7372549019607844,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.704119850187266,
"eval_PublicCorp_recall": 0.7736625514403292,
"eval_Scientist_f1": 0.5279187817258884,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5073170731707317,
"eval_Scientist_recall": 0.5502645502645502,
"eval_Software_f1": 0.7827476038338659,
"eval_Software_number": 307,
"eval_Software_precision": 0.768025078369906,
"eval_Software_recall": 0.7980456026058632,
"eval_SportsGRP_f1": 0.876923076923077,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8658227848101265,
"eval_SportsGRP_recall": 0.8883116883116883,
"eval_SportsManager_f1": 0.6844919786096256,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.7111111111111111,
"eval_SportsManager_recall": 0.6597938144329897,
"eval_Station_f1": 0.7930174563591021,
"eval_Station_number": 194,
"eval_Station_precision": 0.7681159420289855,
"eval_Station_recall": 0.8195876288659794,
"eval_Symptom_f1": 0.7279693486590039,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7196969696969697,
"eval_Symptom_recall": 0.7364341085271318,
"eval_Vehicle_f1": 0.6651685393258426,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6192468619246861,
"eval_Vehicle_recall": 0.7184466019417476,
"eval_VisualWork_f1": 0.8056737588652482,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7921896792189679,
"eval_VisualWork_recall": 0.8196248196248196,
"eval_WrittenWork_f1": 0.72,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7206405693950177,
"eval_WrittenWork_recall": 0.7193605683836589,
"eval_loss": 0.286215603351593,
"eval_overall_accuracy": 0.9423628444533446,
"eval_overall_f1": 0.7423728813559323,
"eval_overall_precision": 0.7281532345500542,
"eval_overall_recall": 0.7571589627959414,
"eval_runtime": 44.0314,
"eval_samples_per_second": 202.015,
"eval_steps_per_second": 25.255,
"step": 213530
},
{
"epoch": 10.02,
"learning_rate": 3.318659360901669e-06,
"loss": 0.057,
"step": 214000
},
{
"epoch": 10.05,
"learning_rate": 3.3030487519318132e-06,
"loss": 0.0545,
"step": 214500
},
{
"epoch": 10.07,
"learning_rate": 3.2874381429619573e-06,
"loss": 0.0518,
"step": 215000
},
{
"epoch": 10.09,
"learning_rate": 3.2718275339921013e-06,
"loss": 0.0559,
"step": 215500
},
{
"epoch": 10.12,
"learning_rate": 3.2562169250222453e-06,
"loss": 0.0545,
"step": 216000
},
{
"epoch": 10.14,
"learning_rate": 3.2406063160523894e-06,
"loss": 0.0555,
"step": 216500
},
{
"epoch": 10.16,
"learning_rate": 3.2249957070825334e-06,
"loss": 0.0547,
"step": 217000
},
{
"epoch": 10.19,
"learning_rate": 3.209385098112678e-06,
"loss": 0.0532,
"step": 217500
},
{
"epoch": 10.21,
"learning_rate": 3.193774489142822e-06,
"loss": 0.0498,
"step": 218000
},
{
"epoch": 10.23,
"learning_rate": 3.178163880172966e-06,
"loss": 0.0589,
"step": 218500
},
{
"epoch": 10.26,
"learning_rate": 3.16255327120311e-06,
"loss": 0.0556,
"step": 219000
},
{
"epoch": 10.28,
"learning_rate": 3.1469426622332537e-06,
"loss": 0.0523,
"step": 219500
},
{
"epoch": 10.3,
"learning_rate": 3.1313320532633977e-06,
"loss": 0.0543,
"step": 220000
},
{
"epoch": 10.33,
"learning_rate": 3.1157214442935426e-06,
"loss": 0.0508,
"step": 220500
},
{
"epoch": 10.35,
"learning_rate": 3.1001108353236862e-06,
"loss": 0.0554,
"step": 221000
},
{
"epoch": 10.37,
"learning_rate": 3.0845002263538303e-06,
"loss": 0.0552,
"step": 221500
},
{
"epoch": 10.4,
"learning_rate": 3.0688896173839743e-06,
"loss": 0.0563,
"step": 222000
},
{
"epoch": 10.42,
"learning_rate": 3.0532790084141184e-06,
"loss": 0.0545,
"step": 222500
},
{
"epoch": 10.44,
"learning_rate": 3.0376683994442624e-06,
"loss": 0.0521,
"step": 223000
},
{
"epoch": 10.47,
"learning_rate": 3.0220577904744065e-06,
"loss": 0.0528,
"step": 223500
},
{
"epoch": 10.49,
"learning_rate": 3.006447181504551e-06,
"loss": 0.0554,
"step": 224000
},
{
"epoch": 10.51,
"learning_rate": 2.990836572534695e-06,
"loss": 0.0561,
"step": 224500
},
{
"epoch": 10.54,
"learning_rate": 2.975225963564839e-06,
"loss": 0.0598,
"step": 225000
},
{
"epoch": 10.56,
"learning_rate": 2.959615354594983e-06,
"loss": 0.0532,
"step": 225500
},
{
"epoch": 10.58,
"learning_rate": 2.944004745625127e-06,
"loss": 0.0607,
"step": 226000
},
{
"epoch": 10.61,
"learning_rate": 2.928394136655271e-06,
"loss": 0.0554,
"step": 226500
},
{
"epoch": 10.63,
"learning_rate": 2.9127835276854156e-06,
"loss": 0.053,
"step": 227000
},
{
"epoch": 10.65,
"learning_rate": 2.8971729187155597e-06,
"loss": 0.0567,
"step": 227500
},
{
"epoch": 10.68,
"learning_rate": 2.8815623097457037e-06,
"loss": 0.0531,
"step": 228000
},
{
"epoch": 10.7,
"learning_rate": 2.8659517007758473e-06,
"loss": 0.0549,
"step": 228500
},
{
"epoch": 10.72,
"learning_rate": 2.8503410918059914e-06,
"loss": 0.0547,
"step": 229000
},
{
"epoch": 10.75,
"learning_rate": 2.8347304828361354e-06,
"loss": 0.0561,
"step": 229500
},
{
"epoch": 10.77,
"learning_rate": 2.8191198738662795e-06,
"loss": 0.0603,
"step": 230000
},
{
"epoch": 10.79,
"learning_rate": 2.803509264896424e-06,
"loss": 0.0557,
"step": 230500
},
{
"epoch": 10.82,
"learning_rate": 2.787898655926568e-06,
"loss": 0.0521,
"step": 231000
},
{
"epoch": 10.84,
"learning_rate": 2.772288046956712e-06,
"loss": 0.0587,
"step": 231500
},
{
"epoch": 10.86,
"learning_rate": 2.756677437986856e-06,
"loss": 0.0524,
"step": 232000
},
{
"epoch": 10.89,
"learning_rate": 2.741066829017e-06,
"loss": 0.0552,
"step": 232500
},
{
"epoch": 10.91,
"learning_rate": 2.725456220047144e-06,
"loss": 0.0577,
"step": 233000
},
{
"epoch": 10.94,
"learning_rate": 2.7098456110772886e-06,
"loss": 0.0582,
"step": 233500
},
{
"epoch": 10.96,
"learning_rate": 2.6942350021074327e-06,
"loss": 0.0557,
"step": 234000
},
{
"epoch": 10.98,
"learning_rate": 2.6786243931375767e-06,
"loss": 0.0568,
"step": 234500
},
{
"epoch": 11.0,
"eval_AerospaceManufacturer_f1": 0.8413793103448277,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8026315789473685,
"eval_AerospaceManufacturer_recall": 0.8840579710144928,
"eval_AnatomicalStructure_f1": 0.7602591792656587,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7457627118644068,
"eval_AnatomicalStructure_recall": 0.775330396475771,
"eval_ArtWork_f1": 0.6470588235294118,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.624113475177305,
