diff --git "a/trainer_state.json" "b/trainer_state.json" --- "a/trainer_state.json" +++ "b/trainer_state.json" @@ -10,9 +10,9 @@ "log_history": [ { "epoch": 1.0, - "grad_norm": 1.6121073961257935, + "grad_norm": 1.5585302114486694, "learning_rate": 4.9500000000000004e-05, - "loss": 1.0203, + "loss": 1.0106, "step": 106 }, { @@ -25,345 +25,345 @@ "eval_ORGANIZATION_number": 65, "eval_ORGANIZATION_precision": 0.0, "eval_ORGANIZATION_recall": 0.0, - "eval_PERSON_f1": 0.03508771929824562, + "eval_PERSON_f1": 0.02366863905325444, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.14285714285714285, - "eval_PERSON_recall": 0.02, + "eval_PERSON_precision": 0.10526315789473684, + "eval_PERSON_recall": 0.013333333333333334, "eval_QUANTITY_f1": 0.0, "eval_QUANTITY_number": 29, "eval_QUANTITY_precision": 0.0, "eval_QUANTITY_recall": 0.0, - "eval_TIME_f1": 0.05405405405405406, - "eval_TIME_number": 34, - "eval_TIME_precision": 0.3333333333333333, - "eval_TIME_recall": 0.029411764705882353, - "eval_loss": 0.591905415058136, - "eval_overall_accuracy": 0.840019689884322, - "eval_overall_f1": 0.020618556701030927, - "eval_overall_precision": 0.10810810810810811, - "eval_overall_recall": 0.011396011396011397, - "eval_runtime": 0.9779, - "eval_samples_per_second": 191.225, - "eval_steps_per_second": 3.068, + "eval_TIME_f1": 0.0, + "eval_TIME_number": 34, + "eval_TIME_precision": 0.0, + "eval_TIME_recall": 0.0, + "eval_loss": 0.584353506565094, + "eval_overall_accuracy": 0.840265813438346, + "eval_overall_f1": 0.010416666666666668, + "eval_overall_precision": 0.06060606060606061, + "eval_overall_recall": 0.005698005698005698, + "eval_runtime": 0.398, + "eval_samples_per_second": 469.835, + "eval_steps_per_second": 7.537, "step": 106 }, { "epoch": 2.0, - "grad_norm": 1.089346170425415, + "grad_norm": 1.2475420236587524, "learning_rate": 4.9e-05, - "loss": 0.5053, + "loss": 0.4994, "step": 212 }, { "epoch": 2.0, - "eval_LOCATION_f1": 0.2777777777777778, - "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.42857142857142855, - "eval_LOCATION_recall": 0.2054794520547945, - "eval_ORGANIZATION_f1": 0.06557377049180328, - "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.07017543859649122, - "eval_ORGANIZATION_recall": 0.06153846153846154, - "eval_PERSON_f1": 0.6512968299711815, - "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.5736040609137056, - "eval_PERSON_recall": 0.7533333333333333, - "eval_QUANTITY_f1": 0.08888888888888889, - "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.125, - "eval_QUANTITY_recall": 0.06896551724137931, - "eval_TIME_f1": 0.5074626865671642, - "eval_TIME_number": 34, - "eval_TIME_precision": 0.5151515151515151, - "eval_TIME_recall": 0.5, - "eval_loss": 0.3727489709854126, - "eval_overall_accuracy": 0.8951513659857249, - "eval_overall_f1": 0.4383164005805515, - "eval_overall_precision": 0.4467455621301775, + "eval_LOCATION_f1": 0.2476190476190476, + "eval_LOCATION_number": 73, + "eval_LOCATION_precision": 0.40625, + "eval_LOCATION_recall": 0.1780821917808219, + "eval_ORGANIZATION_f1": 0.05309734513274336, + "eval_ORGANIZATION_number": 65, + "eval_ORGANIZATION_precision": 0.0625, + "eval_ORGANIZATION_recall": 0.046153846153846156, + "eval_PERSON_f1": 0.6495726495726495, + "eval_PERSON_number": 150, + "eval_PERSON_precision": 0.5671641791044776, + "eval_PERSON_recall": 0.76, + "eval_QUANTITY_f1": 0.11764705882352941, + "eval_QUANTITY_number": 29, + "eval_QUANTITY_precision": 0.13636363636363635, + "eval_QUANTITY_recall": 0.10344827586206896, + "eval_TIME_f1": 0.5454545454545455, + "eval_TIME_number": 34, + "eval_TIME_precision": 0.5625, + "eval_TIME_recall": 0.5294117647058824, + "eval_loss": 0.3691530227661133, + "eval_overall_accuracy": 0.8973664779719419, + "eval_overall_f1": 0.4402332361516035, + "eval_overall_precision": 0.4507462686567164, "eval_overall_recall": 0.4301994301994302, - "eval_runtime": 1.0224, - "eval_samples_per_second": 182.9, - "eval_steps_per_second": 2.934, + "eval_runtime": 0.386, + "eval_samples_per_second": 484.468, + "eval_steps_per_second": 7.772, "step": 212 }, { "epoch": 3.0, - "grad_norm": 0.9725346565246582, + "grad_norm": 1.0947109460830688, "learning_rate": 4.85e-05, - "loss": 0.3221, + "loss": 0.3195, "step": 318 }, { "epoch": 3.0, - "eval_LOCATION_f1": 0.6227544910179641, + "eval_LOCATION_f1": 0.6257668711656442, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.5531914893617021, - "eval_LOCATION_recall": 0.7123287671232876, - "eval_ORGANIZATION_f1": 0.2689075630252101, + "eval_LOCATION_precision": 0.5666666666666667, + "eval_LOCATION_recall": 0.6986301369863014, + "eval_ORGANIZATION_f1": 0.3464566929133858, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.2962962962962963, - "eval_ORGANIZATION_recall": 0.24615384615384617, - "eval_PERSON_f1": 0.8145896656534953, + "eval_ORGANIZATION_precision": 0.3548387096774194, + "eval_ORGANIZATION_recall": 0.3384615384615385, + "eval_PERSON_f1": 0.8220858895705522, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.7486033519553073, + "eval_PERSON_precision": 0.7613636363636364, "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.5588235294117647, + "eval_QUANTITY_f1": 0.5396825396825397, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.48717948717948717, - "eval_QUANTITY_recall": 0.6551724137931034, - "eval_TIME_f1": 0.8169014084507041, + "eval_QUANTITY_precision": 0.5, + "eval_QUANTITY_recall": 0.5862068965517241, + "eval_TIME_f1": 0.8285714285714286, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7837837837837838, + "eval_TIME_precision": 0.8055555555555556, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.21981501579284668, - "eval_overall_accuracy": 0.9305931577651981, - "eval_overall_f1": 0.6631299734748011, - "eval_overall_precision": 0.6203473945409429, - "eval_overall_recall": 0.7122507122507122, - "eval_runtime": 1.0345, - "eval_samples_per_second": 180.757, - "eval_steps_per_second": 2.9, + "eval_loss": 0.2105339616537094, + "eval_overall_accuracy": 0.9308392813192222, + "eval_overall_f1": 0.6755674232309746, + "eval_overall_precision": 0.635678391959799, + "eval_overall_recall": 0.7207977207977208, + "eval_runtime": 0.3847, + "eval_samples_per_second": 486.037, + "eval_steps_per_second": 7.797, "step": 318 }, { "epoch": 4.0, - "grad_norm": 0.8557797074317932, + "grad_norm": 1.0842955112457275, "learning_rate": 4.8e-05, - "loss": 0.2222, + "loss": 0.2206, "step": 424 }, { "epoch": 4.0, - "eval_LOCATION_f1": 0.6709677419354839, + "eval_LOCATION_f1": 0.7204968944099379, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6341463414634146, - "eval_LOCATION_recall": 0.7123287671232876, - "eval_ORGANIZATION_f1": 0.5844155844155845, + "eval_LOCATION_precision": 0.6590909090909091, + "eval_LOCATION_recall": 0.7945205479452054, + "eval_ORGANIZATION_f1": 0.5889570552147239, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.5056179775280899, - "eval_ORGANIZATION_recall": 0.6923076923076923, - "eval_PERSON_f1": 0.8411214953271027, + "eval_ORGANIZATION_precision": 0.4897959183673469, + "eval_ORGANIZATION_recall": 0.7384615384615385, + "eval_PERSON_f1": 0.8553459119496856, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.7894736842105263, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.6567164179104478, + "eval_PERSON_precision": 0.8095238095238095, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.5753424657534246, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.5789473684210527, - "eval_QUANTITY_recall": 0.7586206896551724, - "eval_TIME_f1": 0.8219178082191781, - "eval_TIME_number": 34, - "eval_TIME_precision": 0.7692307692307693, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17654158174991608, - "eval_overall_accuracy": 0.9416687176962836, - "eval_overall_f1": 0.7376623376623377, - "eval_overall_precision": 0.6778042959427207, - "eval_overall_recall": 0.8091168091168092, - "eval_runtime": 0.9921, - "eval_samples_per_second": 188.484, - "eval_steps_per_second": 3.024, + "eval_QUANTITY_precision": 0.4772727272727273, + "eval_QUANTITY_recall": 0.7241379310344828, + "eval_TIME_f1": 0.9014084507042254, + "eval_TIME_number": 34, + "eval_TIME_precision": 0.8648648648648649, + "eval_TIME_recall": 0.9411764705882353, + "eval_loss": 0.17346060276031494, + "eval_overall_accuracy": 0.9428993354664041, + "eval_overall_f1": 0.7506361323155216, + "eval_overall_precision": 0.6781609195402298, + "eval_overall_recall": 0.8404558404558404, + "eval_runtime": 0.3877, + "eval_samples_per_second": 482.308, + "eval_steps_per_second": 7.738, "step": 424 }, { "epoch": 5.0, - "grad_norm": 1.1405649185180664, + "grad_norm": 1.0773650407791138, "learning_rate": 4.75e-05, - "loss": 0.1869, + "loss": 0.1791, "step": 530 }, { "epoch": 5.0, - "eval_LOCATION_f1": 0.7682926829268293, + "eval_LOCATION_f1": 0.7151515151515151, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6923076923076923, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.6296296296296297, + "eval_LOCATION_precision": 0.6413043478260869, + "eval_LOCATION_recall": 0.8082191780821918, + "eval_ORGANIZATION_f1": 0.6103896103896104, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.5257731958762887, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8490566037735849, + "eval_ORGANIZATION_precision": 0.5280898876404494, + "eval_ORGANIZATION_recall": 0.7230769230769231, + "eval_PERSON_f1": 0.8643533123028392, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8035714285714286, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.6086956521739131, + "eval_PERSON_precision": 0.8203592814371258, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.591549295774648, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.525, + "eval_QUANTITY_precision": 0.5, "eval_QUANTITY_recall": 0.7241379310344828, - "eval_TIME_f1": 0.7792207792207793, + "eval_TIME_f1": 0.7848101265822784, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6976744186046512, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15994760394096375, - "eval_overall_accuracy": 0.9473295594388383, - "eval_overall_f1": 0.759493670886076, - "eval_overall_precision": 0.683371298405467, - "eval_overall_recall": 0.8547008547008547, - "eval_runtime": 0.9628, - "eval_samples_per_second": 194.219, - "eval_steps_per_second": 3.116, + "eval_TIME_precision": 0.6888888888888889, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.1583884358406067, + "eval_overall_accuracy": 0.9456066945606695, + "eval_overall_f1": 0.7506361323155216, + "eval_overall_precision": 0.6781609195402298, + "eval_overall_recall": 0.8404558404558404, + "eval_runtime": 0.3854, + "eval_samples_per_second": 485.195, + "eval_steps_per_second": 7.784, "step": 530 }, { "epoch": 6.0, - "grad_norm": 1.9796879291534424, + "grad_norm": 1.4482425451278687, "learning_rate": 4.7e-05, - "loss": 0.169, + "loss": 0.1602, "step": 636 }, { "epoch": 6.0, - "eval_LOCATION_f1": 0.6993865030674846, + "eval_LOCATION_f1": 0.7407407407407406, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6333333333333333, - "eval_LOCATION_recall": 0.7808219178082192, - "eval_ORGANIZATION_f1": 0.6153846153846154, + "eval_LOCATION_precision": 0.6741573033707865, + "eval_LOCATION_recall": 0.821917808219178, + "eval_ORGANIZATION_f1": 0.6787878787878788, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.5, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8769716088328076, + "eval_ORGANIZATION_precision": 0.56, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.8633540372670808, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8323353293413174, + "eval_PERSON_precision": 0.8081395348837209, "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.5897435897435898, + "eval_QUANTITY_f1": 0.6153846153846154, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.46938775510204084, - "eval_QUANTITY_recall": 0.7931034482758621, - "eval_TIME_f1": 0.7073170731707317, + "eval_QUANTITY_precision": 0.4897959183673469, + "eval_QUANTITY_recall": 0.8275862068965517, + "eval_TIME_f1": 0.7435897435897436, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6041666666666666, + "eval_TIME_precision": 0.6590909090909091, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.19615504145622253, - "eval_overall_accuracy": 0.9318237755353187, - "eval_overall_f1": 0.7416563658838071, - "eval_overall_precision": 0.6550218340611353, - "eval_overall_recall": 0.8547008547008547, - "eval_runtime": 0.9795, - "eval_samples_per_second": 190.923, - "eval_steps_per_second": 3.063, + "eval_loss": 0.18004342913627625, + "eval_overall_accuracy": 0.9416687176962836, + "eval_overall_f1": 0.7652173913043478, + "eval_overall_precision": 0.6784140969162996, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3878, + "eval_samples_per_second": 482.177, + "eval_steps_per_second": 7.735, "step": 636 }, { "epoch": 7.0, - "grad_norm": 0.9608461260795593, + "grad_norm": 0.84205162525177, "learning_rate": 4.6500000000000005e-05, - "loss": 0.154, + "loss": 0.1484, "step": 742 }, { "epoch": 7.0, - "eval_LOCATION_f1": 0.7560975609756097, + "eval_LOCATION_f1": 0.779874213836478, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6813186813186813, + "eval_LOCATION_precision": 0.7209302325581395, "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.6620689655172414, + "eval_ORGANIZATION_f1": 0.6887417218543046, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6, - "eval_ORGANIZATION_recall": 0.7384615384615385, - "eval_PERSON_f1": 0.8817891373801918, + "eval_ORGANIZATION_precision": 0.6046511627906976, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.879746835443038, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8466257668711656, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.6956521739130435, + "eval_PERSON_precision": 0.8373493975903614, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.6857142857142856, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6, + "eval_QUANTITY_precision": 0.5853658536585366, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7532467532467532, + "eval_TIME_f1": 0.8108108108108107, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6744186046511628, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14681145548820496, - "eval_overall_accuracy": 0.9492985478710313, - "eval_overall_f1": 0.7838541666666667, - "eval_overall_precision": 0.7218225419664268, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 0.9965, - "eval_samples_per_second": 187.649, - "eval_steps_per_second": 3.01, + "eval_TIME_precision": 0.75, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.14192061126232147, + "eval_overall_accuracy": 0.9549593896135861, + "eval_overall_f1": 0.7974025974025974, + "eval_overall_precision": 0.7326968973747017, + "eval_overall_recall": 0.8746438746438746, + "eval_runtime": 0.3862, + "eval_samples_per_second": 484.261, + "eval_steps_per_second": 7.769, "step": 742 }, { "epoch": 8.0, - "grad_norm": 0.8899044394493103, + "grad_norm": 1.116653561592102, "learning_rate": 4.600000000000001e-05, - "loss": 0.1439, + "loss": 0.1372, "step": 848 }, { "epoch": 8.0, - "eval_LOCATION_f1": 0.7354838709677419, + "eval_LOCATION_f1": 0.7439024390243901, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6951219512195121, - "eval_LOCATION_recall": 0.7808219178082192, + "eval_LOCATION_precision": 0.6703296703296703, + "eval_LOCATION_recall": 0.8356164383561644, "eval_ORGANIZATION_f1": 0.6887417218543046, "eval_ORGANIZATION_number": 65, "eval_ORGANIZATION_precision": 0.6046511627906976, "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.879746835443038, + "eval_PERSON_f1": 0.8853503184713376, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8373493975903614, + "eval_PERSON_precision": 0.8475609756097561, "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.716417910447761, + "eval_QUANTITY_f1": 0.6857142857142856, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.631578947368421, + "eval_QUANTITY_precision": 0.5853658536585366, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7733333333333334, + "eval_TIME_f1": 0.8378378378378379, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7073170731707317, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1457252949476242, - "eval_overall_accuracy": 0.9505291656411519, - "eval_overall_f1": 0.787958115183246, - "eval_overall_precision": 0.7288135593220338, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 1.0009, - "eval_samples_per_second": 186.838, - "eval_steps_per_second": 2.997, + "eval_TIME_precision": 0.775, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.14389163255691528, + "eval_overall_accuracy": 0.9527442776273689, + "eval_overall_f1": 0.7943078913324709, + "eval_overall_precision": 0.7274881516587678, + "eval_overall_recall": 0.8746438746438746, + "eval_runtime": 0.3852, + "eval_samples_per_second": 485.507, + "eval_steps_per_second": 7.789, "step": 848 }, { "epoch": 9.0, - "grad_norm": 1.0214319229125977, + "grad_norm": 1.8104156255722046, "learning_rate": 4.55e-05, - "loss": 0.1317, + "loss": 0.1271, "step": 954 }, { "epoch": 9.0, - "eval_LOCATION_f1": 0.7870967741935484, + "eval_LOCATION_f1": 0.8129032258064516, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7439024390243902, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.6585365853658536, + "eval_LOCATION_precision": 0.7682926829268293, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.6838709677419356, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.5454545454545454, - "eval_ORGANIZATION_recall": 0.8307692307692308, - "eval_PERSON_f1": 0.887459807073955, + "eval_ORGANIZATION_precision": 0.5888888888888889, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8571428571428571, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7272727272727273, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.7692307692307692, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6486486486486487, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7837837837837837, - "eval_TIME_number": 34, - "eval_TIME_precision": 0.725, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1383334845304489, - "eval_overall_accuracy": 0.9524981540733448, - "eval_overall_f1": 0.7948051948051948, - "eval_overall_precision": 0.7303102625298329, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 1.0066, - "eval_samples_per_second": 185.771, - "eval_steps_per_second": 2.98, + "eval_QUANTITY_precision": 0.6944444444444444, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8767123287671232, + "eval_TIME_number": 34, + "eval_TIME_precision": 0.8205128205128205, + "eval_TIME_recall": 0.9411764705882353, + "eval_loss": 0.12979353964328766, + "eval_overall_accuracy": 0.9584051193699237, + "eval_overall_f1": 0.8269484808454426, + "eval_overall_precision": 0.770935960591133, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3849, + "eval_samples_per_second": 485.83, + "eval_steps_per_second": 7.794, "step": 954 }, { "epoch": 10.0, - "grad_norm": 0.8760809302330017, + "grad_norm": 0.966005802154541, "learning_rate": 4.5e-05, - "loss": 0.1261, + "loss": 0.1255, "step": 1060 }, { @@ -372,154 +372,154 @@ "eval_LOCATION_number": 73, "eval_LOCATION_precision": 0.7875, "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.6887417218543046, + "eval_ORGANIZATION_f1": 0.6986301369863014, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6046511627906976, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8810289389067525, + "eval_ORGANIZATION_precision": 0.6296296296296297, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8509316770186336, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7076923076923076, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7352941176470588, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6388888888888888, - "eval_QUANTITY_recall": 0.7931034482758621, - "eval_TIME_f1": 0.8219178082191781, + "eval_QUANTITY_precision": 0.6410256410256411, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7692307692307693, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1302676945924759, - "eval_overall_accuracy": 0.9559438838296825, - "eval_overall_f1": 0.8100929614873837, - "eval_overall_precision": 0.7587064676616916, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9994, - "eval_samples_per_second": 187.11, - "eval_steps_per_second": 3.002, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.12757907807826996, + "eval_overall_accuracy": 0.9601279842480925, + "eval_overall_f1": 0.8284182305630027, + "eval_overall_precision": 0.7822784810126582, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3839, + "eval_samples_per_second": 487.093, + "eval_steps_per_second": 7.814, "step": 1060 }, { "epoch": 11.0, - "grad_norm": 0.8754971027374268, + "grad_norm": 0.9226321578025818, "learning_rate": 4.4500000000000004e-05, - "loss": 0.1191, + "loss": 0.118, "step": 1166 }, { "epoch": 11.0, - "eval_LOCATION_f1": 0.781456953642384, + "eval_LOCATION_f1": 0.8051948051948052, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7564102564102564, - "eval_LOCATION_recall": 0.8082191780821918, - "eval_ORGANIZATION_f1": 0.7234042553191491, + "eval_LOCATION_precision": 0.7654320987654321, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.697986577181208, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6710526315789473, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.887459807073955, + "eval_ORGANIZATION_precision": 0.6190476190476191, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8867313915857605, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8571428571428571, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.676923076923077, + "eval_PERSON_precision": 0.8616352201257862, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.7352941176470588, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6111111111111112, - "eval_QUANTITY_recall": 