"eval_ArtWork_recall": 0.6717557251908397,
"eval_Artist_f1": 0.7980877390326209,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7737186477644493,
"eval_Artist_recall": 0.8240418118466899,
"eval_Athlete_f1": 0.7549295774647888,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7646219686162625,
"eval_Athlete_recall": 0.7454798331015299,
"eval_CarManufacturer_f1": 0.8271604938271604,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.8121212121212121,
"eval_CarManufacturer_recall": 0.8427672955974843,
"eval_Cleric_f1": 0.6279683377308706,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6685393258426966,
"eval_Cleric_recall": 0.5920398009950248,
"eval_Clothing_f1": 0.6502057613168724,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6869565217391305,
"eval_Clothing_recall": 0.6171875,
"eval_Disease_f1": 0.7058823529411765,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.7150259067357513,
"eval_Disease_recall": 0.696969696969697,
"eval_Drink_f1": 0.7816901408450705,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7872340425531915,
"eval_Drink_recall": 0.7762237762237763,
"eval_Facility_f1": 0.7032136105860114,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6631016042780749,
"eval_Facility_recall": 0.7484909456740443,
"eval_Food_f1": 0.6761229314420804,
"eval_Food_number": 214,
"eval_Food_precision": 0.6842105263157895,
"eval_Food_recall": 0.6682242990654206,
"eval_HumanSettlement_f1": 0.8709112149532711,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8593659942363112,
"eval_HumanSettlement_recall": 0.8827708703374778,
"eval_MedicalProcedure_f1": 0.7545787545787546,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7862595419847328,
"eval_MedicalProcedure_recall": 0.7253521126760564,
"eval_Medication/Vaccine_f1": 0.8125,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7824074074074074,
"eval_Medication/Vaccine_recall": 0.845,
"eval_MusicalGRP_f1": 0.7827225130890051,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7627551020408163,
"eval_MusicalGRP_recall": 0.803763440860215,
"eval_MusicalWork_f1": 0.7701711491442543,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7664233576642335,
"eval_MusicalWork_recall": 0.773955773955774,
"eval_ORG_f1": 0.69969040247678,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.7232,
"eval_ORG_recall": 0.6776611694152923,
"eval_OtherLOC_f1": 0.7586206896551725,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7819905213270142,
"eval_OtherLOC_recall": 0.7366071428571429,
"eval_OtherPER_f1": 0.5640176600441501,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5362014690451207,
"eval_OtherPER_recall": 0.5948777648428405,
"eval_OtherPROD_f1": 0.6385404789053591,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6306306306306306,
"eval_OtherPROD_recall": 0.6466512702078522,
"eval_Politician_f1": 0.6156521739130435,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6471663619744058,
"eval_Politician_recall": 0.5870646766169154,
"eval_PrivateCorp_f1": 0.7948717948717948,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8857142857142857,
"eval_PrivateCorp_recall": 0.7209302325581395,
"eval_PublicCorp_f1": 0.7499999999999999,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7137546468401487,
"eval_PublicCorp_recall": 0.7901234567901234,
"eval_Scientist_f1": 0.5230769230769231,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5074626865671642,
"eval_Scientist_recall": 0.5396825396825397,
"eval_Software_f1": 0.7922705314009663,
"eval_Software_number": 307,
"eval_Software_precision": 0.7834394904458599,
"eval_Software_recall": 0.8013029315960912,
"eval_SportsGRP_f1": 0.8756345177664975,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8560794044665012,
"eval_SportsGRP_recall": 0.8961038961038961,
"eval_SportsManager_f1": 0.6701570680628272,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6808510638297872,
"eval_SportsManager_recall": 0.6597938144329897,
"eval_Station_f1": 0.794044665012407,
"eval_Station_number": 194,
"eval_Station_precision": 0.7655502392344498,
"eval_Station_recall": 0.8247422680412371,
"eval_Symptom_f1": 0.7106227106227105,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.6736111111111112,
"eval_Symptom_recall": 0.751937984496124,
"eval_Vehicle_f1": 0.638095238095238,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6261682242990654,
"eval_Vehicle_recall": 0.6504854368932039,
"eval_VisualWork_f1": 0.8048090523338047,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7891816920943134,
"eval_VisualWork_recall": 0.8210678210678211,
"eval_WrittenWork_f1": 0.7326007326007326,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7561436672967864,
"eval_WrittenWork_recall": 0.7104795737122558,
"eval_loss": 0.2950502634048462,
"eval_overall_accuracy": 0.9431137938679617,
"eval_overall_f1": 0.7468114379206485,
"eval_overall_precision": 0.7390344421548425,
"eval_overall_recall": 0.7547538519353626,
"eval_runtime": 46.9377,
"eval_samples_per_second": 189.507,
"eval_steps_per_second": 23.691,
"step": 234883
},
{
"epoch": 11.01,
"learning_rate": 2.6630137841677208e-06,
"loss": 0.0546,
"step": 235000
},
{
"epoch": 11.03,
"learning_rate": 2.647403175197865e-06,
"loss": 0.0445,
"step": 235500
},
{
"epoch": 11.05,
"learning_rate": 2.6317925662280084e-06,
"loss": 0.0457,
"step": 236000
},
{
"epoch": 11.08,
"learning_rate": 2.6161819572581525e-06,
"loss": 0.0463,
"step": 236500
},
{
"epoch": 11.1,
"learning_rate": 2.6005713482882974e-06,
"loss": 0.0441,
"step": 237000
},
{
"epoch": 11.12,
"learning_rate": 2.584960739318441e-06,
"loss": 0.0497,
"step": 237500
},
{
"epoch": 11.15,
"learning_rate": 2.569350130348585e-06,
"loss": 0.0483,
"step": 238000
},
{
"epoch": 11.17,
"learning_rate": 2.553739521378729e-06,
"loss": 0.047,
"step": 238500
},
{
"epoch": 11.19,
"learning_rate": 2.538128912408873e-06,
"loss": 0.0447,
"step": 239000
},
{
"epoch": 11.22,
"learning_rate": 2.522518303439017e-06,
"loss": 0.0461,
"step": 239500
},
{
"epoch": 11.24,
"learning_rate": 2.5069076944691616e-06,
"loss": 0.0483,
"step": 240000
},
{
"epoch": 11.26,
"learning_rate": 2.4912970854993053e-06,
"loss": 0.0441,
"step": 240500
},
{
"epoch": 11.29,
"learning_rate": 2.4756864765294497e-06,
"loss": 0.0521,
"step": 241000
},
{
"epoch": 11.31,
"learning_rate": 2.4600758675595938e-06,
"loss": 0.0488,
"step": 241500
},
{
"epoch": 11.33,
"learning_rate": 2.444465258589738e-06,
"loss": 0.0481,
"step": 242000
},
{
"epoch": 11.36,
"learning_rate": 2.428854649619882e-06,
"loss": 0.0507,
"step": 242500
},
{
"epoch": 11.38,
"learning_rate": 2.413244040650026e-06,
"loss": 0.0519,
"step": 243000
},
{
"epoch": 11.4,
"learning_rate": 2.39763343168017e-06,
"loss": 0.0478,
"step": 243500
},
{
"epoch": 11.43,
"learning_rate": 2.382022822710314e-06,
"loss": 0.0466,
"step": 244000
},
{
"epoch": 11.45,
"learning_rate": 2.3664122137404585e-06,
"loss": 0.0447,
"step": 244500
},
{
"epoch": 11.47,
"learning_rate": 2.350801604770602e-06,
"loss": 0.0498,
"step": 245000
},
{
"epoch": 11.5,
"learning_rate": 2.335190995800746e-06,
"loss": 0.0496,
"step": 245500
},
{
"epoch": 11.52,
"learning_rate": 2.3195803868308906e-06,
"loss": 0.0477,
"step": 246000
},
{
"epoch": 11.54,
"learning_rate": 2.3039697778610347e-06,
"loss": 0.0474,
"step": 246500
},
{
"epoch": 11.57,
"learning_rate": 2.2883591688911787e-06,
"loss": 0.0477,
"step": 247000
},
{
"epoch": 11.59,
"learning_rate": 2.2727485599213227e-06,
"loss": 0.0494,
"step": 247500
},
{
"epoch": 11.61,
"learning_rate": 2.257137950951467e-06,
"loss": 0.0478,
"step": 248000
},
{
"epoch": 11.64,
"learning_rate": 2.241527341981611e-06,
"loss": 0.0505,
"step": 248500
},
{
"epoch": 11.66,
"learning_rate": 2.225916733011755e-06,
"loss": 0.0492,
"step": 249000
},
{
"epoch": 11.68,
"learning_rate": 2.210306124041899e-06,
"loss": 0.0503,
"step": 249500
},
{
"epoch": 11.71,
"learning_rate": 2.194695515072043e-06,
"loss": 0.0468,
"step": 250000
},
{
"epoch": 11.73,
"learning_rate": 2.179084906102187e-06,
"loss": 0.0527,
"step": 250500
},
{
"epoch": 11.75,
"learning_rate": 2.1634742971323315e-06,
"loss": 0.0511,
"step": 251000
},
{
"epoch": 11.78,
"learning_rate": 2.1478636881624755e-06,
"loss": 0.0499,
"step": 251500
},
{
"epoch": 11.8,
"learning_rate": 2.1322530791926196e-06,
"loss": 0.0508,
"step": 252000
},
{
"epoch": 11.83,
"learning_rate": 2.1166424702227636e-06,
"loss": 0.0463,
"step": 252500
},
{
"epoch": 11.85,
"learning_rate": 2.1010318612529077e-06,
"loss": 0.0495,
"step": 253000
},
{
"epoch": 11.87,
"learning_rate": 2.0854212522830517e-06,
"loss": 0.045,
"step": 253500
},
{
"epoch": 11.9,
"learning_rate": 2.0698106433131958e-06,
"loss": 0.0501,
"step": 254000
},
{
"epoch": 11.92,
"learning_rate": 2.05420003434334e-06,
"loss": 0.0475,
"step": 254500
},
{
"epoch": 11.94,
"learning_rate": 2.038589425373484e-06,
"loss": 0.0535,
"step": 255000
},
{
"epoch": 11.97,
"learning_rate": 2.0229788164036283e-06,
"loss": 0.0493,
"step": 255500
},
{
"epoch": 11.99,
"learning_rate": 2.0073682074337724e-06,
"loss": 0.0465,
"step": 256000
},
{
"epoch": 12.0,
"eval_AerospaceManufacturer_f1": 0.8668941979522183,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8193548387096774,
"eval_AerospaceManufacturer_recall": 0.9202898550724637,
"eval_AnatomicalStructure_f1": 0.7453416149068323,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.703125,
"eval_AnatomicalStructure_recall": 0.7929515418502202,
"eval_ArtWork_f1": 0.6263345195729537,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.5866666666666667,
"eval_ArtWork_recall": 0.6717557251908397,
"eval_Artist_f1": 0.8015873015873015,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7829457364341085,
"eval_Artist_recall": 0.8211382113821138,
"eval_Athlete_f1": 0.749648382559775,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7581792318634424,
"eval_Athlete_recall": 0.741307371349096,
"eval_CarManufacturer_f1": 0.8328267477203647,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.8058823529411765,
"eval_CarManufacturer_recall": 0.8616352201257862,
"eval_Cleric_f1": 0.6263157894736842,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.664804469273743,
"eval_Cleric_recall": 0.5920398009950248,
"eval_Clothing_f1": 0.6434108527131783,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6384615384615384,
"eval_Clothing_recall": 0.6484375,
"eval_Disease_f1": 0.6995073891625616,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6826923076923077,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.8040540540540541,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7777777777777778,
"eval_Drink_recall": 0.8321678321678322,
"eval_Facility_f1": 0.6986564299424184,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6678899082568808,
"eval_Facility_recall": 0.7323943661971831,
"eval_Food_f1": 0.6958525345622121,
"eval_Food_number": 214,
"eval_Food_precision": 0.6863636363636364,
"eval_Food_recall": 0.705607476635514,
"eval_HumanSettlement_f1": 0.8683602771362587,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8473239436619718,
"eval_HumanSettlement_recall": 0.8904677323860273,
"eval_MedicalProcedure_f1": 0.7578947368421053,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7552447552447552,
"eval_MedicalProcedure_recall": 0.7605633802816901,
"eval_Medication/Vaccine_f1": 0.7954022988505746,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7361702127659574,
"eval_Medication/Vaccine_recall": 0.865,
"eval_MusicalGRP_f1": 0.774025974025974,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7487437185929648,
"eval_MusicalGRP_recall": 0.8010752688172043,
"eval_MusicalWork_f1": 0.7614457831325302,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7470449172576832,
"eval_MusicalWork_recall": 0.7764127764127764,
"eval_ORG_f1": 0.7036759189797449,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.7042042042042042,
"eval_ORG_recall": 0.7031484257871065,
"eval_OtherLOC_f1": 0.7533039647577092,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7434782608695653,
"eval_OtherLOC_recall": 0.7633928571428571,
"eval_OtherPER_f1": 0.5639013452914798,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5437837837837838,
"eval_OtherPER_recall": 0.5855646100116414,
"eval_OtherPROD_f1": 0.6395480225988701,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6261061946902655,
"eval_OtherPROD_recall": 0.6535796766743649,
"eval_Politician_f1": 0.6311336717428088,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6442141623488774,