0.7586206896551724, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.6410256410256411, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.12534178793430328, - "eval_overall_accuracy": 0.9596357371400444, - "eval_overall_f1": 0.8070175438596491, - "eval_overall_precision": 0.7666666666666667, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9868, - "eval_samples_per_second": 189.5, - "eval_steps_per_second": 3.04, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.13041509687900543, + "eval_overall_accuracy": 0.9584051193699237, + "eval_overall_f1": 0.8138297872340426, + "eval_overall_precision": 0.7630922693266833, + "eval_overall_recall": 0.8717948717948718, + "eval_runtime": 0.3859, + "eval_samples_per_second": 484.593, + "eval_steps_per_second": 7.774, "step": 1166 }, { "epoch": 12.0, - "grad_norm": 0.8746627569198608, + "grad_norm": 0.9765021800994873, "learning_rate": 4.4000000000000006e-05, - "loss": 0.1131, + "loss": 0.1125, "step": 1272 }, { "epoch": 12.0, - "eval_LOCATION_f1": 0.7361963190184049, + "eval_LOCATION_f1": 0.7848101265822783, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.6666666666666666, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7051282051282052, + "eval_LOCATION_precision": 0.7294117647058823, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.738255033557047, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6043956043956044, + "eval_ORGANIZATION_precision": 0.6547619047619048, "eval_ORGANIZATION_recall": 0.8461538461538461, - "eval_PERSON_f1": 0.8910256410256411, + "eval_PERSON_f1": 0.8860759493670886, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8580246913580247, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.7575757575757576, + "eval_PERSON_precision": 0.8433734939759037, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.7352941176470588, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6756756756756757, + "eval_QUANTITY_precision": 0.6410256410256411, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.7532467532467532, + "eval_TIME_f1": 0.8, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6744186046511628, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1429539918899536, - "eval_overall_accuracy": 0.9537287718434654, - "eval_overall_f1": 0.7958656330749354, - "eval_overall_precision": 0.7281323877068558, - "eval_overall_recall": 0.8774928774928775, - "eval_runtime": 1.0275, - "eval_samples_per_second": 181.996, - "eval_steps_per_second": 2.92, + "eval_TIME_precision": 0.7317073170731707, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.14262500405311584, + "eval_overall_accuracy": 0.9559438838296825, + "eval_overall_f1": 0.8146214099216709, + "eval_overall_precision": 0.7518072289156627, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3854, + "eval_samples_per_second": 485.157, + "eval_steps_per_second": 7.783, "step": 1272 }, { "epoch": 13.0, - "grad_norm": 0.7008482813835144, + "grad_norm": 0.696005642414093, "learning_rate": 4.35e-05, - "loss": 0.1101, + "loss": 0.1032, "step": 1378 }, { "epoch": 13.0, - "eval_LOCATION_f1": 0.7999999999999999, + "eval_LOCATION_f1": 0.8079470198675496, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7792207792207793, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.728476821192053, + "eval_LOCATION_precision": 0.782051282051282, + "eval_LOCATION_recall": 0.8356164383561644, + "eval_ORGANIZATION_f1": 0.713375796178344, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6395348837209303, - "eval_ORGANIZATION_recall": 0.8461538461538461, - "eval_PERSON_f1": 0.8938906752411575, + "eval_ORGANIZATION_precision": 0.6086956521739131, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.896103896103896, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8633540372670807, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.6376811594202898, + "eval_PERSON_precision": 0.8734177215189873, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.746268656716418, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.55, - "eval_QUANTITY_recall": 0.7586206896551724, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.6578947368421053, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8823529411764706, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.13461139798164368, - "eval_overall_accuracy": 0.9564361309377307, - "eval_overall_f1": 0.8090185676392573, - "eval_overall_precision": 0.7568238213399504, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9921, - "eval_samples_per_second": 188.484, - "eval_steps_per_second": 3.024, + "eval_TIME_precision": 0.8823529411764706, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.13183027505874634, + "eval_overall_accuracy": 0.9593896135860202, + "eval_overall_f1": 0.8255659121171771, + "eval_overall_precision": 0.775, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3861, + "eval_samples_per_second": 484.32, + "eval_steps_per_second": 7.77, "step": 1378 }, { "epoch": 14.0, - "grad_norm": 0.6436917185783386, + "grad_norm": 0.6964078545570374, "learning_rate": 4.3e-05, - "loss": 0.105, + "loss": 0.1046, "step": 1484 }, { @@ -528,739 +528,739 @@ "eval_LOCATION_number": 73, "eval_LOCATION_precision": 0.7294117647058823, "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7234042553191491, + "eval_ORGANIZATION_f1": 0.7105263157894737, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6710526315789473, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8932038834951457, + "eval_ORGANIZATION_precision": 0.6206896551724138, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8679245283018868, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.746268656716418, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7536231884057972, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6578947368421053, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.7837837837837837, + "eval_QUANTITY_precision": 0.65, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.7368421052631577, "eval_TIME_number": 34, - "eval_TIME_precision": 0.725, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.13453252613544464, - "eval_overall_accuracy": 0.9591434900319961, - "eval_overall_f1": 0.814419225634179, - "eval_overall_precision": 0.7663316582914573, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9965, - "eval_samples_per_second": 187.656, - "eval_steps_per_second": 3.011, + "eval_TIME_precision": 0.6666666666666666, + "eval_TIME_recall": 0.8235294117647058, + "eval_loss": 0.1450473964214325, + "eval_overall_accuracy": 0.9564361309377307, + "eval_overall_f1": 0.807843137254902, + "eval_overall_precision": 0.7463768115942029, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3849, + "eval_samples_per_second": 485.803, + "eval_steps_per_second": 7.794, "step": 1484 }, { "epoch": 15.0, - "grad_norm": 1.208773136138916, + "grad_norm": 1.2660812139511108, "learning_rate": 4.25e-05, - "loss": 0.1043, + "loss": 0.0969, "step": 1590 }, { "epoch": 15.0, - "eval_LOCATION_f1": 0.7843137254901962, + "eval_LOCATION_f1": 0.8129032258064516, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.75, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7412587412587412, + "eval_LOCATION_precision": 0.7682926829268293, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7162162162162162, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6794871794871795, + "eval_ORGANIZATION_precision": 0.6385542168674698, "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8990228013029316, + "eval_PERSON_f1": 0.8925081433224756, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8789808917197452, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7575757575757576, + "eval_PERSON_precision": 0.8726114649681529, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.7692307692307692, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6756756756756757, + "eval_QUANTITY_precision": 0.6944444444444444, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.7945205479452054, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1265690177679062, - "eval_overall_accuracy": 0.961112478464189, - "eval_overall_f1": 0.8221024258760108, - "eval_overall_precision": 0.7800511508951407, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 1.0073, - "eval_samples_per_second": 185.651, - "eval_steps_per_second": 2.978, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.13275112211704254, + "eval_overall_accuracy": 0.9618508491262614, + "eval_overall_f1": 0.8284182305630027, + "eval_overall_precision": 0.7822784810126582, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3921, + "eval_samples_per_second": 476.967, + "eval_steps_per_second": 7.652, "step": 1590 }, { "epoch": 16.0, - "grad_norm": 1.1977620124816895, + "grad_norm": 1.0079460144042969, "learning_rate": 4.2e-05, - "loss": 0.0979, + "loss": 0.0916, "step": 1696 }, { "epoch": 16.0, - "eval_LOCATION_f1": 0.7792207792207793, + "eval_LOCATION_f1": 0.8366013071895425, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7407407407407407, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7236842105263158, + "eval_LOCATION_precision": 0.8, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7323943661971831, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.632183908045977, - "eval_ORGANIZATION_recall": 0.8461538461538461, - "eval_PERSON_f1": 0.90032154340836, + "eval_ORGANIZATION_precision": 0.6753246753246753, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8974358974358974, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8695652173913043, + "eval_PERSON_precision": 0.8641975308641975, "eval_PERSON_recall": 0.9333333333333333, - "eval_QUANTITY_f1": 0.6666666666666666, + "eval_QUANTITY_f1": 0.7575757575757576, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.5581395348837209, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7368421052631577, + "eval_QUANTITY_precision": 0.6756756756756757, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8169014084507041, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6666666666666666, - "eval_TIME_recall": 0.8235294117647058, - "eval_loss": 0.1487545669078827, - "eval_overall_accuracy": 0.9527442776273689, - "eval_overall_f1": 0.8026143790849672, - "eval_overall_precision": 0.7415458937198067, - "eval_overall_recall": 0.8746438746438746, - "eval_runtime": 0.9958, - "eval_samples_per_second": 187.787, - "eval_steps_per_second": 3.013, + "eval_TIME_precision": 0.7837837837837838, + "eval_TIME_recall": 0.8529411764705882, + "eval_loss": 0.1358853280544281, + "eval_overall_accuracy": 0.9625892197883338, + "eval_overall_f1": 0.8333333333333334, + "eval_overall_precision": 0.7888040712468194, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3926, + "eval_samples_per_second": 476.356, + "eval_steps_per_second": 7.642, "step": 1696 }, { "epoch": 17.0, - "grad_norm": 0.41393932700157166, + "grad_norm": 2.586317539215088, "learning_rate": 4.15e-05, - "loss": 0.0954, + "loss": 0.0915, "step": 1802 }, { "epoch": 17.0, - "eval_LOCATION_f1": 0.8104575163398693, + "eval_LOCATION_f1": 0.8076923076923077, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.775, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7027027027027027, + "eval_LOCATION_precision": 0.7590361445783133, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7310344827586207, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6265060240963856, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.90032154340836, + "eval_ORGANIZATION_precision": 0.6625, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9032258064516129, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8695652173913043, + "eval_PERSON_precision": 0.875, "eval_PERSON_recall": 0.9333333333333333, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7631578947368423, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.6904761904761905, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.13488559424877167, - "eval_overall_accuracy": 0.958897366477972, - "eval_overall_f1": 0.8175765645805593, - "eval_overall_precision": 0.7675, - "eval_overall_recall": 0.8746438746438746, - "eval_runtime": 0.9952, - "eval_samples_per_second": 187.902, - "eval_steps_per_second": 3.014, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.1329522430896759, + "eval_overall_accuracy": 0.9623430962343096, + "eval_overall_f1": 0.8398384925975775, + "eval_overall_precision": 0.7959183673469388, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3867, + "eval_samples_per_second": 483.521, + "eval_steps_per_second": 7.757, "step": 1802 }, { "epoch": 18.0, - "grad_norm": 1.0734295845031738, + "grad_norm": 0.9525734782218933, "learning_rate": 4.1e-05, - "loss": 0.0928, + "loss": 0.0917, "step": 1908 }, { "epoch": 18.0, - "eval_LOCATION_f1": 0.7870967741935484, + "eval_LOCATION_f1": 0.8289473684210525, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7439024390243902, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.726027397260274, + "eval_LOCATION_precision": 0.7974683544303798, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7310344827586207, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.654320987654321, + "eval_ORGANIZATION_precision": 0.6625, "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8838709677419355, + "eval_PERSON_f1": 0.8903225806451613, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.85625, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7692307692307692, + "eval_PERSON_precision": 0.8625, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.716417910447761, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6944444444444444, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.7837837837837837, + "eval_QUANTITY_precision": 0.631578947368421, + "eval_QUANTITY_recall": 0.8275862068965517, + "eval_TIME_f1": 0.8571428571428571, "eval_TIME_number": 34, - "eval_TIME_precision": 0.725, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1342119574546814, - "eval_overall_accuracy": 0.9596357371400444, - "eval_overall_f1": 0.8133333333333332, - "eval_overall_precision": 0.7644110275689223, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 1.0888, - "eval_samples_per_second": 171.747, - "eval_steps_per_second": 2.755, + "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.14254941046237946, + "eval_overall_accuracy": 0.9591434900319961, + "eval_overall_f1": 0.8279569892473119, + "eval_overall_precision": 0.7837150127226463, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3875, + "eval_samples_per_second": 482.589, + "eval_steps_per_second": 7.742, "step": 1908 }, { "epoch": 19.0, - "grad_norm": 0.5558896660804749, + "grad_norm": 0.7584782242774963, "learning_rate": 4.05e-05, - "loss": 0.0884, + "loss": 0.0883, "step": 2014 }, { "epoch": 19.0, - "eval_LOCATION_f1": 0.8157894736842105, + "eval_LOCATION_f1": 0.8289473684210525, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7848101265822784, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7042253521126761, + "eval_LOCATION_precision": 0.7974683544303798, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7586206896551724, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6493506493506493, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.896103896103896, + "eval_ORGANIZATION_precision": 0.6875, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8903225806451613, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8734177215189873, + "eval_PERSON_precision": 0.8625, "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.75, + "eval_QUANTITY_f1": 0.8125, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.7428571428571429, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, + "eval_TIME_precision": 0.7631578947368421, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.12890850007534027, - "eval_overall_accuracy": 0.9616047255722373, - "eval_overall_f1": 0.8200270635994589, - "eval_overall_precision": 0.7809278350515464, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9958, - "eval_samples_per_second": 187.787, - "eval_steps_per_second": 3.013, + "eval_loss": 0.13237319886684418, + "eval_overall_accuracy": 0.963081466896382, + "eval_overall_f1": 0.8371467025572006, + "eval_overall_precision": 0.7933673469387755, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3917, + "eval_samples_per_second": 477.449, + "eval_steps_per_second": 7.66, "step": 2014 }, { "epoch": 20.0, - "grad_norm": 0.4977124333381653, + "grad_norm": 0.6288883090019226, "learning_rate": 4e-05, - "loss": 0.0851, + "loss": 0.0838, "step": 2120 }, { "epoch": 20.0, - "eval_LOCATION_f1": 0.7692307692307693, + "eval_LOCATION_f1": 0.8311688311688312, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7228915662650602, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7412587412587412, + "eval_LOCATION_precision": 0.7901234567901234, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.75, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6794871794871795, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8903225806451613, + "eval_ORGANIZATION_precision": 0.6835443037974683, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8625, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.6857142857142856, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, + "eval_QUANTITY_precision": 0.5853658536585366, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7837837837837837, + "eval_TIME_f1": 0.8985507246376812, "eval_TIME_number": 34, - "eval_TIME_precision": 0.725, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.137658029794693, - "eval_overall_accuracy": 0.9616047255722373, - "eval_overall_f1": 0.8150134048257373, - "eval_overall_precision": 0.769620253164557, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9955, - "eval_samples_per_second": 187.845, - "eval_steps_per_second": 3.014, + "eval_TIME_precision": 0.8857142857142857, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.1400074064731598, + "eval_overall_accuracy": 0.9613586020182131, + "eval_overall_f1": 0.8364611260053618, + "eval_overall_precision": 0.789873417721519, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3853, + "eval_samples_per_second": 485.372, + "eval_steps_per_second": 7.787, "step": 2120 }, { "epoch": 21.0, - "grad_norm": 2.0087778568267822, + "grad_norm": 2.4087135791778564, "learning_rate": 3.9500000000000005e-05, - "loss": 0.0819, + "loss": 0.0809, "step": 2226 }, { "epoch": 21.0, - "eval_LOCATION_f1": 0.8235294117647058, + "eval_LOCATION_f1": 0.8289473684210525, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7875, + "eval_LOCATION_precision": 0.7974683544303798, "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7361111111111112, + "eval_ORGANIZATION_f1": 0.7466666666666668, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6708860759493671, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.896103896103896, + "eval_ORGANIZATION_precision": 0.6588235294117647, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.8846153846153846, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8734177215189873, + "eval_PERSON_precision": 0.8518518518518519, "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_QUANTITY_f1": 0.7419354838709677, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.696969696969697, + "eval_QUANTITY_recall": 0.7931034482758621, + "eval_TIME_f1": 0.8985507246376812, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.12961311638355255, - "eval_overall_accuracy": 0.9633275904504061, - "eval_overall_f1": 0.8319783197831978, - "eval_overall_precision": 0.7932816537467701, - "eval_overall_recall": 0.8746438746438746, - "eval_runtime": 1.0079, - "eval_samples_per_second": 185.535, - "eval_steps_per_second": 2.976, + "eval_TIME_precision": 0.8857142857142857, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.13903410732746124, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8348993288590604, + "eval_overall_precision": 0.7893401015228426, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3889, + "eval_samples_per_second": 480.805, + "eval_steps_per_second": 7.713, "step": 2226 }, { "epoch": 22.0, - "grad_norm": 1.2587146759033203, + "grad_norm": 1.5907405614852905, "learning_rate": 3.9000000000000006e-05, - "loss": 0.0858, + "loss": 0.0795, "step": 2332 }, { "epoch": 22.0, - "eval_LOCATION_f1": 0.7999999999999999, + "eval_LOCATION_f1": 0.8421052631578948, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7792207792207793, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7199999999999999, + "eval_LOCATION_precision": 0.810126582278481, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7448275862068966, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6352941176470588, + "eval_ORGANIZATION_precision": 0.675, "eval_ORGANIZATION_recall": 0.8307692307692308, - "eval_PERSON_f1": 0.896103896103896, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8734177215189873, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.8064516129032258, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.75, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7575757575757576, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.6857142857142857, + "eval_QUANTITY_recall": 0.8275862068965517, + "eval_TIME_f1": 0.8169014084507041, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, + "eval_TIME_precision": 0.7837837837837838, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.13012367486953735, + "eval_loss": 0.13828279078006744, "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8281461434370772, - "eval_overall_precision": 0.788659793814433, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9889, - "eval_samples_per_second": 189.099, - "eval_steps_per_second": 3.034, + "eval_overall_f1": 0.8378378378378378, + "eval_overall_precision": 0.7969151670951157, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3894, + "eval_samples_per_second": 480.224, + "eval_steps_per_second": 7.704, "step": 2332 }, { "epoch": 