"eval_Politician_recall": 0.6185737976782753,
"eval_PrivateCorp_f1": 0.7883817427385893,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8482142857142857,
"eval_PrivateCorp_recall": 0.7364341085271318,
"eval_PublicCorp_f1": 0.744466800804829,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7283464566929134,
"eval_PublicCorp_recall": 0.7613168724279835,
"eval_Scientist_f1": 0.5230769230769231,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5074626865671642,
"eval_Scientist_recall": 0.5396825396825397,
"eval_Software_f1": 0.7915309446254072,
"eval_Software_number": 307,
"eval_Software_precision": 0.7915309446254072,
"eval_Software_recall": 0.7915309446254072,
"eval_SportsGRP_f1": 0.8770595690747781,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8564356435643564,
"eval_SportsGRP_recall": 0.8987012987012987,
"eval_SportsManager_f1": 0.669833729216152,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6211453744493393,
"eval_SportsManager_recall": 0.7268041237113402,
"eval_Station_f1": 0.7880299251870324,
"eval_Station_number": 194,
"eval_Station_precision": 0.7632850241545893,
"eval_Station_recall": 0.8144329896907216,
"eval_Symptom_f1": 0.7452471482889734,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7313432835820896,
"eval_Symptom_recall": 0.7596899224806202,
"eval_Vehicle_f1": 0.6819221967963387,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.645021645021645,
"eval_Vehicle_recall": 0.7233009708737864,
"eval_VisualWork_f1": 0.7943661971830986,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7757909215955984,
"eval_VisualWork_recall": 0.8138528138528138,
"eval_WrittenWork_f1": 0.7182222222222222,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7188612099644128,
"eval_WrittenWork_recall": 0.7175843694493783,
"eval_loss": 0.3102704882621765,
"eval_overall_accuracy": 0.9427991103037412,
"eval_overall_f1": 0.7463565435006624,
"eval_overall_precision": 0.7312324222975409,
"eval_overall_recall": 0.762119503945885,
"eval_runtime": 45.9941,
"eval_samples_per_second": 193.394,
"eval_steps_per_second": 24.177,
"step": 256236
},
{
"epoch": 12.01,
"learning_rate": 1.9917575984639164e-06,
"loss": 0.0447,
"step": 256500
},
{
"epoch": 12.04,
"learning_rate": 1.97614698949406e-06,
"loss": 0.0446,
"step": 257000
},
{
"epoch": 12.06,
"learning_rate": 1.9605363805242045e-06,
"loss": 0.0414,
"step": 257500
},
{
"epoch": 12.08,
"learning_rate": 1.9449257715543485e-06,
"loss": 0.0422,
"step": 258000
},
{
"epoch": 12.11,
"learning_rate": 1.9293151625844926e-06,
"loss": 0.0386,
"step": 258500
},
{
"epoch": 12.13,
"learning_rate": 1.9137045536146366e-06,
"loss": 0.0446,
"step": 259000
},
{
"epoch": 12.15,
"learning_rate": 1.8980939446447807e-06,
"loss": 0.0443,
"step": 259500
},
{
"epoch": 12.18,
"learning_rate": 1.8824833356749247e-06,
"loss": 0.0426,
"step": 260000
},
{
"epoch": 12.2,
"learning_rate": 1.866872726705069e-06,
"loss": 0.0452,
"step": 260500
},
{
"epoch": 12.22,
"learning_rate": 1.851262117735213e-06,
"loss": 0.0447,
"step": 261000
},
{
"epoch": 12.25,
"learning_rate": 1.835651508765357e-06,
"loss": 0.0384,
"step": 261500
},
{
"epoch": 12.27,
"learning_rate": 1.8200408997955013e-06,
"loss": 0.0427,
"step": 262000
},
{
"epoch": 12.29,
"learning_rate": 1.8044302908256454e-06,
"loss": 0.0469,
"step": 262500
},
{
"epoch": 12.32,
"learning_rate": 1.7888196818557892e-06,
"loss": 0.0424,
"step": 263000
},
{
"epoch": 12.34,
"learning_rate": 1.7732090728859333e-06,
"loss": 0.0421,
"step": 263500
},
{
"epoch": 12.36,
"learning_rate": 1.7575984639160775e-06,
"loss": 0.0443,
"step": 264000
},
{
"epoch": 12.39,
"learning_rate": 1.7419878549462216e-06,
"loss": 0.0469,
"step": 264500
},
{
"epoch": 12.41,
"learning_rate": 1.7263772459763656e-06,
"loss": 0.0441,
"step": 265000
},
{
"epoch": 12.43,
"learning_rate": 1.7107666370065099e-06,
"loss": 0.0408,
"step": 265500
},
{
"epoch": 12.46,
"learning_rate": 1.695156028036654e-06,
"loss": 0.042,
"step": 266000
},
{
"epoch": 12.48,
"learning_rate": 1.679545419066798e-06,
"loss": 0.0425,
"step": 266500
},
{
"epoch": 12.5,
"learning_rate": 1.6639348100969422e-06,
"loss": 0.0435,
"step": 267000
},
{
"epoch": 12.53,
"learning_rate": 1.648324201127086e-06,
"loss": 0.0441,
"step": 267500
},
{
"epoch": 12.55,
"learning_rate": 1.63271359215723e-06,
"loss": 0.0461,
"step": 268000
},
{
"epoch": 12.57,
"learning_rate": 1.6171029831873743e-06,
"loss": 0.0445,
"step": 268500
},
{
"epoch": 12.6,
"learning_rate": 1.6014923742175184e-06,
"loss": 0.0475,
"step": 269000
},
{
"epoch": 12.62,
"learning_rate": 1.5858817652476624e-06,
"loss": 0.0473,
"step": 269500
},
{
"epoch": 12.64,
"learning_rate": 1.5702711562778065e-06,
"loss": 0.0404,
"step": 270000
},
{
"epoch": 12.67,
"learning_rate": 1.5546605473079507e-06,
"loss": 0.0408,
"step": 270500
},
{
"epoch": 12.69,
"learning_rate": 1.5390499383380948e-06,
"loss": 0.0449,
"step": 271000
},
{
"epoch": 12.71,
"learning_rate": 1.5234393293682386e-06,
"loss": 0.0463,
"step": 271500
},
{
"epoch": 12.74,
"learning_rate": 1.5078287203983829e-06,
"loss": 0.0413,
"step": 272000
},
{
"epoch": 12.76,
"learning_rate": 1.492218111428527e-06,
"loss": 0.0445,
"step": 272500
},
{
"epoch": 12.79,
"learning_rate": 1.476607502458671e-06,
"loss": 0.0439,
"step": 273000
},
{
"epoch": 12.81,
"learning_rate": 1.4609968934888152e-06,
"loss": 0.0426,
"step": 273500
},
{
"epoch": 12.83,
"learning_rate": 1.4453862845189593e-06,
"loss": 0.0427,
"step": 274000
},
{
"epoch": 12.86,
"learning_rate": 1.4297756755491033e-06,
"loss": 0.0421,
"step": 274500
},
{
"epoch": 12.88,
"learning_rate": 1.4141650665792471e-06,
"loss": 0.0425,
"step": 275000
},
{
"epoch": 12.9,
"learning_rate": 1.3985544576093916e-06,
"loss": 0.0442,
"step": 275500
},
{
"epoch": 12.93,
"learning_rate": 1.3829438486395354e-06,
"loss": 0.0426,
"step": 276000
},
{
"epoch": 12.95,
"learning_rate": 1.3673332396696795e-06,
"loss": 0.0445,
"step": 276500
},
{
"epoch": 12.97,
"learning_rate": 1.3517226306998238e-06,
"loss": 0.0461,
"step": 277000
},
{
"epoch": 13.0,
"learning_rate": 1.3361120217299678e-06,
"loss": 0.0459,
"step": 277500
},
{
"epoch": 13.0,
"eval_AerospaceManufacturer_f1": 0.8611111111111112,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8266666666666667,
"eval_AerospaceManufacturer_recall": 0.8985507246376812,
"eval_AnatomicalStructure_f1": 0.751592356687898,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7254098360655737,
"eval_AnatomicalStructure_recall": 0.7797356828193832,
"eval_ArtWork_f1": 0.6323529411764706,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6099290780141844,
"eval_ArtWork_recall": 0.6564885496183206,
"eval_Artist_f1": 0.8053729637039154,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7929093978615644,
"eval_Artist_recall": 0.8182346109175378,
"eval_Athlete_f1": 0.761904761904762,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7561643835616438,
"eval_Athlete_recall": 0.7677329624478443,
"eval_CarManufacturer_f1": 0.8282208588957056,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.8083832335329342,
"eval_CarManufacturer_recall": 0.8490566037735849,
"eval_Cleric_f1": 0.6157760814249363,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6302083333333334,
"eval_Cleric_recall": 0.6019900497512438,
"eval_Clothing_f1": 0.6486486486486486,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6412213740458015,
"eval_Clothing_recall": 0.65625,
"eval_Disease_f1": 0.7000000000000001,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.693069306930693,
"eval_Disease_recall": 0.7070707070707071,
"eval_Drink_f1": 0.7903780068728522,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.777027027027027,
"eval_Drink_recall": 0.8041958041958042,
"eval_Facility_f1": 0.7098646034816248,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6834264432029795,
"eval_Facility_recall": 0.738430583501006,
"eval_Food_f1": 0.691764705882353,
"eval_Food_number": 214,
"eval_Food_precision": 0.6966824644549763,
"eval_Food_recall": 0.6869158878504673,
"eval_HumanSettlement_f1": 0.8736842105263158,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8630849220103987,
"eval_HumanSettlement_recall": 0.8845470692717584,
"eval_MedicalProcedure_f1": 0.761904761904762,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7938931297709924,
"eval_MedicalProcedure_recall": 0.7323943661971831,
"eval_Medication/Vaccine_f1": 0.8058252427184467,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7830188679245284,
"eval_Medication/Vaccine_recall": 0.83,
"eval_MusicalGRP_f1": 0.7915006640106241,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7821522309711286,
"eval_MusicalGRP_recall": 0.8010752688172043,
"eval_MusicalWork_f1": 0.7608695652173912,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7482185273159145,
"eval_MusicalWork_recall": 0.773955773955774,
"eval_ORG_f1": 0.6976744186046512,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6981981981981982,
"eval_ORG_recall": 0.697151424287856,
"eval_OtherLOC_f1": 0.7632183908045976,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7867298578199052,
"eval_OtherLOC_recall": 0.7410714285714286,
"eval_OtherPER_f1": 0.5576496674057649,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5322751322751322,
"eval_OtherPER_recall": 0.5855646100116414,
"eval_OtherPROD_f1": 0.6513761467889909,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6469248291571754,
"eval_OtherPROD_recall": 0.6558891454965358,
"eval_Politician_f1": 0.6265060240963854,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6511627906976745,
"eval_Politician_recall": 0.603648424543947,
"eval_PrivateCorp_f1": 0.7848101265822784,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8611111111111112,
"eval_PrivateCorp_recall": 0.7209302325581395,
"eval_PublicCorp_f1": 0.750499001996008,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7286821705426356,
"eval_PublicCorp_recall": 0.7736625514403292,
"eval_Scientist_f1": 0.5185185185185185,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5185185185185185,
"eval_Scientist_recall": 0.5185185185185185,
"eval_Software_f1": 0.796116504854369,
"eval_Software_number": 307,
"eval_Software_precision": 0.7909967845659164,
"eval_Software_recall": 0.8013029315960912,
"eval_SportsGRP_f1": 0.8849104859335039,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.871536523929471,
"eval_SportsGRP_recall": 0.8987012987012987,
"eval_SportsManager_f1": 0.7089947089947088,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.7282608695652174,
"eval_SportsManager_recall": 0.6907216494845361,
"eval_Station_f1": 0.7719298245614034,
"eval_Station_number": 194,
"eval_Station_precision": 0.751219512195122,
"eval_Station_recall": 0.7938144329896907,
"eval_Symptom_f1": 0.7452471482889734,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7313432835820896,
"eval_Symptom_recall": 0.7596899224806202,
"eval_Vehicle_f1": 0.6498855835240275,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6147186147186147,
"eval_Vehicle_recall": 0.6893203883495146,
"eval_VisualWork_f1": 0.8104667609618105,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7947295423023578,
"eval_VisualWork_recall": 0.8268398268398268,
"eval_WrittenWork_f1": 0.7208480565371026,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7170474516695958,
"eval_WrittenWork_recall": 0.7246891651865008,
"eval_loss": 0.3141169548034668,
"eval_overall_accuracy": 0.9436358825086002,
"eval_overall_f1": 0.7495730937708813,
"eval_overall_precision": 0.7405560038142742,
"eval_overall_recall": 0.7588124765125892,
"eval_runtime": 43.7803,
"eval_samples_per_second": 203.173,
"eval_steps_per_second": 25.4,
"step": 277589
},
{
"epoch": 13.02,
"learning_rate": 1.3205014127601118e-06,
"loss": 0.0391,
"step": 278000
},
{
"epoch": 13.04,
"learning_rate": 1.304890803790256e-06,
"loss": 0.0343,
"step": 278500
},
{
"epoch": 13.07,
"learning_rate": 1.2892801948204001e-06,
"loss": 0.0363,
"step": 279000
},
{
"epoch": 13.09,
"learning_rate": 1.273669585850544e-06,
"loss": 0.0386,
"step": 279500
},
{
"epoch": 13.11,
"learning_rate": 1.2580589768806884e-06,
"loss": 0.0364,
"step": 280000
},
{
"epoch": 13.14,
"learning_rate": 1.2424483679108323e-06,
"loss": 0.0429,
"step": 280500
},
{
"epoch": 13.16,
"learning_rate": 1.2268377589409763e-06,
"loss": 0.0393,
"step": 281000
},
{
"epoch": 13.18,
"learning_rate": 1.2112271499711206e-06,
"loss": 0.0364,
"step": 281500
},
{
"epoch": 13.21,
"learning_rate": 1.1956165410012646e-06,
"loss": 0.0402,
"step": 282000