23.0, - "grad_norm": 1.0316872596740723, + "grad_norm": 1.1399990320205688, "learning_rate": 3.85e-05, - "loss": 0.0789, + "loss": 0.0778, "step": 2438 }, { "epoch": 23.0, - "eval_LOCATION_f1": 0.7922077922077922, + "eval_LOCATION_f1": 0.8441558441558442, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7530864197530864, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7391304347826088, + "eval_LOCATION_precision": 0.8024691358024691, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7448275862068966, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6986301369863014, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.9061488673139159, + "eval_ORGANIZATION_precision": 0.675, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.9032258064516129, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_precision": 0.875, "eval_PERSON_recall": 0.9333333333333333, - "eval_QUANTITY_f1": 0.7936507936507937, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7352941176470589, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8169014084507041, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8571428571428571, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7837837837837838, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.13557566702365875, - "eval_overall_accuracy": 0.9628353433423579, - "eval_overall_f1": 0.8326530612244898, - "eval_overall_precision": 0.796875, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9917, - "eval_samples_per_second": 188.567, - "eval_steps_per_second": 3.025, + "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.1377546340227127, + "eval_overall_accuracy": 0.9645582082205267, + "eval_overall_f1": 0.8502024291497975, + "eval_overall_precision": 0.8076923076923077, + "eval_overall_recall": 0.8974358974358975, + "eval_runtime": 0.3909, + "eval_samples_per_second": 478.381, + "eval_steps_per_second": 7.675, "step": 2438 }, { "epoch": 24.0, - "grad_norm": 0.8608385324478149, + "grad_norm": 0.7097505331039429, "learning_rate": 3.8e-05, - "loss": 0.0763, + "loss": 0.0731, "step": 2544 }, { "epoch": 24.0, - "eval_LOCATION_f1": 0.7894736842105263, + "eval_LOCATION_f1": 0.8311688311688312, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.759493670886076, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7162162162162162, + "eval_LOCATION_precision": 0.7901234567901234, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7417218543046358, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6385542168674698, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.9025974025974027, + "eval_ORGANIZATION_precision": 0.6511627906976745, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.90032154340836, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.879746835443038, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.8064516129032258, + "eval_PERSON_precision": 0.8695652173913043, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7575757575757576, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8695652173913043, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1364046037197113, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8236877523553163, - "eval_overall_precision": 0.7806122448979592, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9754, - "eval_samples_per_second": 191.709, - "eval_steps_per_second": 3.076, + "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.14163164794445038, + "eval_overall_accuracy": 0.9625892197883338, + "eval_overall_f1": 0.8449197860962567, + "eval_overall_precision": 0.7959697732997482, + "eval_overall_recall": 0.9002849002849003, + "eval_runtime": 0.3873, + "eval_samples_per_second": 482.826, + "eval_steps_per_second": 7.746, "step": 2544 }, { "epoch": 25.0, - "grad_norm": 0.9957919716835022, + "grad_norm": 0.6983250379562378, "learning_rate": 3.7500000000000003e-05, - "loss": 0.0734, + "loss": 0.0729, "step": 2650 }, { "epoch": 25.0, - "eval_LOCATION_f1": 0.7712418300653595, + "eval_LOCATION_f1": 0.8289473684210525, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7375, - "eval_LOCATION_recall": 0.8082191780821918, - "eval_ORGANIZATION_f1": 0.7375886524822695, + "eval_LOCATION_precision": 0.7974683544303798, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7586206896551724, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6842105263157895, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.9032258064516129, + "eval_ORGANIZATION_precision": 0.6875, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8910256410256411, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.875, - "eval_PERSON_recall": 0.9333333333333333, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8580246913580247, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.6956521739130435, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, + "eval_QUANTITY_precision": 0.6, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7733333333333334, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7073170731707317, + "eval_TIME_precision": 0.7631578947368421, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1437826156616211, - "eval_overall_accuracy": 0.961112478464189, - "eval_overall_f1": 0.8183041722745626, - "eval_overall_precision": 0.7755102040816326, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9957, - "eval_samples_per_second": 187.814, - "eval_steps_per_second": 3.013, + "eval_loss": 0.15113840997219086, + "eval_overall_accuracy": 0.9608663549101649, + "eval_overall_f1": 0.8266666666666667, + "eval_overall_precision": 0.7769423558897243, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3857, + "eval_samples_per_second": 484.853, + "eval_steps_per_second": 7.778, "step": 2650 }, { "epoch": 26.0, - "grad_norm": 0.6454270482063293, + "grad_norm": 0.6798135638237, "learning_rate": 3.7e-05, - "loss": 0.0731, + "loss": 0.0724, "step": 2756 }, { "epoch": 26.0, - "eval_LOCATION_f1": 0.7712418300653595, + "eval_LOCATION_f1": 0.8211920529801324, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7375, - "eval_LOCATION_recall": 0.8082191780821918, - "eval_ORGANIZATION_f1": 0.7092198581560285, + "eval_LOCATION_precision": 0.7948717948717948, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.7714285714285715, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6578947368421053, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.896774193548387, + "eval_ORGANIZATION_precision": 0.72, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8896103896103896, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.86875, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.7272727272727273, + "eval_PERSON_precision": 0.8670886075949367, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.676056338028169, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6486486486486487, + "eval_QUANTITY_precision": 0.5714285714285714, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7945205479452054, + "eval_TIME_f1": 0.7837837837837837, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, + "eval_TIME_precision": 0.725, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14986544847488403, + "eval_loss": 0.14874529838562012, "eval_overall_accuracy": 0.958897366477972, - "eval_overall_f1": 0.8102288021534321, - "eval_overall_precision": 0.7678571428571429, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 0.9887, - "eval_samples_per_second": 189.131, - "eval_steps_per_second": 3.034, + "eval_overall_f1": 0.8225806451612903, + "eval_overall_precision": 0.7786259541984732, + "eval_overall_recall": 0.8717948717948718, + "eval_runtime": 0.386, + "eval_samples_per_second": 484.512, + "eval_steps_per_second": 7.773, "step": 2756 }, { "epoch": 27.0, - "grad_norm": 0.7397086024284363, + "grad_norm": 1.0639210939407349, "learning_rate": 3.65e-05, - "loss": 0.0704, + "loss": 0.0699, "step": 2862 }, { "epoch": 27.0, - "eval_LOCATION_f1": 0.7973856209150326, + "eval_LOCATION_f1": 0.802547770700637, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7625, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7375886524822695, + "eval_LOCATION_precision": 0.75, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7724137931034483, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6842105263157895, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8853503184713376, + "eval_ORGANIZATION_precision": 0.7, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.9032258064516129, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8475609756097561, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.716417910447761, + "eval_PERSON_precision": 0.875, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.6666666666666666, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.631578947368421, + "eval_QUANTITY_precision": 0.5581395348837209, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.767123287671233, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.717948717948718, - "eval_TIME_recall": 0.8235294117647058, - "eval_loss": 0.1502029001712799, - "eval_overall_accuracy": 0.9591434900319961, - "eval_overall_f1": 0.8128342245989305, - "eval_overall_precision": 0.7657430730478589, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9947, - "eval_samples_per_second": 188.003, - "eval_steps_per_second": 3.016, + "eval_TIME_precision": 0.7631578947368421, + "eval_TIME_recall": 0.8529411764705882, + "eval_loss": 0.14704443514347076, + "eval_overall_accuracy": 0.9601279842480925, + "eval_overall_f1": 0.8253968253968255, + "eval_overall_precision": 0.7703703703703704, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3902, + "eval_samples_per_second": 479.247, + "eval_steps_per_second": 7.688, "step": 2862 }, { "epoch": 28.0, - "grad_norm": 1.38124418258667, + "grad_norm": 1.30838942527771, "learning_rate": 3.6e-05, - "loss": 0.0679, + "loss": 0.0669, "step": 2968 }, { "epoch": 28.0, - "eval_LOCATION_f1": 0.794701986754967, + "eval_LOCATION_f1": 0.8243243243243243, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7692307692307693, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.75, + "eval_LOCATION_precision": 0.8133333333333334, + "eval_LOCATION_recall": 0.8356164383561644, + "eval_ORGANIZATION_f1": 0.702290076335878, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6835443037974683, - "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_ORGANIZATION_precision": 0.696969696969697, + "eval_ORGANIZATION_recall": 0.7076923076923077, "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, "eval_PERSON_precision": 0.8742138364779874, "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.71875, + "eval_QUANTITY_f1": 0.75, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6571428571428571, - "eval_QUANTITY_recall": 0.7931034482758621, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.6857142857142857, + "eval_QUANTITY_recall": 0.8275862068965517, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14466358721256256, - "eval_overall_accuracy": 0.9618508491262614, - "eval_overall_f1": 0.8232118758434548, - "eval_overall_precision": 0.782051282051282, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9878, - "eval_samples_per_second": 189.3, - "eval_steps_per_second": 3.037, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.136509507894516, + "eval_overall_accuracy": 0.9633275904504061, + "eval_overall_f1": 0.8287292817679558, + "eval_overall_precision": 0.8042895442359249, + "eval_overall_recall": 0.8547008547008547, + "eval_runtime": 0.3858, + "eval_samples_per_second": 484.693, + "eval_steps_per_second": 7.776, "step": 2968 }, { "epoch": 29.0, - "grad_norm": 0.8041614294052124, + "grad_norm": 3.5960898399353027, "learning_rate": 3.55e-05, - "loss": 0.0657, + "loss": 0.0671, "step": 3074 }, { "epoch": 29.0, - "eval_LOCATION_f1": 0.8211920529801324, + "eval_LOCATION_f1": 0.847682119205298, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7948717948717948, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7346938775510204, + "eval_LOCATION_precision": 0.8205128205128205, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7746478873239436, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6585365853658537, - "eval_ORGANIZATION_recall": 0.8307692307692308, - "eval_PERSON_f1": 0.894736842105263, + "eval_ORGANIZATION_precision": 0.7142857142857143, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8938906752411575, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8831168831168831, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.8633540372670807, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.9117647058823528, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8695652173913043, "eval_TIME_number": 34, - "eval_TIME_precision": 0.9117647058823529, - "eval_TIME_recall": 0.9117647058823529, - "eval_loss": 0.1336374580860138, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.8376534788540245, - "eval_overall_precision": 0.8036649214659686, - "eval_overall_recall": 0.8746438746438746, - "eval_runtime": 0.9977, - "eval_samples_per_second": 187.429, - "eval_steps_per_second": 3.007, + "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.13075676560401917, + "eval_overall_accuracy": 0.9667733202067438, + "eval_overall_f1": 0.8532608695652173, + "eval_overall_precision": 0.8155844155844156, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3861, + "eval_samples_per_second": 484.295, + "eval_steps_per_second": 7.769, "step": 3074 }, { "epoch": 30.0, - "grad_norm": 0.9247944951057434, + "grad_norm": 1.5083116292953491, "learning_rate": 3.5e-05, - "loss": 0.067, + "loss": 0.0645, "step": 3180 }, { "epoch": 30.0, - "eval_LOCATION_f1": 0.7919463087248322, + "eval_LOCATION_f1": 0.8187919463087249, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7763157894736842, - "eval_LOCATION_recall": 0.8082191780821918, - "eval_ORGANIZATION_f1": 0.7210884353741497, + "eval_LOCATION_precision": 0.8026315789473685, + "eval_LOCATION_recall": 0.8356164383561644, + "eval_ORGANIZATION_f1": 0.75, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6463414634146342, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8990228013029316, + "eval_ORGANIZATION_precision": 0.6835443037974683, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.9032258064516129, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8789808917197452, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.875, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8169014084507041, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, + "eval_TIME_precision": 0.7837837837837838, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14372512698173523, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8222523744911805, - "eval_overall_precision": 0.7849740932642487, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 1.0038, - "eval_samples_per_second": 186.284, - "eval_steps_per_second": 2.989, + "eval_loss": 0.1309884488582611, + "eval_overall_accuracy": 0.9657888259906473, + "eval_overall_f1": 0.8423913043478262, + "eval_overall_precision": 0.8051948051948052, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3879, + "eval_samples_per_second": 482.094, + "eval_steps_per_second": 7.734, "step": 3180 }, { "epoch": 31.0, - "grad_norm": 0.41009989380836487, + "grad_norm": 0.48864850401878357, "learning_rate": 3.45e-05, - "loss": 0.0649, + "loss": 0.0598, "step": 3286 }, { "epoch": 31.0, - "eval_LOCATION_f1": 0.8205128205128205, + "eval_LOCATION_f1": 0.8101265822784809, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7710843373493976, + "eval_LOCATION_precision": 0.7529411764705882, "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_ORGANIZATION_f1": 0.7517730496453899, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.9019607843137256, + "eval_ORGANIZATION_precision": 0.6973684210526315, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8846153846153846, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7777777777777778, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8285714285714286, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7368421052631579, - "eval_TIME_recall": 0.8235294117647058, - "eval_loss": 0.1421852558851242, - "eval_overall_accuracy": 0.9625892197883338, - "eval_overall_f1": 0.8283378746594006, - "eval_overall_precision": 0.793733681462141, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9943, - "eval_samples_per_second": 188.063, - "eval_steps_per_second": 3.017, + "eval_TIME_precision": 0.8055555555555556, + "eval_TIME_recall": 0.8529411764705882, + "eval_loss": 0.13982480764389038, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8367071524966261, + "eval_overall_precision": 0.7948717948717948, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3914, + "eval_samples_per_second": 477.78, + "eval_steps_per_second": 7.665, "step": 3286 }, { "epoch": 32.0, - "grad_norm": 0.4342913031578064, + "grad_norm": 0.22911441326141357, "learning_rate": 3.4000000000000007e-05, - "loss": 0.0619, + "loss": 0.0598, "step": 3392 }, { "epoch": 32.0, - "eval_LOCATION_f1": 0.7792207792207793, + "eval_LOCATION_f1": 0.802547770700637, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7407407407407407, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7236842105263158, + "eval_LOCATION_precision": 0.75, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7534246575342466, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.632183908045977, + "eval_ORGANIZATION_precision": 0.6790123456790124, "eval_ORGANIZATION_recall": 0.8461538461538461, - "eval_PERSON_f1": 0.896103896103896, + "eval_PERSON_f1": 0.8938906752411575, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8734177215189873, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8633540372670807, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7272727272727273, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, + "eval_QUANTITY_precision": 0.6486486486486487, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8571428571428571, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1523984968662262, - "eval_overall_accuracy": 0.9593896135860202, - "eval_overall_f1": 0.8208556149732621, - "eval_overall_precision": 0.7732997481108312, - "eval_overall_recall": 0.8746438746438746, - "eval_runtime": 1.0018, - "eval_samples_per_second": 186.663, - "eval_steps_per_second": 2.995, + "eval_TIME_precision": 0.7631578947368421, + "eval_TIME_recall": 0.8529411764705882, + "eval_loss": 0.14981552958488464, + "eval_overall_accuracy": 0.9608663549101649, + "eval_overall_f1": 0.824468085106383, + "eval_overall_precision": 0.773067331670823, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3886, + "eval_samples_per_second": 481.274, + "eval_steps_per_second": 7.721, "step": 3392 }, { "epoch": 33.0, - "grad_norm": 0.8614174127578735, + "grad_norm": 0.9966171979904175, "learning_rate": 3.35e-05, - "loss": 0.0616, + "loss": 0.0607, "step": 3498 }, { @@ -1269,2653 +1269,2653 @@ "eval_LOCATION_number": 73, "eval_LOCATION_precision": 0.7922077922077922, "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.72992700729927, + "eval_ORGANIZATION_f1": 0.76056338028169, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6944444444444444, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8925081433224756, + "eval_ORGANIZATION_precision": 0.7012987012987013, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8910256410256411, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8726114649681529, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8580246913580247, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.14742247760295868, - "eval_overall_accuracy": 0.9623430962343096, - "eval_overall_f1": 0.8273972602739725, - "eval_overall_precision": 0.7968337730870713, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9963, - "eval_samples_per_second": 187.698, - "eval_steps_per_second": 3.011, + "eval_loss": 0.14727307856082916, + "eval_overall_accuracy": 0.9625892197883338, + "eval_overall_f1": 0.8389715832205684, + "eval_overall_precision": 0.7989690721649485, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3876, + "eval_samples_per_second": 482.477, + "eval_steps_per_second": 7.74, "step": 3498 }, { "epoch": 34.0, - "grad_norm": 1.166977882385254, + "grad_norm": 1.1382331848144531, "learning_rate": 3.3e-05, - "loss": 0.0597, + "loss": 0.0583, "step": 3604 }, { "epoch": 34.0, - "eval_LOCATION_f1": 0.8181818181818182, + "eval_LOCATION_f1": 0.8400000000000001, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7777777777777778, + "eval_LOCATION_precision": 0.8181818181818182, "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7333333333333334, + "eval_ORGANIZATION_f1": 0.7659574468085107, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6470588235294118, - "eval_ORGANIZATION_recall": 0.8461538461538461, - "eval_PERSON_f1": 0.8838709677419355, + "eval_ORGANIZATION_precision": 0.7105263157894737, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.887459807073955, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.85625, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7936507936507937, + "eval_PERSON_precision": 0.8571428571428571, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7352941176470589, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8055555555555555, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.861111111111111, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7631578947368421, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14954759180545807, - "eval_overall_accuracy": 0.958897366477972, - "eval_overall_f1": 0.8251001335113485, - "eval_overall_precision": 0.7763819095477387, - "eval_overall_recall": 0.8803418803418803, - "eval_runtime": 1.0032, - "eval_samples_per_second": 186.407, - "eval_steps_per_second": 2.99, + "eval_TIME_precision": 0.8157894736842105, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.14073994755744934, + "eval_overall_accuracy": 0.9670194437607679, + "eval_overall_f1": 0.8466757123473541, + "eval_overall_precision": 0.8082901554404145, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3867, + "eval_samples_per_second": 483.635, + "eval_steps_per_second": 7.759, "step": 3604 }, { "epoch": 35.0, - "grad_norm": 0.7428762912750244, + "grad_norm": 0.9959651231765747, "learning_rate": 3.2500000000000004e-05, - "loss": 0.0594, + "loss": 0.0558, "step": 3710 }, { "epoch": 35.0, - "eval_LOCATION_f1": 0.7820512820512822, + "eval_LOCATION_f1": 0.8051948051948052, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7349397590361446, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7361111111111112, + "eval_LOCATION_precision": 0.7654320987654321, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.757142857142857, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6708860759493671, + "eval_ORGANIZATION_precision": 0.7066666666666667, "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8753993610223643, + "eval_PERSON_f1": 0.8838709677419355, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8404907975460123, + "eval_PERSON_precision": 0.85625, "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.75, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7945205479452054, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7435897435897436, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.15552844107151031, - "eval_overall_accuracy": 0.9581589958158996, - "eval_overall_f1": 0.8106666666666666, - "eval_overall_precision": 0.7619047619047619, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9939, - "eval_samples_per_second": 188.147, - "eval_steps_per_second": 3.018, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.14661699533462524, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8346883468834689, + "eval_overall_precision": 0.7958656330749354, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3911, + "eval_samples_per_second": 478.197, + "eval_steps_per_second": 7.672, "step": 3710 }, { "epoch": 36.0, - "grad_norm": 0.8952577710151672, + "grad_norm": 1.7864693403244019, "learning_rate": 3.2000000000000005e-05, - "loss": 0.0572, + "loss": 0.0562, "step": 3816 }, { "epoch": 36.0, - "eval_LOCATION_f1": 0.8157894736842105, + "eval_LOCATION_f1": 0.8026315789473685, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7848101265822784, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7272727272727272, + "eval_LOCATION_precision": 0.7721518987341772, + "eval_LOCATION_recall": 0.8356164383561644, + "eval_ORGANIZATION_f1": 0.7482993197278912, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6666666666666666, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8852459016393444, + "eval_ORGANIZATION_precision": 0.6707317073170732, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8838709677419355, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8709677419354839, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.85625, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.7999999999999999, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8450704225352113, + "eval_QUANTITY_precision": 0.7222222222222222, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8219178082191781, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8108108108108109, + "eval_TIME_precision": 0.7692307692307693, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15078987181186676, + "eval_loss": 0.1466834545135498, "eval_overall_accuracy": 0.9625892197883338, - "eval_overall_f1": 0.8267394270122783, - "eval_overall_precision": 0.7931937172774869, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 1.0019, - "eval_samples_per_second": 186.652, - "eval_steps_per_second": 2.994, + "eval_overall_f1": 0.8273092369477911, + "eval_overall_precision": 0.7803030303030303, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3868, + "eval_samples_per_second": 483.41, + "eval_steps_per_second": 7.755, "step": 3816 }, { "epoch": 37.0, - "grad_norm": 1.4861292839050293, + "grad_norm": 0.5526124238967896, "learning_rate": 3.15e-05, - "loss": 0.0543, + "loss": 0.0548, "step": 3922 }, { "epoch": 37.0, - "eval_LOCATION_f1": 0.8181818181818182, + "eval_LOCATION_f1": 0.8051948051948052, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7777777777777778, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.6625766871165644, + "eval_LOCATION_precision": 0.7654320987654321, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.7346938775510204, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.5510204081632653, + "eval_ORGANIZATION_precision": 0.6585365853658537, "eval_ORGANIZATION_recall": 0.8307692307692308, - "eval_PERSON_f1": 0.8802588996763754, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8169014084507041, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8285714285714286, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7837837837837838, + "eval_TIME_precision": 0.8055555555555556, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.16852639615535736, - "eval_overall_accuracy": 0.9549593896135861, - "eval_overall_f1": 0.8042049934296978, - "eval_overall_precision": 0.7463414634146341, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9916, - "eval_samples_per_second": 188.593, - "eval_steps_per_second": 3.026, + "eval_loss": 0.15039868652820587, + "eval_overall_accuracy": 0.9613586020182131, + "eval_overall_f1": 0.8279569892473119, + "eval_overall_precision": 0.7837150127226463, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3874, + "eval_samples_per_second": 482.655, + "eval_steps_per_second": 7.743, "step": 3922 }, { "epoch": 38.0, - "grad_norm": 0.8263400197029114, + "grad_norm": 0.6235684156417847, "learning_rate": 3.1e-05, - "loss": 0.055, + "loss": 0.0528, "step": 4028 }, { "epoch": 38.0, - "eval_LOCATION_f1": 0.794701986754967, + "eval_LOCATION_f1": 0.8435374149659863, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7692307692307693, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7183098591549296, + "eval_LOCATION_precision": 0.8378378378378378, + "eval_LOCATION_recall": 0.8493150684931506, + "eval_ORGANIZATION_f1": 0.7313432835820897, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6623376623376623, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.7101449275362319, + "eval_ORGANIZATION_recall": 0.7538461538461538, + "eval_PERSON_f1": 0.8867313915857605, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.8616352201257862, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.75, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, + "eval_QUANTITY_precision": 0.6857142857142857, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.861111111111111, + "eval_TIME_f1": 0.8571428571428571, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8157894736842105, - "eval_TIME_recall": 0.9117647058823529, - "eval_loss": 0.15474605560302734, - "eval_overall_accuracy": 0.9616047255722373, - "eval_overall_f1": 0.8217687074829932, - "eval_overall_precision": 0.7864583333333334, + "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.14205525815486908, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8342541436464089, + "eval_overall_precision": 0.8096514745308311, "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9962, - "eval_samples_per_second": 187.719, - "eval_steps_per_second": 3.012, + "eval_runtime": 0.3876, + "eval_samples_per_second": 482.503, + "eval_steps_per_second": 7.741, "step": 4028 }, { "epoch": 39.0, - "grad_norm": 0.7035608291625977, + "grad_norm": 0.9376897811889648, "learning_rate": 3.05e-05, - "loss": 0.051, + "loss": 0.0504, "step": 4134 }, { "epoch": 39.0, - "eval_LOCATION_f1": 0.832214765100671, + "eval_LOCATION_f1": 0.8496732026143791, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8157894736842105, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7517730496453899, + "eval_LOCATION_precision": 0.8125, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.76056338028169, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6973684210526315, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8838709677419355, + "eval_ORGANIZATION_precision": 0.7012987012987013, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8903225806451613, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.85625, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8625, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.71875, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8450704225352113, + "eval_QUANTITY_precision": 0.6571428571428571, + "eval_QUANTITY_recall": 0.7931034482758621, + "eval_TIME_f1": 0.8219178082191781, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8108108108108109, + "eval_TIME_precision": 0.7692307692307693, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.14542774856090546, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.8360655737704918, - "eval_overall_precision": 0.8031496062992126, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9872, - "eval_samples_per_second": 189.427, - "eval_steps_per_second": 3.039, + "eval_loss": 0.1570240557193756, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8355795148247979, + "eval_overall_precision": 0.7928388746803069, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3886, + "eval_samples_per_second": 481.159, + "eval_steps_per_second": 7.719, "step": 4134 }, { "epoch": 40.0, - "grad_norm": 0.368028461933136, + "grad_norm": 0.5903038382530212, "learning_rate": 3e-05, "loss": 0.053, "step": 4240 }, { "epoch": 40.0, - "eval_LOCATION_f1": 0.8133333333333332, + "eval_LOCATION_f1": 0.8366013071895425, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7922077922077922, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7066666666666667, + "eval_LOCATION_precision": 0.8, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7236842105263158, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6235294117647059, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8823529411764707, + "eval_ORGANIZATION_precision": 0.632183908045977, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8802588996763754, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8653846153846154, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.8553459119496856, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.7999999999999999, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7777777777777778, - "eval_TIME_recall": 0.8235294117647058, - "eval_loss": 0.15164527297019958, - "eval_overall_accuracy": 0.9598818606940684, - "eval_overall_f1": 0.8146143437077131, - "eval_overall_precision": 0.7757731958762887, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 1.0735, - "eval_samples_per_second": 174.198, - "eval_steps_per_second": 2.795, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.15270885825157166, + "eval_overall_accuracy": 0.9613586020182131, + "eval_overall_f1": 0.8304405874499333, + "eval_overall_precision": 0.7814070351758794, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3881, + "eval_samples_per_second": 481.816, + "eval_steps_per_second": 7.73, "step": 4240 }, { "epoch": 41.0, - "grad_norm": 0.21483705937862396, + "grad_norm": 0.2513221204280853, "learning_rate": 2.95e-05, - "loss": 0.0526, + "loss": 0.0469, "step": 4346 }, { "epoch": 41.0, - "eval_LOCATION_f1": 0.7792207792207793, + "eval_LOCATION_f1": 0.8516129032258065, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7407407407407407, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7183098591549296, - "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6623376623376623, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8794788273615636, + "eval_LOCATION_precision": 0.8048780487804879, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.75, + "eval_ORGANIZATION_number": 65, + "eval_ORGANIZATION_precision": 0.6835443037974683, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8774193548387097, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.85, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.6956521739130435, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, + "eval_QUANTITY_precision": 0.6, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8055555555555555, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7631578947368421, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14916305243968964, - "eval_overall_accuracy": 0.9591434900319961, - "eval_overall_f1": 0.8092016238159675, - "eval_overall_precision": 0.770618556701031, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9975, - "eval_samples_per_second": 187.465, - "eval_steps_per_second": 3.007, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.15680240094661713, + "eval_overall_accuracy": 0.9593896135860202, + "eval_overall_f1": 0.8266666666666667, + "eval_overall_precision": 0.7769423558897243, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3878, + "eval_samples_per_second": 482.196, + "eval_steps_per_second": 7.736, "step": 4346 }, { "epoch": 42.0, - "grad_norm": 0.46089088916778564, + "grad_norm": 0.4710911512374878, "learning_rate": 2.9e-05, - "loss": 0.0497, + "loss": 0.0487, "step": 4452 }, { "epoch": 42.0, - "eval_LOCATION_f1": 0.8299319727891157, + "eval_LOCATION_f1": 0.8666666666666666, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8243243243243243, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7346938775510204, + "eval_LOCATION_precision": 0.8441558441558441, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7517730496453899, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6585365853658537, - "eval_ORGANIZATION_recall": 0.8307692307692308, - "eval_PERSON_f1": 0.8766233766233766, + "eval_ORGANIZATION_precision": 0.6973684210526315, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.8896103896103896, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7936507936507937, + "eval_PERSON_precision": 0.8670886075949367, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.696969696969697, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7352941176470589, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8169014084507041, + "eval_QUANTITY_precision": 0.6216216216216216, + "eval_QUANTITY_recall": 0.7931034482758621, + "eval_TIME_f1": 0.861111111111111, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7837837837837838, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.14921055734157562, - "eval_overall_accuracy": 0.963081466896382, - "eval_overall_f1": 0.8260869565217391, - "eval_overall_precision": 0.7896103896103897, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9983, - "eval_samples_per_second": 187.314, - "eval_steps_per_second": 3.005, + "eval_TIME_precision": 0.8157894736842105, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.14796730875968933, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8385345997286296, + "eval_overall_precision": 0.8005181347150259, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3855, + "eval_samples_per_second": 485.113, + "eval_steps_per_second": 7.783, "step": 4452 }, { "epoch": 43.0, - "grad_norm": 0.5246915221214294, + "grad_norm": 0.774330198764801, "learning_rate": 2.8499999999999998e-05, - "loss": 0.0499, + "loss": 0.0463, "step": 4558 }, { "epoch": 43.0, - "eval_LOCATION_f1": 0.7843137254901962, + "eval_LOCATION_f1": 0.8400000000000001, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.75, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7101449275362318, + "eval_LOCATION_precision": 0.8181818181818182, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7310344827586207, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6712328767123288, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6625, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.8838709677419355, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.85625, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.7076923076923076, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8571428571428571, + "eval_QUANTITY_precision": 0.6388888888888888, + "eval_QUANTITY_recall": 0.7931034482758621, + "eval_TIME_f1": 0.8450704225352113, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_precision": 0.8108108108108109, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15075072646141052, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8180574555403556, - "eval_overall_precision": 0.7868421052631579, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9913, - "eval_samples_per_second": 188.643, - "eval_steps_per_second": 3.026, + "eval_loss": 0.154840350151062, + "eval_overall_accuracy": 0.9618508491262614, + "eval_overall_f1": 0.8259109311740892, + "eval_overall_precision": 0.7846153846153846, + "eval_overall_recall": 0.8717948717948718, + "eval_runtime": 0.3848, + "eval_samples_per_second": 486.006, + "eval_steps_per_second": 7.797, "step": 4558 }, { "epoch": 44.0, - "grad_norm": 0.7562664151191711, + "grad_norm": 0.41449031233787537, "learning_rate": 2.8000000000000003e-05, - "loss": 0.0474, + "loss": 0.0459, "step": 4664 }, { "epoch": 44.0, - "eval_LOCATION_f1": 0.8400000000000001, + "eval_LOCATION_f1": 0.8456375838926175, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8181818181818182, + "eval_LOCATION_precision": 0.8289473684210527, "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7338129496402878, + "eval_ORGANIZATION_f1": 0.7692307692307693, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6891891891891891, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.887459807073955, + "eval_ORGANIZATION_precision": 0.7051282051282052, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8571428571428571, - "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7936507936507937, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7868852459016394, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7352941176470589, - "eval_QUANTITY_recall": 0.8620689655172413, + "eval_QUANTITY_precision": 0.75, + "eval_QUANTITY_recall": 0.8275862068965517, "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, "eval_TIME_precision": 0.8378378378378378, "eval_TIME_recall": 0.9117647058823529, - "eval_loss": 0.15113013982772827, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8392370572207084, - "eval_overall_precision": 0.804177545691906, - "eval_overall_recall": 0.8774928774928775, - "eval_runtime": 0.9996, - "eval_samples_per_second": 187.066, - "eval_steps_per_second": 3.001, + "eval_loss": 0.15145742893218994, + "eval_overall_accuracy": 0.9662810730986956, + "eval_overall_f1": 0.8512960436562074, + "eval_overall_precision": 0.8167539267015707, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3855, + "eval_samples_per_second": 485.134, + "eval_steps_per_second": 7.783, "step": 4664 }, { "epoch": 45.0, - "grad_norm": 3.280982494354248, + "grad_norm": 2.1948015689849854, "learning_rate": 2.7500000000000004e-05, - "loss": 0.0499, + "loss": 0.0454, "step": 4770 }, { "epoch": 45.0, - "eval_LOCATION_f1": 0.8456375838926175, + "eval_LOCATION_f1": 0.8609271523178808, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8289473684210527, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7375886524822695, + "eval_LOCATION_precision": 0.8333333333333334, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.702290076335878, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6842105263157895, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8896103896103896, + "eval_ORGANIZATION_precision": 0.696969696969697, + "eval_ORGANIZATION_recall": 0.7076923076923077, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8670886075949367, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8450704225352113, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8108108108108109, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15040434896945953, - "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8383561643835615, - "eval_overall_precision": 0.8073878627968337, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.995, - "eval_samples_per_second": 187.933, - "eval_steps_per_second": 3.015, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.1515069454908371, + "eval_overall_accuracy": 0.9657888259906473, + "eval_overall_f1": 0.850415512465374, + "eval_overall_precision": 0.8274932614555256, + "eval_overall_recall": 0.8746438746438746, + "eval_runtime": 0.3877, + "eval_samples_per_second": 482.27, + "eval_steps_per_second": 7.737, "step": 4770 }, { "epoch": 46.0, - "grad_norm": 0.43949922919273376, + "grad_norm": 0.26949745416641235, "learning_rate": 2.7000000000000002e-05, - "loss": 0.0477, + "loss": 0.0455, "step": 4876 }, { "epoch": 46.0, - "eval_LOCATION_f1": 0.8133333333333332, + "eval_LOCATION_f1": 0.8627450980392157, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7922077922077922, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.726027397260274, + "eval_LOCATION_precision": 0.825, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7681159420289856, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.654320987654321, + "eval_ORGANIZATION_precision": 0.726027397260274, "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8896103896103896, + "eval_PERSON_f1": 0.8990228013029316, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8670886075949367, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8789808917197452, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8219178082191781, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7692307692307693, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15182223916053772, - "eval_overall_accuracy": 0.9625892197883338, - "eval_overall_f1": 0.8265582655826558, - "eval_overall_precision": 0.7881136950904393, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9979, - "eval_samples_per_second": 187.387, - "eval_steps_per_second": 3.006, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.14826659858226776, + "eval_overall_accuracy": 