},
{
"epoch": 13.23,
"learning_rate": 1.1800059320314087e-06,
"loss": 0.0386,
"step": 282500
},
{
"epoch": 13.25,
"learning_rate": 1.1643953230615527e-06,
"loss": 0.0412,
"step": 283000
},
{
"epoch": 13.28,
"learning_rate": 1.1487847140916968e-06,
"loss": 0.0374,
"step": 283500
},
{
"epoch": 13.3,
"learning_rate": 1.1331741051218408e-06,
"loss": 0.043,
"step": 284000
},
{
"epoch": 13.32,
"learning_rate": 1.117563496151985e-06,
"loss": 0.0411,
"step": 284500
},
{
"epoch": 13.35,
"learning_rate": 1.1019528871821291e-06,
"loss": 0.0394,
"step": 285000
},
{
"epoch": 13.37,
"learning_rate": 1.0863422782122732e-06,
"loss": 0.0393,
"step": 285500
},
{
"epoch": 13.39,
"learning_rate": 1.0707316692424172e-06,
"loss": 0.039,
"step": 286000
},
{
"epoch": 13.42,
"learning_rate": 1.0551210602725612e-06,
"loss": 0.0373,
"step": 286500
},
{
"epoch": 13.44,
"learning_rate": 1.0395104513027055e-06,
"loss": 0.0412,
"step": 287000
},
{
"epoch": 13.46,
"learning_rate": 1.0238998423328496e-06,
"loss": 0.04,
"step": 287500
},
{
"epoch": 13.49,
"learning_rate": 1.0082892333629936e-06,
"loss": 0.0402,
"step": 288000
},
{
"epoch": 13.51,
"learning_rate": 9.926786243931376e-07,
"loss": 0.0373,
"step": 288500
},
{
"epoch": 13.53,
"learning_rate": 9.770680154232817e-07,
"loss": 0.0406,
"step": 289000
},
{
"epoch": 13.56,
"learning_rate": 9.61457406453426e-07,
"loss": 0.0399,
"step": 289500
},
{
"epoch": 13.58,
"learning_rate": 9.458467974835699e-07,
"loss": 0.0421,
"step": 290000
},
{
"epoch": 13.6,
"learning_rate": 9.30236188513714e-07,
"loss": 0.0371,
"step": 290500
},
{
"epoch": 13.63,
"learning_rate": 9.146255795438582e-07,
"loss": 0.0379,
"step": 291000
},
{
"epoch": 13.65,
"learning_rate": 8.990149705740021e-07,
"loss": 0.0359,
"step": 291500
},
{
"epoch": 13.67,
"learning_rate": 8.834043616041463e-07,
"loss": 0.0429,
"step": 292000
},
{
"epoch": 13.7,
"learning_rate": 8.677937526342903e-07,
"loss": 0.039,
"step": 292500
},
{
"epoch": 13.72,
"learning_rate": 8.521831436644344e-07,
"loss": 0.0384,
"step": 293000
},
{
"epoch": 13.75,
"learning_rate": 8.365725346945785e-07,
"loss": 0.0385,
"step": 293500
},
{
"epoch": 13.77,
"learning_rate": 8.209619257247226e-07,
"loss": 0.0389,
"step": 294000
},
{
"epoch": 13.79,
"learning_rate": 8.053513167548667e-07,
"loss": 0.0383,
"step": 294500
},
{
"epoch": 13.82,
"learning_rate": 7.897407077850107e-07,
"loss": 0.0403,
"step": 295000
},
{
"epoch": 13.84,
"learning_rate": 7.741300988151548e-07,
"loss": 0.0395,
"step": 295500
},
{
"epoch": 13.86,
"learning_rate": 7.58519489845299e-07,
"loss": 0.038,
"step": 296000
},
{
"epoch": 13.89,
"learning_rate": 7.42908880875443e-07,
"loss": 0.0394,
"step": 296500
},
{
"epoch": 13.91,
"learning_rate": 7.272982719055872e-07,
"loss": 0.0386,
"step": 297000
},
{
"epoch": 13.93,
"learning_rate": 7.116876629357312e-07,
"loss": 0.0446,
"step": 297500
},
{
"epoch": 13.96,
"learning_rate": 6.960770539658752e-07,
"loss": 0.0418,
"step": 298000
},
{
"epoch": 13.98,
"learning_rate": 6.804664449960194e-07,
"loss": 0.0386,
"step": 298500
},
{
"epoch": 14.0,
"eval_AerospaceManufacturer_f1": 0.8680555555555555,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8333333333333334,
"eval_AerospaceManufacturer_recall": 0.9057971014492754,
"eval_AnatomicalStructure_f1": 0.7447698744769874,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.7091633466135459,
"eval_AnatomicalStructure_recall": 0.7841409691629956,
"eval_ArtWork_f1": 0.625,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6028368794326241,
"eval_ArtWork_recall": 0.648854961832061,
"eval_Artist_f1": 0.7997721446881231,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7847959754052544,
"eval_Artist_recall": 0.8153310104529616,
"eval_Athlete_f1": 0.7647058823529412,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.770098730606488,
"eval_Athlete_recall": 0.7593880389429764,
"eval_CarManufacturer_f1": 0.8292682926829269,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.8047337278106509,
"eval_CarManufacturer_recall": 0.8553459119496856,
"eval_Cleric_f1": 0.6243654822335025,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6373056994818653,
"eval_Cleric_recall": 0.6119402985074627,
"eval_Clothing_f1": 0.6415094339622641,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6204379562043796,
"eval_Clothing_recall": 0.6640625,
"eval_Disease_f1": 0.6977886977886978,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.6794258373205742,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.8013937282229965,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.7986111111111112,
"eval_Drink_recall": 0.8041958041958042,
"eval_Facility_f1": 0.6993275696445725,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6691176470588235,
"eval_Facility_recall": 0.7323943661971831,
"eval_Food_f1": 0.7058823529411764,
"eval_Food_number": 214,
"eval_Food_precision": 0.7109004739336493,
"eval_Food_recall": 0.7009345794392523,
"eval_HumanSettlement_f1": 0.8727698157355952,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8624277456647399,
"eval_HumanSettlement_recall": 0.8833629366489046,
"eval_MedicalProcedure_f1": 0.7642857142857142,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7753623188405797,
"eval_MedicalProcedure_recall": 0.7535211267605634,
"eval_Medication/Vaccine_f1": 0.8019323671497584,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7757009345794392,
"eval_Medication/Vaccine_recall": 0.83,
"eval_MusicalGRP_f1": 0.7884362680683311,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.7712082262210797,
"eval_MusicalGRP_recall": 0.8064516129032258,
"eval_MusicalWork_f1": 0.7667887667887667,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7621359223300971,
"eval_MusicalWork_recall": 0.7714987714987716,
"eval_ORG_f1": 0.6925898752751284,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6781609195402298,
"eval_ORG_recall": 0.7076461769115442,
"eval_OtherLOC_f1": 0.755656108597285,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7660550458715596,
"eval_OtherLOC_recall": 0.7455357142857143,
"eval_OtherPER_f1": 0.5540386803185438,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5417130144605117,
"eval_OtherPER_recall": 0.5669383003492433,