0.9672655673147921, + "eval_overall_f1": 0.8602739726027397, + "eval_overall_precision": 0.8284960422163589, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3876, + "eval_samples_per_second": 482.517, + "eval_steps_per_second": 7.741, "step": 4876 }, { "epoch": 47.0, - "grad_norm": 1.4698158502578735, + "grad_norm": 1.137783408164978, "learning_rate": 2.6500000000000004e-05, - "loss": 0.0463, + "loss": 0.0424, "step": 4982 }, { "epoch": 47.0, - "eval_LOCATION_f1": 0.8133333333333332, + "eval_LOCATION_f1": 0.8684210526315789, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7922077922077922, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.75, + "eval_LOCATION_precision": 0.8354430379746836, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7534246575342466, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6551724137931034, - "eval_ORGANIZATION_recall": 0.8769230769230769, - "eval_PERSON_f1": 0.8810289389067525, + "eval_ORGANIZATION_precision": 0.6790123456790124, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8938906752411575, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8509316770186336, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8633540372670807, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8055555555555555, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8571428571428571, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7631578947368421, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.15979216992855072, - "eval_overall_accuracy": 0.9596357371400444, - "eval_overall_f1": 0.822429906542056, - "eval_overall_precision": 0.7738693467336684, - "eval_overall_recall": 0.8774928774928775, - "eval_runtime": 0.9931, - "eval_samples_per_second": 188.295, - "eval_steps_per_second": 3.021, + "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.15139973163604736, + "eval_overall_accuracy": 0.9655427024366232, + "eval_overall_f1": 0.8540540540540541, + "eval_overall_precision": 0.8123393316195373, + "eval_overall_recall": 0.9002849002849003, + "eval_runtime": 0.3866, + "eval_samples_per_second": 483.755, + "eval_steps_per_second": 7.761, "step": 4982 }, { "epoch": 48.0, - "grad_norm": 0.8823111057281494, + "grad_norm": 2.368671178817749, "learning_rate": 2.6000000000000002e-05, - "loss": 0.0458, + "loss": 0.0444, "step": 5088 }, { "epoch": 48.0, - "eval_LOCATION_f1": 0.8076923076923077, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7590361445783133, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7123287671232877, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7611940298507462, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6419753086419753, - "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8867313915857605, + "eval_ORGANIZATION_precision": 0.7391304347826086, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8616352201257862, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7272727272727273, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, + "eval_QUANTITY_precision": 0.6486486486486487, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8333333333333333, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7894736842105263, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16684772074222565, - "eval_overall_accuracy": 0.9598818606940684, - "eval_overall_f1": 0.8214765100671142, - "eval_overall_precision": 0.7766497461928934, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9966, - "eval_samples_per_second": 187.646, - "eval_steps_per_second": 3.01, + "eval_TIME_precision": 0.7631578947368421, + "eval_TIME_recall": 0.8529411764705882, + "eval_loss": 0.15529875457286835, + "eval_overall_accuracy": 0.965296578882599, + "eval_overall_f1": 0.8415300546448087, + "eval_overall_precision": 0.8083989501312336, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3865, + "eval_samples_per_second": 483.867, + "eval_steps_per_second": 7.763, "step": 5088 }, { "epoch": 49.0, - "grad_norm": 0.5812783241271973, + "grad_norm": 0.1998334676027298, "learning_rate": 2.5500000000000003e-05, - "loss": 0.0428, + "loss": 0.0427, "step": 5194 }, { "epoch": 49.0, - "eval_LOCATION_f1": 0.8076923076923077, + "eval_LOCATION_f1": 0.88, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7590361445783133, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.726027397260274, + "eval_LOCATION_precision": 0.8571428571428571, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7972027972027972, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.654320987654321, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8774193548387097, + "eval_ORGANIZATION_precision": 0.7307692307692307, + "eval_ORGANIZATION_recall": 0.8769230769230769, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.85, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8219178082191781, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7692307692307693, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16307547688484192, - "eval_overall_accuracy": 0.9596357371400444, - "eval_overall_f1": 0.8192771084337349, - "eval_overall_precision": 0.7727272727272727, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9928, - "eval_samples_per_second": 188.354, - "eval_steps_per_second": 3.022, + "eval_loss": 0.15635553002357483, + "eval_overall_accuracy": 0.965296578882599, + "eval_overall_f1": 0.8602442333785618, + "eval_overall_precision": 0.8212435233160622, + "eval_overall_recall": 0.9031339031339032, + "eval_runtime": 0.3869, + "eval_samples_per_second": 483.349, + "eval_steps_per_second": 7.754, "step": 5194 }, { "epoch": 50.0, - "grad_norm": 0.9438253045082092, + "grad_norm": 0.9808441996574402, "learning_rate": 2.5e-05, - "loss": 0.0437, + "loss": 0.041, "step": 5300 }, { "epoch": 50.0, - "eval_LOCATION_f1": 0.7792207792207793, + "eval_LOCATION_f1": 0.855263157894737, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7407407407407407, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7272727272727273, + "eval_LOCATION_precision": 0.8227848101265823, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7857142857142856, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7164179104477612, - "eval_ORGANIZATION_recall": 0.7384615384615385, - "eval_PERSON_f1": 0.8802588996763754, + "eval_ORGANIZATION_precision": 0.7333333333333333, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.9032258064516129, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.875, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8857142857142858, + "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8611111111111112, - "eval_TIME_recall": 0.9117647058823529, - "eval_loss": 0.15793509781360626, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8225584594222833, - "eval_overall_precision": 0.7952127659574468, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9991, - "eval_samples_per_second": 187.177, - "eval_steps_per_second": 3.003, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.15144038200378418, + "eval_overall_accuracy": 0.9660349495446714, + "eval_overall_f1": 0.8571428571428573, + "eval_overall_precision": 0.8203125, + "eval_overall_recall": 0.8974358974358975, + "eval_runtime": 0.3879, + "eval_samples_per_second": 482.064, + "eval_steps_per_second": 7.734, "step": 5300 }, { "epoch": 51.0, - "grad_norm": 0.8421459794044495, + "grad_norm": 0.43952253460884094, "learning_rate": 2.45e-05, - "loss": 0.0436, + "loss": 0.0416, "step": 5406 }, { "epoch": 51.0, - "eval_LOCATION_f1": 0.8026315789473685, + "eval_LOCATION_f1": 0.858974358974359, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7721518987341772, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7092198581560285, + "eval_LOCATION_precision": 0.8072289156626506, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7246376811594203, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6578947368421053, + "eval_ORGANIZATION_precision": 0.684931506849315, "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8867313915857605, + "eval_PERSON_f1": 0.8817891373801918, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8616352201257862, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8466257668711656, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15914805233478546, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.8240109140518418, - "eval_overall_precision": 0.7905759162303665, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9849, - "eval_samples_per_second": 189.872, - "eval_steps_per_second": 3.046, + "eval_loss": 0.1590029001235962, + "eval_overall_accuracy": 0.9650504553285749, + "eval_overall_f1": 0.8405405405405405, + "eval_overall_precision": 0.7994858611825193, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3863, + "eval_samples_per_second": 484.101, + "eval_steps_per_second": 7.766, "step": 5406 }, { "epoch": 52.0, - "grad_norm": 0.6999145150184631, + "grad_norm": 0.5576232075691223, "learning_rate": 2.4e-05, - "loss": 0.0403, + "loss": 0.0398, "step": 5512 }, { "epoch": 52.0, - "eval_LOCATION_f1": 0.8181818181818182, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7777777777777778, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7066666666666667, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7516778523489933, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6235294117647059, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.8737864077669903, + "eval_ORGANIZATION_precision": 0.6666666666666666, + "eval_ORGANIZATION_recall": 0.8615384615384616, + "eval_PERSON_f1": 0.8910256410256411, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8490566037735849, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.8580246913580247, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1684279888868332, - "eval_overall_accuracy": 0.9593896135860202, - "eval_overall_f1": 0.8155080213903743, - "eval_overall_precision": 0.7682619647355163, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9863, - "eval_samples_per_second": 189.596, - "eval_steps_per_second": 3.042, + "eval_loss": 0.16141797602176666, + "eval_overall_accuracy": 0.9648043317745508, + "eval_overall_f1": 0.8498659517426275, + "eval_overall_precision": 0.8025316455696202, + "eval_overall_recall": 0.9031339031339032, + "eval_runtime": 0.3866, + "eval_samples_per_second": 483.708, + "eval_steps_per_second": 7.76, "step": 5512 }, { "epoch": 53.0, - "grad_norm": 0.8465991616249084, + "grad_norm": 0.973469078540802, "learning_rate": 2.35e-05, - "loss": 0.0447, + "loss": 0.0404, "step": 5618 }, { "epoch": 53.0, - "eval_LOCATION_f1": 0.8400000000000001, + "eval_LOCATION_f1": 0.8684210526315789, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8181818181818182, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7361111111111112, + "eval_LOCATION_precision": 0.8354430379746836, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7552447552447553, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6708860759493671, - "eval_ORGANIZATION_recall": 0.8153846153846154, - "eval_PERSON_f1": 0.896774193548387, + "eval_ORGANIZATION_precision": 0.6923076923076923, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.9067524115755627, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.86875, - "eval_PERSON_recall": 0.9266666666666666, - "eval_QUANTITY_f1": 0.7575757575757576, + "eval_PERSON_precision": 0.8757763975155279, + "eval_PERSON_recall": 0.94, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6756756756756757, + "eval_QUANTITY_precision": 0.7142857142857143, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8219178082191781, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7692307692307693, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16614499688148499, - "eval_overall_accuracy": 0.9606202313561408, - "eval_overall_f1": 0.8344549125168237, - "eval_overall_precision": 0.7908163265306123, - "eval_overall_recall": 0.8831908831908832, - "eval_runtime": 0.9842, - "eval_samples_per_second": 190.011, - "eval_steps_per_second": 3.048, + "eval_loss": 0.1627216637134552, + "eval_overall_accuracy": 0.963081466896382, + "eval_overall_f1": 0.8517520215633424, + "eval_overall_precision": 0.8081841432225064, + "eval_overall_recall": 0.9002849002849003, + "eval_runtime": 0.3859, + "eval_samples_per_second": 484.521, + "eval_steps_per_second": 7.773, "step": 5618 }, { "epoch": 54.0, - "grad_norm": 0.7064285278320312, + "grad_norm": 0.923568606376648, "learning_rate": 2.3000000000000003e-05, - "loss": 0.0411, + "loss": 0.0405, "step": 5724 }, { "epoch": 54.0, - "eval_LOCATION_f1": 0.794701986754967, + "eval_LOCATION_f1": 0.8684210526315789, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7692307692307693, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.7183098591549296, + "eval_LOCATION_precision": 0.8354430379746836, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7361111111111112, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6623376623376623, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8925081433224756, + "eval_ORGANIZATION_precision": 0.6708860759493671, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8726114649681529, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16279193758964539, - "eval_overall_accuracy": 0.9603741078021166, - "eval_overall_f1": 0.826265389876881, - "eval_overall_precision": 0.7947368421052632, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9899, - "eval_samples_per_second": 188.907, - "eval_steps_per_second": 3.031, + "eval_loss": 0.15863551199436188, + "eval_overall_accuracy": 0.9660349495446714, + "eval_overall_f1": 0.8497970230040596, + "eval_overall_precision": 0.8092783505154639, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3852, + "eval_samples_per_second": 485.517, + "eval_steps_per_second": 7.789, "step": 5724 }, { "epoch": 55.0, - "grad_norm": 0.41567376255989075, + "grad_norm": 0.5156478881835938, "learning_rate": 2.25e-05, - "loss": 0.039, + "loss": 0.037, "step": 5830 }, { "epoch": 55.0, - "eval_LOCATION_f1": 0.794701986754967, + "eval_LOCATION_f1": 0.8441558441558442, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7692307692307693, - "eval_LOCATION_recall": 0.821917808219178, - "eval_ORGANIZATION_f1": 0.6950354609929077, + "eval_LOCATION_precision": 0.8024691358024691, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7338129496402878, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6447368421052632, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6891891891891891, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8810289389067525, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.75, + "eval_PERSON_precision": 0.8509316770186336, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.7692307692307692, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6857142857142857, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8450704225352113, + "eval_QUANTITY_precision": 0.6944444444444444, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8108108108108109, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16604018211364746, - "eval_overall_accuracy": 0.9581589958158996, - "eval_overall_f1": 0.8147138964577657, - "eval_overall_precision": 0.7806788511749347, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9924, - "eval_samples_per_second": 188.441, - "eval_steps_per_second": 3.023, + "eval_loss": 0.16379383206367493, + "eval_overall_accuracy": 0.9618508491262614, + "eval_overall_f1": 0.8313090418353576, + "eval_overall_precision": 0.7897435897435897, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3848, + "eval_samples_per_second": 485.964, + "eval_steps_per_second": 7.796, "step": 5830 }, { "epoch": 56.0, - "grad_norm": 3.736433744430542, + "grad_norm": 1.4201856851577759, "learning_rate": 2.2000000000000003e-05, - "loss": 0.0416, + "loss": 0.0367, "step": 5936 }, { "epoch": 56.0, - "eval_LOCATION_f1": 0.8157894736842105, + "eval_LOCATION_f1": 0.8513513513513513, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7848101265822784, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7246376811594203, + "eval_LOCATION_precision": 0.84, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7391304347826088, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.684931506849315, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8932038834951457, + "eval_ORGANIZATION_precision": 0.6986301369863014, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8846153846153846, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_precision": 0.8518518518518519, "eval_PERSON_recall": 0.92, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.861111111111111, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1560632586479187, - "eval_overall_accuracy": 0.9628353433423579, - "eval_overall_f1": 0.832876712328767, - "eval_overall_precision": 0.8021108179419525, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9995, - "eval_samples_per_second": 187.088, - "eval_steps_per_second": 3.001, + "eval_TIME_precision": 0.8157894736842105, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.15849658846855164, + "eval_overall_accuracy": 0.9648043317745508, + "eval_overall_f1": 0.840381991814461, + "eval_overall_precision": 0.806282722513089, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3864, + "eval_samples_per_second": 483.981, + "eval_steps_per_second": 7.764, "step": 5936 }, { "epoch": 57.0, - "grad_norm": 0.16218724846839905, + "grad_norm": 0.06779062002897263, "learning_rate": 2.15e-05, - "loss": 0.0386, + "loss": 0.0387, "step": 6042 }, { "epoch": 57.0, - "eval_LOCATION_f1": 0.8051948051948052, + "eval_LOCATION_f1": 0.8571428571428572, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7654320987654321, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7313432835820897, + "eval_LOCATION_precision": 0.8513513513513513, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7482014388489208, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7101449275362319, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8802588996763754, + "eval_ORGANIZATION_precision": 0.7027027027027027, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7812500000000001, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7142857142857143, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8333333333333333, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7894736842105263, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1614658534526825, - "eval_overall_accuracy": 0.9616047255722373, - "eval_overall_f1": 0.8240109140518418, - "eval_overall_precision": 0.7905759162303665, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9919, - "eval_samples_per_second": 188.532, - "eval_steps_per_second": 3.025, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.15448686480522156, + "eval_overall_accuracy": 0.9662810730986956, + "eval_overall_f1": 0.8516483516483517, + "eval_overall_precision": 0.8222811671087533, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3879, + "eval_samples_per_second": 482.058, + "eval_steps_per_second": 7.734, "step": 6042 }, { "epoch": 58.0, - "grad_norm": 0.9404721856117249, + "grad_norm": 0.30816060304641724, "learning_rate": 2.1e-05, - "loss": 0.0395, + "loss": 0.0371, "step": 6148 }, { "epoch": 58.0, - "eval_LOCATION_f1": 0.8076923076923077, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7590361445783133, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7313432835820897, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7101449275362319, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8867313915857605, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8774193548387097, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8616352201257862, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7619047619047619, + "eval_PERSON_precision": 0.85, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7058823529411765, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8450704225352113, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.8108108108108109, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1566106230020523, - "eval_overall_accuracy": 0.9625892197883338, - "eval_overall_f1": 0.8290013679890562, - "eval_overall_precision": 0.7973684210526316, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9978, - "eval_samples_per_second": 187.413, - "eval_steps_per_second": 3.007, + "eval_loss": 0.16250932216644287, + "eval_overall_accuracy": 0.963081466896382, + "eval_overall_f1": 0.8358208955223881, + "eval_overall_precision": 0.7979274611398963, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3884, + "eval_samples_per_second": 481.478, + "eval_steps_per_second": 7.724, "step": 6148 }, { "epoch": 59.0, - "grad_norm": 1.2607734203338623, + "grad_norm": 0.8676481246948242, "learning_rate": 2.05e-05, - "loss": 0.0376, + "loss": 0.0354, "step": 6254 }, { "epoch": 59.0, - "eval_LOCATION_f1": 0.8258064516129032, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7804878048780488, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7218045112781954, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7391304347826088, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7058823529411765, - "eval_ORGANIZATION_recall": 0.7384615384615385, - "eval_PERSON_f1": 0.8701298701298702, + "eval_ORGANIZATION_precision": 0.6986301369863014, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8810289389067525, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8481012658227848, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8509316770186336, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8571428571428571, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16003942489624023, - "eval_overall_accuracy": 0.9633275904504061, - "eval_overall_f1": 0.8253094910591472, - "eval_overall_precision": 0.7978723404255319, - "eval_overall_recall": 0.8547008547008547, - "eval_runtime": 1.001, - "eval_samples_per_second": 