"eval_OtherPROD_f1": 0.6461187214611873,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6388261851015802,
"eval_OtherPROD_recall": 0.6535796766743649,
"eval_Politician_f1": 0.6139767054908486,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6160267111853088,
"eval_Politician_recall": 0.6119402985074627,
"eval_PrivateCorp_f1": 0.8101265822784809,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8888888888888888,
"eval_PrivateCorp_recall": 0.7441860465116279,
"eval_PublicCorp_f1": 0.7580645161290323,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7430830039525692,
"eval_PublicCorp_recall": 0.7736625514403292,
"eval_Scientist_f1": 0.5204081632653063,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5024630541871922,
"eval_Scientist_recall": 0.5396825396825397,
"eval_Software_f1": 0.7915309446254072,
"eval_Software_number": 307,
"eval_Software_precision": 0.7915309446254072,
"eval_Software_recall": 0.7915309446254072,
"eval_SportsGRP_f1": 0.8761174968071519,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8618090452261307,
"eval_SportsGRP_recall": 0.8909090909090909,
"eval_SportsManager_f1": 0.6900000000000001,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6699029126213593,
"eval_SportsManager_recall": 0.711340206185567,
"eval_Station_f1": 0.7849999999999999,
"eval_Station_number": 194,
"eval_Station_precision": 0.7621359223300971,
"eval_Station_recall": 0.8092783505154639,
"eval_Symptom_f1": 0.744360902255639,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7226277372262774,
"eval_Symptom_recall": 0.7674418604651163,
"eval_Vehicle_f1": 0.6651162790697674,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6383928571428571,
"eval_Vehicle_recall": 0.6941747572815534,
"eval_VisualWork_f1": 0.8016997167138811,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7872044506258693,
"eval_VisualWork_recall": 0.8167388167388168,
"eval_WrittenWork_f1": 0.7184466019417476,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7140350877192982,
"eval_WrittenWork_recall": 0.7229129662522202,
"eval_loss": 0.32683783769607544,
"eval_overall_accuracy": 0.9434713888273031,
"eval_overall_f1": 0.7469745753302987,
"eval_overall_precision": 0.7357830271216098,
"eval_overall_recall": 0.758511837655017,
"eval_runtime": 43.8843,
"eval_samples_per_second": 202.692,
"eval_steps_per_second": 25.339,
"step": 298942
},
{
"epoch": 14.0,
"learning_rate": 6.648558360261633e-07,
"loss": 0.0375,
"step": 299000
},
{
"epoch": 14.03,
"learning_rate": 6.492452270563075e-07,
"loss": 0.0379,
"step": 299500
},
{
"epoch": 14.05,
"learning_rate": 6.336346180864516e-07,
"loss": 0.0334,
"step": 300000
},
{
"epoch": 14.07,
"learning_rate": 6.180240091165957e-07,
"loss": 0.0428,
"step": 300500
},
{
"epoch": 14.1,
"learning_rate": 6.024134001467398e-07,
"loss": 0.0341,
"step": 301000
},
{
"epoch": 14.12,
"learning_rate": 5.868027911768839e-07,
"loss": 0.0309,
"step": 301500
},
{
"epoch": 14.14,
"learning_rate": 5.711921822070279e-07,
"loss": 0.0383,
"step": 302000
},
{
"epoch": 14.17,
"learning_rate": 5.55581573237172e-07,
"loss": 0.0385,
"step": 302500
},
{
"epoch": 14.19,
"learning_rate": 5.399709642673161e-07,
"loss": 0.0375,
"step": 303000
},
{
"epoch": 14.21,
"learning_rate": 5.243603552974602e-07,
"loss": 0.0356,
"step": 303500
},
{
"epoch": 14.24,
"learning_rate": 5.087497463276043e-07,
"loss": 0.0377,
"step": 304000
},
{
"epoch": 14.26,
"learning_rate": 4.931391373577484e-07,
"loss": 0.0376,
"step": 304500
},
{
"epoch": 14.28,
"learning_rate": 4.775285283878924e-07,
"loss": 0.0356,
"step": 305000
},
{
"epoch": 14.31,
"learning_rate": 4.6191791941803656e-07,
"loss": 0.037,
"step": 305500
},
{
"epoch": 14.33,
"learning_rate": 4.463073104481806e-07,
"loss": 0.0359,
"step": 306000
},
{
"epoch": 14.35,
"learning_rate": 4.306967014783247e-07,
"loss": 0.0332,
"step": 306500
},
{
"epoch": 14.38,
"learning_rate": 4.1508609250846875e-07,
"loss": 0.0359,
"step": 307000
},
{
"epoch": 14.4,
"learning_rate": 3.994754835386129e-07,
"loss": 0.0375,
"step": 307500
},
{
"epoch": 14.42,
"learning_rate": 3.8386487456875694e-07,
"loss": 0.0377,
"step": 308000
},
{
"epoch": 14.45,
"learning_rate": 3.6825426559890104e-07,
"loss": 0.0372,
"step": 308500
},
{
"epoch": 14.47,
"learning_rate": 3.526436566290451e-07,
"loss": 0.0346,
"step": 309000
},
{
"epoch": 14.49,
"learning_rate": 3.3703304765918924e-07,
"loss": 0.0351,
"step": 309500
},
{
"epoch": 14.52,
"learning_rate": 3.2142243868933334e-07,
"loss": 0.0385,
"step": 310000
},
{
"epoch": 14.54,
"learning_rate": 3.058118297194774e-07,
"loss": 0.0389,
"step": 310500
},
{
"epoch": 14.56,
"learning_rate": 2.9020122074962143e-07,
"loss": 0.0325,
"step": 311000
},
{
"epoch": 14.59,
"learning_rate": 2.745906117797656e-07,
"loss": 0.037,
"step": 311500
},
{
"epoch": 14.61,
"learning_rate": 2.589800028099096e-07,
"loss": 0.0397,
"step": 312000
},
{
"epoch": 14.63,
"learning_rate": 2.433693938400537e-07,
"loss": 0.0382,
"step": 312500
},
{
"epoch": 14.66,
"learning_rate": 2.277587848701978e-07,
"loss": 0.0328,
"step": 313000
},
{
"epoch": 14.68,
"learning_rate": 2.121481759003419e-07,
"loss": 0.0346,
"step": 313500
},
{
"epoch": 14.71,
"learning_rate": 1.9653756693048597e-07,
"loss": 0.0375,
"step": 314000
},
{
"epoch": 14.73,
"learning_rate": 1.8092695796063006e-07,
"loss": 0.0377,
"step": 314500
},
{
"epoch": 14.75,
"learning_rate": 1.6531634899077414e-07,
"loss": 0.0338,
"step": 315000
},
{
"epoch": 14.78,
"learning_rate": 1.4970574002091823e-07,
"loss": 0.0407,
"step": 315500
},
{
"epoch": 14.8,
"learning_rate": 1.340951310510623e-07,
"loss": 0.0321,
"step": 316000
},
{
"epoch": 14.82,
"learning_rate": 1.184845220812064e-07,
"loss": 0.04,
"step": 316500
},
{
"epoch": 14.85,
"learning_rate": 1.0287391311135049e-07,
"loss": 0.0396,
"step": 317000
},
{
"epoch": 14.87,
"learning_rate": 8.726330414149456e-08,
"loss": 0.0348,
"step": 317500
},
{
"epoch": 14.89,
"learning_rate": 7.165269517163866e-08,
"loss": 0.0405,
"step": 318000
},
{
"epoch": 14.92,
"learning_rate": 5.604208620178273e-08,
"loss": 0.0362,
"step": 318500
},
{
"epoch": 14.94,
"learning_rate": 4.0431477231926816e-08,
"loss": 0.0371,
"step": 319000
},
{
"epoch": 14.96,
"learning_rate": 2.4820868262070904e-08,
"loss": 0.0337,
"step": 319500