186.811, - "eval_steps_per_second": 2.997, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.16529938578605652, + "eval_overall_accuracy": 0.965296578882599, + "eval_overall_f1": 0.8474114441416893, + "eval_overall_precision": 0.8120104438642297, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3866, + "eval_samples_per_second": 483.696, + "eval_steps_per_second": 7.76, "step": 6254 }, { "epoch": 60.0, - "grad_norm": 0.5839110612869263, + "grad_norm": 0.16957683861255646, "learning_rate": 2e-05, - "loss": 0.0364, + "loss": 0.0363, "step": 6360 }, { "epoch": 60.0, - "eval_LOCATION_f1": 0.8378378378378378, + "eval_LOCATION_f1": 0.88, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8266666666666667, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7205882352941175, + "eval_LOCATION_precision": 0.8571428571428571, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7375886524822695, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6901408450704225, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8758169934640523, + "eval_ORGANIZATION_precision": 0.6842105263157895, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8846153846153846, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8589743589743589, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8518518518518519, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.15972208976745605, - "eval_overall_accuracy": 0.9633275904504061, - "eval_overall_f1": 0.8294036061026352, - "eval_overall_precision": 0.8081081081081081, - "eval_overall_recall": 0.8518518518518519, - "eval_runtime": 0.9927, - "eval_samples_per_second": 188.383, - "eval_steps_per_second": 3.022, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.16163839399814606, + "eval_overall_accuracy": 0.9655427024366232, + "eval_overall_f1": 0.8528610354223433, + "eval_overall_precision": 0.8172323759791122, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3856, + "eval_samples_per_second": 484.992, + "eval_steps_per_second": 7.781, "step": 6360 }, { "epoch": 61.0, - "grad_norm": 0.9700207710266113, + "grad_norm": 0.5314693450927734, "learning_rate": 1.9500000000000003e-05, - "loss": 0.0362, + "loss": 0.0333, "step": 6466 }, { "epoch": 61.0, - "eval_LOCATION_f1": 0.8513513513513513, + "eval_LOCATION_f1": 0.847682119205298, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.84, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7132867132867133, + "eval_LOCATION_precision": 0.8205128205128205, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7027027027027027, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6538461538461539, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8896103896103896, + "eval_ORGANIZATION_precision": 0.6265060240963856, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.887459807073955, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8670886075949367, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8571428571428571, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8571428571428571, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16418209671974182, - "eval_overall_accuracy": 0.9618508491262614, - "eval_overall_f1": 0.8344733242134063, - "eval_overall_precision": 0.8026315789473685, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9901, - "eval_samples_per_second": 188.877, - "eval_steps_per_second": 3.03, + "eval_loss": 0.17665402591228485, + "eval_overall_accuracy": 0.9623430962343096, + "eval_overall_f1": 0.8322147651006713, + "eval_overall_precision": 0.7868020304568528, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3885, + "eval_samples_per_second": 481.387, + "eval_steps_per_second": 7.723, "step": 6466 }, { "epoch": 62.0, - "grad_norm": 0.7778552770614624, + "grad_norm": 0.8911972641944885, "learning_rate": 1.9e-05, - "loss": 0.0358, + "loss": 0.0324, "step": 6572 }, { "epoch": 62.0, - "eval_LOCATION_f1": 0.8366013071895425, + "eval_LOCATION_f1": 0.8456375838926175, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7338129496402878, + "eval_LOCATION_precision": 0.8289473684210527, + "eval_LOCATION_recall": 0.863013698630137, + "eval_ORGANIZATION_f1": 0.7464788732394366, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6891891891891891, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8888888888888887, + "eval_ORGANIZATION_precision": 0.6883116883116883, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9090909090909091, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8717948717948718, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7692307692307692, + "eval_PERSON_precision": 0.8860759493670886, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.6944444444444444, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8571428571428571, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8450704225352113, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_precision": 0.8108108108108109, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1708838939666748, - "eval_overall_accuracy": 0.9613586020182131, - "eval_overall_f1": 0.834924965893588, - "eval_overall_precision": 0.8010471204188482, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 1.08, - "eval_samples_per_second": 173.149, - "eval_steps_per_second": 2.778, + "eval_loss": 0.16479013860225677, + "eval_overall_accuracy": 0.965296578882599, + "eval_overall_f1": 0.8524590163934426, + "eval_overall_precision": 0.8188976377952756, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3895, + "eval_samples_per_second": 480.151, + "eval_steps_per_second": 7.703, "step": 6572 }, { "epoch": 63.0, - "grad_norm": 2.994206428527832, + "grad_norm": 1.928049087524414, "learning_rate": 1.85e-05, - "loss": 0.034, + "loss": 0.0364, "step": 6678 }, { "epoch": 63.0, - "eval_LOCATION_f1": 0.8571428571428572, + "eval_LOCATION_f1": 0.8648648648648648, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8513513513513513, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7338129496402878, + "eval_LOCATION_precision": 0.8533333333333334, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7586206896551724, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6891891891891891, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8729641693811074, + "eval_ORGANIZATION_precision": 0.6875, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.8903225806451613, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8535031847133758, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.8625, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.164272740483284, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8381742738589213, - "eval_overall_precision": 0.8145161290322581, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9945, - "eval_samples_per_second": 188.026, - "eval_steps_per_second": 3.016, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.16289159655570984, + "eval_overall_accuracy": 0.9650504553285749, + "eval_overall_f1": 0.8555858310626703, + "eval_overall_precision": 0.8198433420365535, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3869, + "eval_samples_per_second": 483.389, + "eval_steps_per_second": 7.755, "step": 6678 }, { "epoch": 64.0, - "grad_norm": 0.950914740562439, + "grad_norm": 0.33195340633392334, "learning_rate": 1.8e-05, - "loss": 0.0353, + "loss": 0.034, "step": 6784 }, { "epoch": 64.0, - "eval_LOCATION_f1": 0.8441558441558442, + "eval_LOCATION_f1": 0.8571428571428571, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8024691358024691, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7272727272727273, + "eval_LOCATION_precision": 0.8148148148148148, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.6616541353383458, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7164179104477612, - "eval_ORGANIZATION_recall": 0.7384615384615385, - "eval_PERSON_f1": 0.8758169934640523, + "eval_ORGANIZATION_precision": 0.6470588235294118, + "eval_ORGANIZATION_recall": 0.676923076923077, + "eval_PERSON_f1": 0.8802588996763754, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8589743589743589, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8553459119496856, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8857142857142858, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, - "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16246764361858368, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8337950138504155, - "eval_overall_precision": 0.8113207547169812, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 0.994, - "eval_samples_per_second": 188.133, - "eval_steps_per_second": 3.018, + "eval_TIME_precision": 0.8611111111111112, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.1654130518436432, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8324175824175825, + "eval_overall_precision": 0.8037135278514589, + "eval_overall_recall": 0.8632478632478633, + "eval_runtime": 0.3879, + "eval_samples_per_second": 482.096, + "eval_steps_per_second": 7.734, "step": 6784 }, { "epoch": 65.0, - "grad_norm": 0.5340273976325989, + "grad_norm": 0.7465774416923523, "learning_rate": 1.75e-05, - "loss": 0.0335, + "loss": 0.0325, "step": 6890 }, { "epoch": 65.0, - "eval_LOCATION_f1": 0.8441558441558442, + "eval_LOCATION_f1": 0.8724832214765101, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8024691358024691, + "eval_LOCATION_precision": 0.8552631578947368, "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7407407407407408, + "eval_ORGANIZATION_f1": 0.7428571428571429, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7142857142857143, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8766233766233766, + "eval_ORGANIZATION_precision": 0.6933333333333334, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.887459807073955, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8571428571428571, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8219178082191781, "eval_TIME_number": 34, - "eval_TIME_precision": 0.7317073170731707, + "eval_TIME_precision": 0.7692307692307693, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17117133736610413, - "eval_overall_accuracy": 0.9628353433423579, - "eval_overall_f1": 0.8283378746594006, - "eval_overall_precision": 0.793733681462141, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9791, - "eval_samples_per_second": 190.991, - "eval_steps_per_second": 3.064, + "eval_loss": 0.1645297259092331, + "eval_overall_accuracy": 0.9665271966527197, + "eval_overall_f1": 0.8435374149659863, + "eval_overall_precision": 0.8072916666666666, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3875, + "eval_samples_per_second": 482.599, + "eval_steps_per_second": 7.742, "step": 6890 }, { "epoch": 66.0, - "grad_norm": 0.4983876049518585, + "grad_norm": 2.1847379207611084, "learning_rate": 1.7000000000000003e-05, - "loss": 0.0344, + "loss": 0.0322, "step": 6996 }, { "epoch": 66.0, - "eval_LOCATION_f1": 0.8344370860927152, - "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8076923076923077, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7428571428571429, + "eval_LOCATION_f1": 0.8571428571428571, + "eval_LOCATION_number": 73, + "eval_LOCATION_precision": 0.8148148148148148, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7272727272727272, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6933333333333334, + "eval_ORGANIZATION_precision": 0.6666666666666666, "eval_ORGANIZATION_recall": 0.8, - "eval_PERSON_f1": 0.8838709677419355, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.85625, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.16945300996303558, - "eval_overall_accuracy": 0.9623430962343096, - "eval_overall_f1": 0.8326530612244898, - "eval_overall_precision": 0.796875, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9853, - "eval_samples_per_second": 189.785, - "eval_steps_per_second": 3.045, + "eval_loss": 0.1727007031440735, + "eval_overall_accuracy": 0.9645582082205267, + "eval_overall_f1": 0.845945945945946, + "eval_overall_precision": 0.8046272493573264, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3869, + "eval_samples_per_second": 483.358, + "eval_steps_per_second": 7.754, "step": 6996 }, { "epoch": 67.0, - "grad_norm": 0.8631144762039185, + "grad_norm": 0.15823009610176086, "learning_rate": 1.65e-05, - "loss": 0.0333, + "loss": 0.0314, "step": 7102 }, { "epoch": 67.0, - "eval_LOCATION_f1": 0.8441558441558442, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8024691358024691, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7246376811594203, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7014925373134329, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.684931506849315, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8766233766233766, + "eval_ORGANIZATION_precision": 0.6811594202898551, + "eval_ORGANIZATION_recall": 0.7230769230769231, + "eval_PERSON_f1": 0.896103896103896, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.8064516129032258, + "eval_PERSON_precision": 0.8734177215189873, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_precision": 0.7352941176470589, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.7945205479452054, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, + "eval_TIME_precision": 0.7435897435897436, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1660642921924591, - "eval_overall_accuracy": 0.9633275904504061, - "eval_overall_f1": 0.8317373461012312, - "eval_overall_precision": 0.8, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9933, - "eval_samples_per_second": 188.27, - "eval_steps_per_second": 3.02, + "eval_loss": 0.16559243202209473, + "eval_overall_accuracy": 0.9643120846665025, + "eval_overall_f1": 0.8367626886145405, + "eval_overall_precision": 0.8068783068783069, + "eval_overall_recall": 0.8689458689458689, + "eval_runtime": 0.3869, + "eval_samples_per_second": 483.332, + "eval_steps_per_second": 7.754, "step": 7102 }, { "epoch": 68.0, - "grad_norm": 0.16754050552845, + "grad_norm": 0.8872466087341309, "learning_rate": 1.6000000000000003e-05, - "loss": 0.0344, + "loss": 0.0313, "step": 7208 }, { "epoch": 68.0, - "eval_LOCATION_f1": 0.8441558441558442, + "eval_LOCATION_f1": 0.8724832214765101, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8024691358024691, + "eval_LOCATION_precision": 0.8552631578947368, "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7313432835820897, + "eval_ORGANIZATION_f1": 0.7464788732394366, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7101449275362319, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.6883116883116883, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.8831168831168831, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.8064516129032258, + "eval_PERSON_precision": 0.8607594936708861, + "eval_PERSON_recall": 0.9066666666666666, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_precision": 0.7352941176470589, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8055555555555555, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, + "eval_TIME_precision": 0.7631578947368421, "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1679677516222, - "eval_overall_accuracy": 0.9638198375584544, - "eval_overall_f1": 0.8347107438016529, - "eval_overall_precision": 0.808, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9969, - "eval_samples_per_second": 187.58, - "eval_steps_per_second": 3.009, + "eval_loss": 0.17109757661819458, + "eval_overall_accuracy": 0.9643120846665025, + "eval_overall_f1": 0.8392370572207084, + "eval_overall_precision": 0.804177545691906, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3881, + "eval_samples_per_second": 481.831, + "eval_steps_per_second": 7.73, "step": 7208 }, { "epoch": 69.0, - "grad_norm": 0.08073262125253677, + "grad_norm": 0.13313980400562286, "learning_rate": 1.55e-05, - "loss": 0.0297, + "loss": 0.0319, "step": 7314 }, { "epoch": 69.0, - "eval_LOCATION_f1": 0.8366013071895425, + "eval_LOCATION_f1": 0.8666666666666666, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7222222222222222, + "eval_LOCATION_precision": 0.8441558441558441, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7671232876712328, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6582278481012658, - "eval_ORGANIZATION_recall": 0.8, + "eval_ORGANIZATION_precision": 0.691358024691358, + "eval_ORGANIZATION_recall": 0.8615384615384616, "eval_PERSON_f1": 0.8802588996763754, "eval_PERSON_number": 150, "eval_PERSON_precision": 0.8553459119496856, "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7936507936507937, + "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_precision": 0.78125, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17325514554977417, - "eval_overall_accuracy": 0.9618508491262614, - "eval_overall_f1": 0.8292682926829267, - "eval_overall_precision": 0.7906976744186046, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9946, - "eval_samples_per_second": 188.01, - "eval_steps_per_second": 3.016, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.17586369812488556, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8455284552845528, + "eval_overall_precision": 0.8062015503875969, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3858, + "eval_samples_per_second": 484.678, + "eval_steps_per_second": 7.776, "step": 7314 }, { "epoch": 70.0, - "grad_norm": 0.45353350043296814, + "grad_norm": 0.6439195871353149, "learning_rate": 1.5e-05, - "loss": 0.0304, + "loss": 0.0303, "step": 7420 }, { "epoch": 70.0, - "eval_LOCATION_f1": 0.8421052631578948, + "eval_LOCATION_f1": 0.8724832214765101, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.810126582278481, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.75, + "eval_LOCATION_precision": 0.8552631578947368, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7428571428571429, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7183098591549296, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8729641693811074, + "eval_ORGANIZATION_precision": 0.6933333333333334, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8535031847133758, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_precision": 0.7352941176470589, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8219178082191781, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17020219564437866, - "eval_overall_accuracy": 0.9638198375584544, - "eval_overall_f1": 0.8358620689655173, - "eval_overall_precision": 0.8101604278074866, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9973, - "eval_samples_per_second": 187.51, - "eval_steps_per_second": 3.008, + "eval_TIME_precision": 0.7692307692307693, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.1740642637014389, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8462585034013606, + "eval_overall_precision": 0.8098958333333334, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3854, + "eval_samples_per_second": 485.205, + "eval_steps_per_second": 7.784, "step": 7420 }, { "epoch": 71.0, - "grad_norm": 1.6932181119918823, + "grad_norm": 1.417320728302002, "learning_rate": 1.45e-05, - "loss": 0.0329, + "loss": 0.0299, "step": 7526 }, { "epoch": 71.0, - "eval_LOCATION_f1": 0.8333333333333334, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7831325301204819, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7050359712230215, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7552447552447553, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6621621621621622, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8701298701298702, + "eval_ORGANIZATION_precision": 0.6923076923076923, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8481012658227848, - "eval_PERSON_recall": 0.8933333333333333, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, "eval_QUANTITY_precision": 0.78125, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8732394366197184, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17471523582935333, - "eval_overall_accuracy": 0.963081466896382, - "eval_overall_f1": 0.8240109140518418, - "eval_overall_precision": 0.7905759162303665, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9916, - "eval_samples_per_second": 188.583, - "eval_steps_per_second": 3.025, + "eval_TIME_precision": 0.8378378378378378, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.17045490443706512, + "eval_overall_accuracy": 0.9650504553285749, + "eval_overall_f1": 0.8571428571428573, + "eval_overall_precision": 0.8203125, + "eval_overall_recall": 0.8974358974358975, + "eval_runtime": 0.3874, + "eval_samples_per_second": 482.652, + "eval_steps_per_second": 7.743, "step": 7526 }, { "epoch": 72.0, - "grad_norm": 0.46643197536468506, + "grad_norm": 0.37806442379951477, "learning_rate": 1.4000000000000001e-05, - "loss": 0.0319, + "loss": 0.0289, "step": 7632 }, { "epoch": 72.0, - "eval_LOCATION_f1": 0.8299319727891157, + "eval_LOCATION_f1": 0.855263157894737, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8243243243243243, - "eval_LOCATION_recall": 0.8356164383561644, - "eval_ORGANIZATION_f1": 0.7194244604316546, + "eval_LOCATION_precision": 0.8227848101265823, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7246376811594203, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6756756756756757, + "eval_ORGANIZATION_precision": 0.684931506849315, "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8673139158576051, + "eval_PERSON_f1": 0.8810289389067525, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8427672955974843, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8509316770186336, + "eval_PERSON_recall": 0.9133333333333333, + "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.16767063736915588, - "eval_overall_accuracy": 0.9618508491262614, - "eval_overall_f1": 0.8209366391184574, - "eval_overall_precision": 0.7946666666666666, - "eval_overall_recall": 0.8490028490028491, - "eval_runtime": 1.0071, - "eval_samples_per_second": 185.686, - "eval_steps_per_second": 