},
{
"epoch": 14.99,
"learning_rate": 9.21025929221499e-09,
"loss": 0.037,
"step": 320000
},
{
"epoch": 15.0,
"eval_AerospaceManufacturer_f1": 0.8561643835616438,
"eval_AerospaceManufacturer_number": 138,
"eval_AerospaceManufacturer_precision": 0.8116883116883117,
"eval_AerospaceManufacturer_recall": 0.9057971014492754,
"eval_AnatomicalStructure_f1": 0.7505241090146751,
"eval_AnatomicalStructure_number": 227,
"eval_AnatomicalStructure_precision": 0.716,
"eval_AnatomicalStructure_recall": 0.788546255506608,
"eval_ArtWork_f1": 0.625,
"eval_ArtWork_number": 131,
"eval_ArtWork_precision": 0.6028368794326241,
"eval_ArtWork_recall": 0.648854961832061,
"eval_Artist_f1": 0.803960396039604,
"eval_Artist_number": 1722,
"eval_Artist_precision": 0.7837837837837838,
"eval_Artist_recall": 0.8252032520325203,
"eval_Athlete_f1": 0.7691218130311614,
"eval_Athlete_number": 719,
"eval_Athlete_precision": 0.7835497835497836,
"eval_Athlete_recall": 0.7552155771905424,
"eval_CarManufacturer_f1": 0.8242424242424242,
"eval_CarManufacturer_number": 159,
"eval_CarManufacturer_precision": 0.7953216374269005,
"eval_CarManufacturer_recall": 0.8553459119496856,
"eval_Cleric_f1": 0.6282722513089004,
"eval_Cleric_number": 201,
"eval_Cleric_precision": 0.6629834254143646,
"eval_Cleric_recall": 0.5970149253731343,
"eval_Clothing_f1": 0.6463878326996197,
"eval_Clothing_number": 128,
"eval_Clothing_precision": 0.6296296296296297,
"eval_Clothing_recall": 0.6640625,
"eval_Disease_f1": 0.7064676616915423,
"eval_Disease_number": 198,
"eval_Disease_precision": 0.696078431372549,
"eval_Disease_recall": 0.7171717171717171,
"eval_Drink_f1": 0.8055555555555556,
"eval_Drink_number": 143,
"eval_Drink_precision": 0.8,
"eval_Drink_recall": 0.8111888111888111,
"eval_Facility_f1": 0.7069133398247323,
"eval_Facility_number": 497,
"eval_Facility_precision": 0.6849056603773584,
"eval_Facility_recall": 0.7303822937625755,
"eval_Food_f1": 0.7105882352941177,
"eval_Food_number": 214,
"eval_Food_precision": 0.7156398104265402,
"eval_Food_recall": 0.705607476635514,
"eval_HumanSettlement_f1": 0.8736842105263158,
"eval_HumanSettlement_number": 1689,
"eval_HumanSettlement_precision": 0.8630849220103987,
"eval_HumanSettlement_recall": 0.8845470692717584,
"eval_MedicalProcedure_f1": 0.7653429602888087,
"eval_MedicalProcedure_number": 142,
"eval_MedicalProcedure_precision": 0.7851851851851852,
"eval_MedicalProcedure_recall": 0.7464788732394366,
"eval_Medication/Vaccine_f1": 0.7980997624703088,
"eval_Medication/Vaccine_number": 200,
"eval_Medication/Vaccine_precision": 0.7601809954751131,
"eval_Medication/Vaccine_recall": 0.84,
"eval_MusicalGRP_f1": 0.7838541666666667,
"eval_MusicalGRP_number": 372,
"eval_MusicalGRP_precision": 0.76010101010101,
"eval_MusicalGRP_recall": 0.8091397849462365,
"eval_MusicalWork_f1": 0.7560975609756098,
"eval_MusicalWork_number": 407,
"eval_MusicalWork_precision": 0.7506053268765133,
"eval_MusicalWork_recall": 0.7616707616707616,
"eval_ORG_f1": 0.7045790251107829,
"eval_ORG_number": 667,
"eval_ORG_precision": 0.6943231441048034,
"eval_ORG_recall": 0.7151424287856072,
"eval_OtherLOC_f1": 0.7608200455580867,
"eval_OtherLOC_number": 224,
"eval_OtherLOC_precision": 0.7767441860465116,
"eval_OtherLOC_recall": 0.7455357142857143,
"eval_OtherPER_f1": 0.5466970387243736,
"eval_OtherPER_number": 859,
"eval_OtherPER_precision": 0.5351170568561873,
"eval_OtherPER_recall": 0.5587892898719441,
"eval_OtherPROD_f1": 0.6482758620689655,
"eval_OtherPROD_number": 433,
"eval_OtherPROD_precision": 0.6453089244851259,
"eval_OtherPROD_recall": 0.651270207852194,
"eval_Politician_f1": 0.6214405360134004,
"eval_Politician_number": 603,
"eval_Politician_precision": 0.6277495769881557,
"eval_Politician_recall": 0.615257048092869,
"eval_PrivateCorp_f1": 0.8185654008438819,
"eval_PrivateCorp_number": 129,
"eval_PrivateCorp_precision": 0.8981481481481481,
"eval_PrivateCorp_recall": 0.751937984496124,
"eval_PublicCorp_f1": 0.7525150905432596,
"eval_PublicCorp_number": 243,
"eval_PublicCorp_precision": 0.7362204724409449,
"eval_PublicCorp_recall": 0.7695473251028807,
"eval_Scientist_f1": 0.528497409326425,
"eval_Scientist_number": 189,
"eval_Scientist_precision": 0.5177664974619289,
"eval_Scientist_recall": 0.5396825396825397,
"eval_Software_f1": 0.7844408427876823,
"eval_Software_number": 307,
"eval_Software_precision": 0.7806451612903226,
"eval_Software_recall": 0.7882736156351792,
"eval_SportsGRP_f1": 0.8894601542416454,
"eval_SportsGRP_number": 385,
"eval_SportsGRP_precision": 0.8804071246819338,
"eval_SportsGRP_recall": 0.8987012987012987,
"eval_SportsManager_f1": 0.7035175879396985,
"eval_SportsManager_number": 194,
"eval_SportsManager_precision": 0.6862745098039216,
"eval_SportsManager_recall": 0.7216494845360825,
"eval_Station_f1": 0.7889447236180904,
"eval_Station_number": 194,
"eval_Station_precision": 0.7696078431372549,
"eval_Station_recall": 0.8092783505154639,
"eval_Symptom_f1": 0.7499999999999999,
"eval_Symptom_number": 129,
"eval_Symptom_precision": 0.7333333333333333,
"eval_Symptom_recall": 0.7674418604651163,
"eval_Vehicle_f1": 0.6697892271662763,
"eval_Vehicle_number": 206,
"eval_Vehicle_precision": 0.6470588235294118,
"eval_Vehicle_recall": 0.6941747572815534,
"eval_VisualWork_f1": 0.8067940552016986,
"eval_VisualWork_number": 693,
"eval_VisualWork_precision": 0.7916666666666666,
"eval_VisualWork_recall": 0.8225108225108225,
"eval_WrittenWork_f1": 0.7241992882562278,
"eval_WrittenWork_number": 563,
"eval_WrittenWork_precision": 0.7254901960784313,
"eval_WrittenWork_recall": 0.7229129662522202,
"eval_loss": 0.330758273601532,
"eval_overall_accuracy": 0.9436644901053475,
"eval_overall_f1": 0.7500649037570004,
"eval_overall_precision": 0.7403719431834822,
"eval_overall_recall": 0.7600150319428787,
"eval_runtime": 44.2122,
"eval_samples_per_second": 201.189,
"eval_steps_per_second": 25.151,
"step": 320295
},
{
"epoch": 15.0,
"step": 320295,
"total_flos": 6.580397404702666e+16,
"train_loss": 0.11691759577826058,
"train_runtime": 70734.3148,
"train_samples_per_second": 36.225,
"train_steps_per_second": 4.528
}
],
"max_steps": 320295,
"num_train_epochs": 15,
"total_flos": 6.580397404702666e+16,
"trial_name": null,
"trial_params": null
}