2.979, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.1736210733652115, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8365122615803815, + "eval_overall_precision": 0.8015665796344648, + "eval_overall_recall": 0.8746438746438746, + "eval_runtime": 0.3877, + "eval_samples_per_second": 482.314, + "eval_steps_per_second": 7.738, "step": 7632 }, { "epoch": 73.0, - "grad_norm": 0.1150897815823555, + "grad_norm": 0.2804931700229645, "learning_rate": 1.3500000000000001e-05, - "loss": 0.0321, + "loss": 0.029, "step": 7738 }, { "epoch": 73.0, - "eval_LOCATION_f1": 0.8513513513513513, + "eval_LOCATION_f1": 0.8590604026845637, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.84, - "eval_LOCATION_recall": 0.863013698630137, - "eval_ORGANIZATION_f1": 0.7194244604316546, + "eval_LOCATION_precision": 0.8421052631578947, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.76056338028169, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6756756756756757, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8766233766233766, + "eval_ORGANIZATION_precision": 0.7012987012987013, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_precision": 0.7575757575757576, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8695652173913043, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17036782205104828, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.8358620689655173, - "eval_overall_precision": 0.8101604278074866, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 1.0038, - "eval_samples_per_second": 186.293, - "eval_steps_per_second": 2.989, + "eval_loss": 0.1748729646205902, + "eval_overall_accuracy": 0.9648043317745508, + "eval_overall_f1": 0.8501362397820162, + "eval_overall_precision": 0.814621409921671, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3856, + "eval_samples_per_second": 484.921, + "eval_steps_per_second": 7.779, "step": 7738 }, { "epoch": 74.0, - "grad_norm": 0.2557017505168915, + "grad_norm": 0.4218845069408417, "learning_rate": 1.3000000000000001e-05, - "loss": 0.0306, + "loss": 0.0271, "step": 7844 }, { "epoch": 74.0, - "eval_LOCATION_f1": 0.8435374149659863, + "eval_LOCATION_f1": 0.8724832214765101, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8378378378378378, - "eval_LOCATION_recall": 0.8493150684931506, - "eval_ORGANIZATION_f1": 0.7101449275362318, + "eval_LOCATION_precision": 0.8552631578947368, + "eval_LOCATION_recall": 0.8904109589041096, + "eval_ORGANIZATION_f1": 0.7536231884057971, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6712328767123288, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8745980707395499, + "eval_ORGANIZATION_precision": 0.7123287671232876, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8996763754045306, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.84472049689441, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7812500000000001, + "eval_PERSON_precision": 0.8742138364779874, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_precision": 0.78125, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8571428571428571, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1716192364692688, - "eval_overall_accuracy": 0.9628353433423579, - "eval_overall_f1": 0.8273972602739725, - "eval_overall_precision": 0.7968337730870713, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9992, - "eval_samples_per_second": 187.155, - "eval_steps_per_second": 3.002, + "eval_loss": 0.17355231940746307, + "eval_overall_accuracy": 0.9667733202067438, + "eval_overall_f1": 0.8532235939643347, + "eval_overall_precision": 0.8227513227513228, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3872, + "eval_samples_per_second": 482.9, + "eval_steps_per_second": 7.747, "step": 7844 }, { "epoch": 75.0, - "grad_norm": 0.24300232529640198, + "grad_norm": 0.338538259267807, "learning_rate": 1.25e-05, - "loss": 0.0299, + "loss": 0.0283, "step": 7950 }, { "epoch": 75.0, - "eval_LOCATION_f1": 0.8387096774193549, + "eval_LOCATION_f1": 0.8684210526315789, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7926829268292683, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7338129496402878, + "eval_LOCATION_precision": 0.8354430379746836, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7464788732394366, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6891891891891891, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8802588996763754, + "eval_ORGANIZATION_precision": 0.6883116883116883, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.8387096774193549, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7878787878787878, - "eval_QUANTITY_recall": 0.896551724137931, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8450704225352113, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.8108108108108109, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17053084075450897, - "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8392370572207084, - "eval_overall_precision": 0.804177545691906, - "eval_overall_recall": 0.8774928774928775, - "eval_runtime": 0.9826, - "eval_samples_per_second": 190.304, - "eval_steps_per_second": 3.053, + "eval_loss": 0.17770251631736755, + "eval_overall_accuracy": 0.9643120846665025, + "eval_overall_f1": 0.8532608695652173, + "eval_overall_precision": 0.8155844155844156, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3855, + "eval_samples_per_second": 485.067, + "eval_steps_per_second": 7.782, "step": 7950 }, { "epoch": 76.0, - "grad_norm": 0.3287041485309601, + "grad_norm": 0.8112855553627014, "learning_rate": 1.2e-05, - "loss": 0.0283, + "loss": 0.0292, "step": 8056 }, { "epoch": 76.0, - "eval_LOCATION_f1": 0.8387096774193549, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7926829268292683, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7234042553191491, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7534246575342466, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6710526315789473, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8831168831168831, + "eval_ORGANIZATION_precision": 0.6790123456790124, + "eval_ORGANIZATION_recall": 0.8461538461538461, + "eval_PERSON_f1": 0.9096774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8607594936708861, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.88125, + "eval_PERSON_recall": 0.94, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8571428571428571, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1747513860464096, - "eval_overall_accuracy": 0.9620969726802855, - "eval_overall_f1": 0.8315217391304348, - "eval_overall_precision": 0.7948051948051948, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9912, - "eval_samples_per_second": 188.663, - "eval_steps_per_second": 3.027, + "eval_loss": 0.1849164366722107, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8544474393530996, + "eval_overall_precision": 0.8107416879795396, + "eval_overall_recall": 0.9031339031339032, + "eval_runtime": 0.3869, + "eval_samples_per_second": 483.365, + "eval_steps_per_second": 7.755, "step": 8056 }, { "epoch": 77.0, - "grad_norm": 1.2225937843322754, + "grad_norm": 0.6936742067337036, "learning_rate": 1.1500000000000002e-05, - "loss": 0.0303, + "loss": 0.0287, "step": 8162 }, { "epoch": 77.0, - "eval_LOCATION_f1": 0.8333333333333334, + "eval_LOCATION_f1": 0.8724832214765101, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7831325301204819, + "eval_LOCATION_precision": 0.8552631578947368, "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.72992700729927, + "eval_ORGANIZATION_f1": 0.7552447552447553, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6944444444444444, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8802588996763754, + "eval_ORGANIZATION_precision": 0.6923076923076923, + "eval_ORGANIZATION_recall": 0.8307692307692308, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17066791653633118, - "eval_overall_accuracy": 0.963081466896382, - "eval_overall_f1": 0.8333333333333334, - "eval_overall_precision": 0.800524934383202, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9877, - "eval_samples_per_second": 189.325, - "eval_steps_per_second": 3.037, + "eval_loss": 0.17852583527565002, + "eval_overall_accuracy": 0.9640659611124784, + "eval_overall_f1": 0.8517006802721088, + "eval_overall_precision": 0.8151041666666666, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3948, + "eval_samples_per_second": 473.674, + "eval_steps_per_second": 7.599, "step": 8162 }, { "epoch": 78.0, - "grad_norm": 1.3090835809707642, + "grad_norm": 0.9536997675895691, "learning_rate": 1.1000000000000001e-05, - "loss": 0.0279, + "loss": 0.0258, "step": 8268 }, { "epoch": 78.0, - "eval_LOCATION_f1": 0.8387096774193549, + "eval_LOCATION_f1": 0.870748299319728, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7926829268292683, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7205882352941175, + "eval_LOCATION_precision": 0.8648648648648649, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7647058823529411, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6901408450704225, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8896103896103896, + "eval_ORGANIZATION_precision": 0.7323943661971831, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.8925081433224756, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8670886075949367, + "eval_PERSON_precision": 0.8726114649681529, "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.8064516129032258, + "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_precision": 0.78125, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8571428571428571, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17071382701396942, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8356164383561645, - "eval_overall_precision": 0.8047493403693932, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 0.9773, - "eval_samples_per_second": 191.338, - "eval_steps_per_second": 3.07, + "eval_TIME_precision": 0.8333333333333334, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.17140330374240875, + "eval_overall_accuracy": 0.9662810730986956, + "eval_overall_f1": 0.854368932038835, + "eval_overall_precision": 0.8324324324324325, + "eval_overall_recall": 0.8774928774928775, + "eval_runtime": 0.3858, + "eval_samples_per_second": 484.686, + "eval_steps_per_second": 7.776, "step": 8268 }, { "epoch": 79.0, - "grad_norm": 0.48243507742881775, + "grad_norm": 0.6820342540740967, "learning_rate": 1.05e-05, - "loss": 0.0291, + "loss": 0.0275, "step": 8374 }, { "epoch": 79.0, - "eval_LOCATION_f1": 0.8496732026143791, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8125, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7313432835820897, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7101449275362319, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8802588996763754, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8553459119496856, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17151491343975067, - "eval_overall_accuracy": 0.9643120846665025, - "eval_overall_f1": 0.8324175824175825, - "eval_overall_precision": 0.8037135278514589, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9871, - "eval_samples_per_second": 189.447, - "eval_steps_per_second": 3.039, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.17593428492546082, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8401084010840107, + "eval_overall_precision": 0.8010335917312662, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3867, + "eval_samples_per_second": 483.59, + "eval_steps_per_second": 7.758, "step": 8374 }, { "epoch": 80.0, - "grad_norm": 0.3613625466823578, + "grad_norm": 0.6609770655632019, "learning_rate": 1e-05, - "loss": 0.0291, + "loss": 0.0288, "step": 8480 }, { "epoch": 80.0, - "eval_LOCATION_f1": 0.846153846153846, + "eval_LOCATION_f1": 0.8859060402684564, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7951807228915663, + "eval_LOCATION_precision": 0.868421052631579, "eval_LOCATION_recall": 0.9041095890410958, - "eval_ORGANIZATION_f1": 0.7194244604316546, + "eval_ORGANIZATION_f1": 0.7285714285714285, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6756756756756757, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8823529411764707, + "eval_ORGANIZATION_precision": 0.68, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.9025974025974027, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8653846153846154, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.879746835443038, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8524590163934426, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.8125, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7894736842105263, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.17464391887187958, - "eval_overall_accuracy": 0.963081466896382, - "eval_overall_f1": 0.8344733242134063, - "eval_overall_precision": 0.8026315789473685, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 1.0025, - "eval_samples_per_second": 186.532, - "eval_steps_per_second": 2.992, + "eval_loss": 0.17412517964839935, + "eval_overall_accuracy": 0.9640659611124784, + "eval_overall_f1": 0.854794520547945, + "eval_overall_precision": 0.8232189973614775, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3871, + "eval_samples_per_second": 483.069, + "eval_steps_per_second": 7.75, "step": 8480 }, { "epoch": 81.0, - "grad_norm": 0.47663748264312744, + "grad_norm": 0.8274201154708862, "learning_rate": 9.5e-06, - "loss": 0.0264, + "loss": 0.0283, "step": 8586 }, { "epoch": 81.0, - "eval_LOCATION_f1": 0.8333333333333334, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7831325301204819, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7205882352941175, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7536231884057971, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6901408450704225, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8823529411764707, + "eval_ORGANIZATION_precision": 0.7123287671232876, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.887459807073955, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8653846153846154, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8571428571428571, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17564432322978973, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.17435409128665924, "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8285322359396434, - "eval_overall_precision": 0.798941798941799, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9953, - "eval_samples_per_second": 187.89, - "eval_steps_per_second": 3.014, + "eval_overall_f1": 0.8451086956521738, + "eval_overall_precision": 0.8077922077922078, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3874, + "eval_samples_per_second": 482.691, + "eval_steps_per_second": 7.744, "step": 8586 }, { "epoch": 82.0, - "grad_norm": 0.739096462726593, + "grad_norm": 1.3721864223480225, "learning_rate": 9e-06, - "loss": 0.0266, + "loss": 0.027, "step": 8692 }, { "epoch": 82.0, - "eval_LOCATION_f1": 0.8333333333333334, + "eval_LOCATION_f1": 0.855263157894737, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7831325301204819, + "eval_LOCATION_precision": 0.8227848101265823, "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.725925925925926, + "eval_ORGANIZATION_f1": 0.7285714285714285, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8823529411764707, + "eval_ORGANIZATION_precision": 0.68, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8990228013029316, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8653846153846154, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8789808917197452, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.861111111111111, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17531628906726837, + "eval_TIME_precision": 0.8157894736842105, + "eval_TIME_recall": 0.9117647058823529, + "eval_loss": 0.17581164836883545, "eval_overall_accuracy": 0.9643120846665025, - "eval_overall_f1": 0.8308115543328748, - "eval_overall_precision": 0.8031914893617021, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9906, - "eval_samples_per_second": 188.775, - "eval_steps_per_second": 3.028, + "eval_overall_f1": 0.8485675306957708, + "eval_overall_precision": 0.8141361256544503, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3861, + "eval_samples_per_second": 484.302, + "eval_steps_per_second": 7.77, "step": 8692 }, { "epoch": 83.0, - "grad_norm": 3.826598644256592, + "grad_norm": 1.29371178150177, "learning_rate": 8.500000000000002e-06, - "loss": 0.0248, + "loss": 0.0254, "step": 8798 }, { "epoch": 83.0, - "eval_LOCATION_f1": 0.8441558441558442, + "eval_LOCATION_f1": 0.8533333333333334, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8024691358024691, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7480916030534351, + "eval_LOCATION_precision": 0.8311688311688312, + "eval_LOCATION_recall": 0.8767123287671232, + "eval_ORGANIZATION_f1": 0.7222222222222222, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7424242424242424, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8729641693811074, + "eval_ORGANIZATION_precision": 0.6582278481012658, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.896103896103896, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8535031847133758, - "eval_PERSON_recall": 0.8933333333333333, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8734177215189873, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17535383999347687, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.8326417704011064, - "eval_overall_precision": 0.8091397849462365, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 1.0064, - "eval_samples_per_second": 185.819, - "eval_steps_per_second": 2.981, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18245863914489746, + "eval_overall_accuracy": 0.9628353433423579, + "eval_overall_f1": 0.8373983739837397, + "eval_overall_precision": 0.7984496124031008, + "eval_overall_recall": 0.8803418803418803, + "eval_runtime": 0.3873, + "eval_samples_per_second": 482.882, + "eval_steps_per_second": 7.747, "step": 8798 }, { "epoch": 84.0, - "grad_norm": 0.8354291915893555, + "grad_norm": 0.759432852268219, "learning_rate": 8.000000000000001e-06, - "loss": 0.027, + "loss": 0.0267, "step": 8904 }, { "epoch": 84.0, - "eval_LOCATION_f1": 0.8609271523178808, + "eval_LOCATION_f1": 0.8684210526315789, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8333333333333334, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7246376811594203, + "eval_LOCATION_precision": 0.8354430379746836, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7412587412587412, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.684931506849315, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8831168831168831, + "eval_ORGANIZATION_precision": 0.6794871794871795, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.887459807073955, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8607594936708861, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8571428571428571, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8695652173913043, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8219178082191781, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8571428571428571, + "eval_TIME_precision": 0.7692307692307693, "eval_TIME_recall": 0.8823529411764706, - "eval_loss": 0.1745665818452835, - "eval_overall_accuracy": 0.9648043317745508, - "eval_overall_f1": 0.8390646492434664, - "eval_overall_precision": 0.8111702127659575, - "eval_overall_recall": 0.8689458689458689, - "eval_runtime": 1.0704, - "eval_samples_per_second": 174.7, - "eval_steps_per_second": 2.803, + "eval_loss": 0.18526050448417664, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8398384925975775, + "eval_overall_precision": 0.7959183673469388, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3876, + "eval_samples_per_second": 482.481, + "eval_steps_per_second": 7.74, "step": 8904 }, { "epoch": 85.0, - "grad_norm": 1.275327444076538, + "grad_norm": 0.7862147092819214, "learning_rate": 7.5e-06, - "loss": 0.0278, + "loss": 0.0244, "step": 9010 }, { "epoch": 85.0, - "eval_LOCATION_f1": 0.8387096774193549, + "eval_LOCATION_f1": 0.8627450980392157, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7926829268292683, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7153284671532848, + "eval_LOCATION_precision": 0.825, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7142857142857142, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6805555555555556, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8810289389067525, + "eval_ORGANIZATION_precision": 0.6666666666666666, + "eval_ORGANIZATION_recall": 0.7692307692307693, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8509316770186336, - "eval_PERSON_recall": 0.9133333333333333, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.18171997368335724, - "eval_overall_accuracy": 0.9628353433423579, - "eval_overall_f1": 0.8283378746594006, - "eval_overall_precision": 0.793733681462141, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.988, - "eval_samples_per_second": 189.269, - "eval_steps_per_second": 3.036, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18103930354118347, + "eval_overall_accuracy": 0.9643120846665025, + "eval_overall_f1": 0.8412483039348712, + "eval_overall_precision": 0.8031088082901554, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.392, + "eval_samples_per_second": 477.052, + "eval_steps_per_second": 7.653, "step": 9010 }, { "epoch": 86.0, - "grad_norm": 0.6492407321929932, + "grad_norm": 0.45432260632514954, "learning_rate": 7.000000000000001e-06, - "loss": 0.0266, + "loss": 0.0241, "step": 9116 }, { "epoch": 86.0, - "eval_LOCATION_f1": 0.8387096774193549, + "eval_LOCATION_f1": 0.881578947368421, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7926829268292683, - "eval_LOCATION_recall": 0.8904109589041096, + "eval_LOCATION_precision": 0.8481012658227848, + "eval_LOCATION_recall": 0.9178082191780822, "eval_ORGANIZATION_f1": 0.7313432835820897, "eval_ORGANIZATION_number": 65, "eval_ORGANIZATION_precision": 0.7101449275362319, "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8766233766233766, + "eval_PERSON_f1": 0.8932038834951457, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.8679245283018868, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8253968253968255, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, - "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.7647058823529411, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1775309443473816, - "eval_overall_accuracy": 0.9648043317745508, - "eval_overall_f1": 0.8324175824175825, - "eval_overall_precision": 0.8037135278514589, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9952, - "eval_samples_per_second": 187.906, - "eval_steps_per_second": 3.015, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.17840129137039185, + "eval_overall_accuracy": 0.965296578882599, + "eval_overall_f1": 0.8493150684931507, + "eval_overall_precision": 0.8179419525065963, + "eval_overall_recall": 0.8831908831908832, + "eval_runtime": 0.3875, + "eval_samples_per_second": 482.525, + "eval_steps_per_second": 7.741, "step": 9116 }, { "epoch": 87.0, - "grad_norm": 0.48030099272727966, + "grad_norm": 1.0281379222869873, "learning_rate": 6.5000000000000004e-06, - "loss": 0.0261, + "loss": 0.0257, "step": 9222 }, { "epoch": 87.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8758169934640524, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7183098591549296, + "eval_LOCATION_precision": 0.8375, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7272727272727272, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6623376623376623, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6666666666666666, + "eval_ORGANIZATION_recall": 0.8, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17771387100219727, - "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8340192043895748, - "eval_overall_precision": 0.8042328042328042, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9953, - "eval_samples_per_second": 187.876, - "eval_steps_per_second": 3.014, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.1823926866054535, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.844804318488529, + "eval_overall_precision": 0.8025641025641026, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3876, + "eval_samples_per_second": 482.435, + "eval_steps_per_second": 7.74, "step": 9222 }, { "epoch": 88.0, - "grad_norm": 0.7421311736106873, + "grad_norm": 0.4464998245239258, "learning_rate": 6e-06, - "loss": 0.0276, + "loss": 0.0253, "step": 9328 }, { "epoch": 88.0, - "eval_LOCATION_f1": 0.847682119205298, + "eval_LOCATION_f1": 0.8874172185430463, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8205128205128205, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.72992700729927, + "eval_LOCATION_precision": 0.8589743589743589, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6944444444444444, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.7812500000000001, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7142857142857143, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1769006848335266, - "eval_overall_accuracy": 0.9633275904504061, - "eval_overall_f1": 0.8319559228650139, - "eval_overall_precision": 0.8053333333333333, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.998, - "eval_samples_per_second": 187.379, - "eval_steps_per_second": 3.006, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18025493621826172, + "eval_overall_accuracy": 0.9640659611124784, + "eval_overall_f1": 0.8443843031123139, + "eval_overall_precision": 0.8041237113402062, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3861, + "eval_samples_per_second": 484.269, + "eval_steps_per_second": 7.769, "step": 9328 }, { "epoch": 89.0, - "grad_norm": 0.4191894829273224, + "grad_norm": 1.2788630723953247, "learning_rate": 5.500000000000001e-06, - "loss": 0.0261, + "loss": 0.026, "step": 9434 }, { "epoch": 89.0, - "eval_LOCATION_f1": 0.8258064516129032, + "eval_LOCATION_f1": 0.8758169934640524, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7804878048780488, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7153284671532848, + "eval_LOCATION_precision": 0.8375, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6805555555555556, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.75, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, + "eval_QUANTITY_precision": 0.6857142857142857, "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1796666532754898, - "eval_overall_accuracy": 0.963081466896382, - "eval_overall_f1": 0.8257887517146777, - "eval_overall_precision": 0.7962962962962963, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 0.9969, - "eval_samples_per_second": 187.575, - "eval_steps_per_second": 3.009, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18378011882305145, + "eval_overall_accuracy": 0.9623430962343096, + "eval_overall_f1": 0.8394062078272606, + "eval_overall_precision": 0.7974358974358975, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3874, + "eval_samples_per_second": 482.728, + "eval_steps_per_second": 7.744, "step": 9434 }, { "epoch": 90.0, - "grad_norm": 0.639091968536377, + "grad_norm": 0.9298455715179443, "learning_rate": 5e-06, - "loss": 0.0251, + "loss": 0.0246, "step": 9540 }, { "epoch": 90.0, - "eval_LOCATION_f1": 0.8496732026143791, + "eval_LOCATION_f1": 0.8933333333333333, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8125, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8701298701298701, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.8903225806451613, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8625, + "eval_PERSON_recall": 0.92, + "eval_QUANTITY_f1": 0.8387096774193549, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7878787878787878, + "eval_QUANTITY_recall": 0.896551724137931, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17721274495124817, - "eval_overall_accuracy": 0.9650504553285749, - "eval_overall_f1": 0.837465564738292, - "eval_overall_precision": 0.8106666666666666, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 0.9991, - "eval_samples_per_second": 187.173, - "eval_steps_per_second": 3.003, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18070749938488007, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8478260869565218, + "eval_overall_precision": 0.8103896103896104, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3896, + "eval_samples_per_second": 480.006, + "eval_steps_per_second": 7.701, "step": 9540 }, { "epoch": 91.0, - "grad_norm": 0.6990874409675598, + "grad_norm": 0.9396980404853821, "learning_rate": 4.5e-06, - "loss": 0.0243, + "loss": 0.023, "step": 9646 }, { "epoch": 91.0, - "eval_LOCATION_f1": 0.8311688311688312, + "eval_LOCATION_f1": 0.8874172185430463, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.7901234567901234, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7368421052631577, + "eval_LOCATION_precision": 0.8589743589743589, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7042253521126761, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7205882352941176, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.6493506493506493, + "eval_ORGANIZATION_recall": 0.7692307692307693, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7741935483870968, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.7272727272727273, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17922192811965942, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.830344827586207, - "eval_overall_precision": 0.8048128342245989, - "eval_overall_recall": 0.8575498575498576, - "eval_runtime": 0.9978, - "eval_samples_per_second": 187.404, - "eval_steps_per_second": 3.006, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18405993282794952, + "eval_overall_accuracy": 0.9640659611124784, + "eval_overall_f1": 0.8466757123473541, + "eval_overall_precision": 0.8082901554404145, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.39, + "eval_samples_per_second": 479.51, + "eval_steps_per_second": 7.693, "step": 9646 }, { "epoch": 92.0, - "grad_norm": 0.31417253613471985, + "grad_norm": 0.77614825963974, "learning_rate": 4.000000000000001e-06, - "loss": 0.0246, + "loss": 0.0235, "step": 9752 }, { "epoch": 92.0, - "eval_LOCATION_f1": 0.8496732026143791, + "eval_LOCATION_f1": 0.881578947368421, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8125, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.725925925925926, + "eval_LOCATION_precision": 0.8481012658227848, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7285714285714285, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.7, - "eval_ORGANIZATION_recall": 0.7538461538461538, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.68, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7352941176470589, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17927689850330353, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.833103448275862, - "eval_overall_precision": 0.8074866310160428, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 1.0031, - "eval_samples_per_second": 186.424, - "eval_steps_per_second": 2.991, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18313735723495483, + "eval_overall_accuracy": 0.9648043317745508, + "eval_overall_f1": 0.8505434782608695, + "eval_overall_precision": 0.812987012987013, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3921, + "eval_samples_per_second": 476.865, + "eval_steps_per_second": 7.65, "step": 9752 }, { "epoch": 93.0, - "grad_norm": 0.2049255222082138, + "grad_norm": 0.6140993237495422, "learning_rate": 3.5000000000000004e-06, - "loss": 0.0252, + "loss": 0.0228, "step": 9858 }, { "epoch": 93.0, - "eval_LOCATION_f1": 0.8609271523178808, + "eval_LOCATION_f1": 0.8627450980392157, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8333333333333334, - "eval_LOCATION_recall": 0.8904109589041096, - "eval_ORGANIZATION_f1": 0.7338129496402878, + "eval_LOCATION_precision": 0.825, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7361111111111112, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6891891891891891, - "eval_ORGANIZATION_recall": 0.7846153846153846, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6708860759493671, + "eval_ORGANIZATION_recall": 0.8153846153846154, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, "eval_QUANTITY_f1": 0.8196721311475409, "eval_QUANTITY_number": 29, "eval_QUANTITY_precision": 0.78125, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1780104637145996, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18428488075733185, "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8418156808803302, - "eval_overall_precision": 0.8138297872340425, - "eval_overall_recall": 0.8717948717948718, - "eval_runtime": 0.9912, - "eval_samples_per_second": 188.665, - "eval_steps_per_second": 3.027, + "eval_overall_f1": 0.8497970230040596, + "eval_overall_precision": 0.8092783505154639, + "eval_overall_recall": 0.8945868945868946, + "eval_runtime": 0.3933, + "eval_samples_per_second": 475.405, + "eval_steps_per_second": 7.627, "step": 9858 }, { "epoch": 94.0, - "grad_norm": 0.3145851790904999, + "grad_norm": 0.7894928455352783, "learning_rate": 3e-06, - "loss": 0.0252, + "loss": 0.024, "step": 9964 }, { "epoch": 94.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8758169934640524, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8375, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8794788273615636, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8598726114649682, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.7936507936507937, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_precision": 0.7352941176470589, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17691487073898315, - "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8381742738589213, - "eval_overall_precision": 0.8145161290322581, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9959, - "eval_samples_per_second": 187.776, - "eval_steps_per_second": 3.012, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18454931676387787, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8470906630581868, + "eval_overall_precision": 0.8067010309278351, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.394, + "eval_samples_per_second": 474.646, + "eval_steps_per_second": 7.615, "step": 9964 }, { "epoch": 95.0, - "grad_norm": 0.3581851124763489, + "grad_norm": 0.5310998558998108, "learning_rate": 2.5e-06, - "loss": 0.0241, + "loss": 0.024, "step": 10070 }, { "epoch": 95.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8874172185430463, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.72992700729927, + "eval_LOCATION_precision": 0.8589743589743589, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7132867132867133, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.6944444444444444, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6538461538461539, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.9061488673139159, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.8196721311475409, + "eval_PERSON_precision": 0.8805031446540881, + "eval_PERSON_recall": 0.9333333333333333, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.78125, + "eval_QUANTITY_precision": 0.7575757575757576, "eval_QUANTITY_recall": 0.8620689655172413, - "eval_TIME_f1": 0.8405797101449276, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17827032506465912, - "eval_overall_accuracy": 0.9635737140044303, - "eval_overall_f1": 0.8397790055248618, - "eval_overall_precision": 0.8150134048257373, - "eval_overall_recall": 0.8660968660968661, - "eval_runtime": 1.0048, - "eval_samples_per_second": 186.108, - "eval_steps_per_second": 2.986, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18248838186264038, + "eval_overall_accuracy": 0.9640659611124784, + "eval_overall_f1": 0.8493894165535957, + "eval_overall_precision": 0.810880829015544, + "eval_overall_recall": 0.8917378917378918, + "eval_runtime": 0.3923, + "eval_samples_per_second": 476.645, + "eval_steps_per_second": 7.647, "step": 10070 }, { "epoch": 96.0, - "grad_norm": 0.5018787384033203, + "grad_norm": 0.7802311778068542, "learning_rate": 2.0000000000000003e-06, - "loss": 0.0239, + "loss": 0.0247, "step": 10176 }, { "epoch": 96.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8741721854304636, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8461538461538461, + "eval_LOCATION_recall": 0.9041095890410958, + "eval_ORGANIZATION_f1": 0.7083333333333334, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8766233766233766, + "eval_ORGANIZATION_precision": 0.6455696202531646, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8544303797468354, - "eval_PERSON_recall": 0.9, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1762346476316452, - "eval_overall_accuracy": 0.9638198375584544, - "eval_overall_f1": 0.8342541436464089, - "eval_overall_precision": 0.8096514745308311, - "eval_overall_recall": 0.8603988603988604, - "eval_runtime": 0.9962, - "eval_samples_per_second": 187.711, - "eval_steps_per_second": 3.011, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18491245806217194, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8416779431664412, + "eval_overall_precision": 0.8015463917525774, + "eval_overall_recall": 0.886039886039886, + "eval_runtime": 0.3899, + "eval_samples_per_second": 479.554, + "eval_steps_per_second": 7.693, "step": 10176 }, { "epoch": 97.0, - "grad_norm": 0.7310182452201843, + "grad_norm": 0.7217825055122375, "learning_rate": 1.5e-06, - "loss": 0.0226, + "loss": 0.0236, "step": 10282 }, { "epoch": 97.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.881578947368421, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8481012658227848, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7234042553191491, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6710526315789473, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17845137417316437, - "eval_overall_accuracy": 0.9643120846665025, - "eval_overall_f1": 0.8381742738589213, - "eval_overall_precision": 0.8145161290322581, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 1.0543, - "eval_samples_per_second": 177.368, - "eval_steps_per_second": 2.845, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18391452729701996, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8466757123473541, + "eval_overall_precision": 0.8082901554404145, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3979, + "eval_samples_per_second": 469.952, + "eval_steps_per_second": 7.539, "step": 10282 }, { "epoch": 98.0, - "grad_norm": 0.48724424839019775, + "grad_norm": 0.31892678141593933, "learning_rate": 1.0000000000000002e-06, - "loss": 0.0244, + "loss": 0.0228, "step": 10388 }, { "epoch": 98.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8758169934640524, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8375, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7183098591549296, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6623376623376623, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8285714285714286, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8055555555555556, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17859233915805817, - "eval_overall_accuracy": 0.9640659611124784, - "eval_overall_f1": 0.8370165745856354, - "eval_overall_precision": 0.8123324396782842, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9905, - "eval_samples_per_second": 188.793, - "eval_steps_per_second": 3.029, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18566611409187317, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8443843031123139, + "eval_overall_precision": 0.8041237113402062, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3908, + "eval_samples_per_second": 478.561, + "eval_steps_per_second": 7.677, "step": 10388 }, { "epoch": 99.0, - "grad_norm": 0.3531472086906433, + "grad_norm": 1.421492099761963, "learning_rate": 5.000000000000001e-07, - "loss": 0.0244, + "loss": 0.025, "step": 10494 }, { "epoch": 99.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.881578947368421, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8481012658227848, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7132867132867133, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6538461538461539, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.17733581364154816, - "eval_overall_accuracy": 0.9645582082205267, - "eval_overall_f1": 0.8381742738589213, - "eval_overall_precision": 0.8145161290322581, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.992, - "eval_samples_per_second": 188.514, - "eval_steps_per_second": 3.024, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.18506501615047455, + "eval_overall_accuracy": 0.9638198375584544, + "eval_overall_f1": 0.8443843031123139, + "eval_overall_precision": 0.8041237113402062, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3928, + "eval_samples_per_second": 476.04, + "eval_steps_per_second": 7.637, "step": 10494 }, { "epoch": 100.0, - "grad_norm": 0.8635873794555664, + "grad_norm": 0.21340006589889526, "learning_rate": 0.0, - "loss": 0.0265, + "loss": 0.023, "step": 10600 }, { "epoch": 100.0, - "eval_LOCATION_f1": 0.8533333333333334, + "eval_LOCATION_f1": 0.8758169934640524, "eval_LOCATION_number": 73, - "eval_LOCATION_precision": 0.8311688311688312, - "eval_LOCATION_recall": 0.8767123287671232, - "eval_ORGANIZATION_f1": 0.7352941176470589, + "eval_LOCATION_precision": 0.8375, + "eval_LOCATION_recall": 0.9178082191780822, + "eval_ORGANIZATION_f1": 0.7132867132867133, "eval_ORGANIZATION_number": 65, - "eval_ORGANIZATION_precision": 0.704225352112676, - "eval_ORGANIZATION_recall": 0.7692307692307693, - "eval_PERSON_f1": 0.8859934853420196, + "eval_ORGANIZATION_precision": 0.6538461538461539, + "eval_ORGANIZATION_recall": 0.7846153846153846, + "eval_PERSON_f1": 0.896774193548387, "eval_PERSON_number": 150, - "eval_PERSON_precision": 0.8662420382165605, - "eval_PERSON_recall": 0.9066666666666666, - "eval_QUANTITY_f1": 0.7868852459016394, + "eval_PERSON_precision": 0.86875, + "eval_PERSON_recall": 0.9266666666666666, + "eval_QUANTITY_f1": 0.8064516129032258, "eval_QUANTITY_number": 29, - "eval_QUANTITY_precision": 0.75, - "eval_QUANTITY_recall": 0.8275862068965517, - "eval_TIME_f1": 0.8405797101449276, + "eval_QUANTITY_precision": 0.7575757575757576, + "eval_QUANTITY_recall": 0.8620689655172413, + "eval_TIME_f1": 0.8333333333333333, "eval_TIME_number": 34, - "eval_TIME_precision": 0.8285714285714286, - "eval_TIME_recall": 0.8529411764705882, - "eval_loss": 0.1773531436920166, - "eval_overall_accuracy": 0.9643120846665025, - "eval_overall_f1": 0.8381742738589213, - "eval_overall_precision": 0.8145161290322581, - "eval_overall_recall": 0.8632478632478633, - "eval_runtime": 0.9958, - "eval_samples_per_second": 187.787, - "eval_steps_per_second": 3.013, + "eval_TIME_precision": 0.7894736842105263, + "eval_TIME_recall": 0.8823529411764706, + "eval_loss": 0.1850329041481018, + "eval_overall_accuracy": 0.9635737140044303, + "eval_overall_f1": 0.8432432432432433, + "eval_overall_precision": 0.8020565552699229, + "eval_overall_recall": 0.8888888888888888, + "eval_runtime": 0.3916, + "eval_samples_per_second": 477.569, + "eval_steps_per_second": 7.662, "step": 10600 }, { "epoch": 100.0, "step": 10600, "total_flos": 5043631411410816.0, - "train_loss": 0.07336943858074692, - "train_runtime": 1365.3768, - "train_samples_per_second": 123.629, - "train_steps_per_second": 7.763 + "train_loss": 0.07131878634668747, + "train_runtime": 622.8213, + "train_samples_per_second": 271.025, + "train_steps_per_second": 17.019 } ], "logging_steps": 500,