TRM_model_2 / eval_metrics.json
admincybers2's picture
F1 0.7933 @ 2026-07-07T04:40:40
e330a14 verified
Raw
History Blame Contribute Delete
16.1 kB
{
"threshold": 0.924,
"micro_precision": 0.9076,
"micro_recall": 0.7046,
"micro_f1": 0.7933,
"macro_f1": 0.6023,
"exact_set_match": 0.2889,
"avg_selected": 4.09,
"avg_true_pass": 5.27,
"num_groups": 45,
"best_epoch": 40,
"history": [
{
"epoch": 1,
"loss": 133.283,
"lr": 0.000113,
"threshold": 0.779,
"micro_precision": 0.4348,
"micro_recall": 0.1266,
"micro_f1": 0.1961,
"macro_f1": 0.2911,
"exact_set_match": 0.1333,
"avg_selected": 1.53,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 2,
"loss": 110.062,
"lr": 0.000113,
"threshold": 0.772,
"micro_precision": 0.5063,
"micro_recall": 0.1688,
"micro_f1": 0.2532,
"macro_f1": 0.3599,
"exact_set_match": 0.0889,
"avg_selected": 1.76,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 3,
"loss": 104.985,
"lr": 0.000113,
"threshold": 0.739,
"micro_precision": 0.5281,
"micro_recall": 0.1983,
"micro_f1": 0.2883,
"macro_f1": 0.412,
"exact_set_match": 0.0667,
"avg_selected": 1.98,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 4,
"loss": 101.371,
"lr": 0.000113,
"threshold": 0.808,
"micro_precision": 0.5464,
"micro_recall": 0.2236,
"micro_f1": 0.3174,
"macro_f1": 0.4187,
"exact_set_match": 0.1111,
"avg_selected": 2.16,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 5,
"loss": 97.451,
"lr": 0.000113,
"threshold": 0.886,
"micro_precision": 0.56,
"micro_recall": 0.2363,
"micro_f1": 0.3323,
"macro_f1": 0.4331,
"exact_set_match": 0.0889,
"avg_selected": 2.22,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 6,
"loss": 96.614,
"lr": 0.000113,
"threshold": 0.874,
"micro_precision": 0.5647,
"micro_recall": 0.2025,
"micro_f1": 0.2981,
"macro_f1": 0.3694,
"exact_set_match": 0.0667,
"avg_selected": 1.89,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 7,
"loss": 96.217,
"lr": 0.000113,
"threshold": 0.859,
"micro_precision": 0.5844,
"micro_recall": 0.1899,
"micro_f1": 0.2866,
"macro_f1": 0.3242,
"exact_set_match": 0.0889,
"avg_selected": 1.71,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 8,
"loss": 94.475,
"lr": 0.000113,
"threshold": 0.857,
"micro_precision": 0.5368,
"micro_recall": 0.2152,
"micro_f1": 0.3072,
"macro_f1": 0.3808,
"exact_set_match": 0.0889,
"avg_selected": 2.11,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 9,
"loss": 92.513,
"lr": 0.000113,
"threshold": 0.822,
"micro_precision": 0.5732,
"micro_recall": 0.1983,
"micro_f1": 0.2947,
"macro_f1": 0.3752,
"exact_set_match": 0.0889,
"avg_selected": 1.82,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 10,
"loss": 90.223,
"lr": 5.65e-05,
"threshold": 0.856,
"micro_precision": 0.6026,
"micro_recall": 0.1983,
"micro_f1": 0.2984,
"macro_f1": 0.3826,
"exact_set_match": 0.0889,
"avg_selected": 1.73,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 11,
"loss": 89.857,
"lr": 5.65e-05,
"threshold": 0.832,
"micro_precision": 0.6316,
"micro_recall": 0.2532,
"micro_f1": 0.3614,
"macro_f1": 0.4264,
"exact_set_match": 0.1333,
"avg_selected": 2.11,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 12,
"loss": 88.763,
"lr": 5.65e-05,
"threshold": 0.85,
"micro_precision": 0.6053,
"micro_recall": 0.2911,
"micro_f1": 0.3932,
"macro_f1": 0.4845,
"exact_set_match": 0.1556,
"avg_selected": 2.53,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 13,
"loss": 88.019,
"lr": 5.65e-05,
"threshold": 0.876,
"micro_precision": 0.6211,
"micro_recall": 0.2489,
"micro_f1": 0.3554,
"macro_f1": 0.4069,
"exact_set_match": 0.1111,
"avg_selected": 2.11,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 14,
"loss": 87.204,
"lr": 5.65e-05,
"threshold": 0.859,
"micro_precision": 0.6078,
"micro_recall": 0.2616,
"micro_f1": 0.3658,
"macro_f1": 0.3992,
"exact_set_match": 0.1111,
"avg_selected": 2.27,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 15,
"loss": 86.7,
"lr": 5.65e-05,
"threshold": 0.86,
"micro_precision": 0.6337,
"micro_recall": 0.27,
"micro_f1": 0.3787,
"macro_f1": 0.4123,
"exact_set_match": 0.1333,
"avg_selected": 2.24,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 16,
"loss": 85.662,
"lr": 5.65e-05,
"threshold": 0.848,
"micro_precision": 0.6759,
"micro_recall": 0.308,
"micro_f1": 0.4232,
"macro_f1": 0.4547,
"exact_set_match": 0.1333,
"avg_selected": 2.4,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 17,
"loss": 84.535,
"lr": 5.65e-05,
"threshold": 0.841,
"micro_precision": 0.7364,
"micro_recall": 0.3418,
"micro_f1": 0.4669,
"macro_f1": 0.4876,
"exact_set_match": 0.1778,
"avg_selected": 2.44,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 18,
"loss": 83.703,
"lr": 5.65e-05,
"threshold": 0.817,
"micro_precision": 0.7536,
"micro_recall": 0.4388,
"micro_f1": 0.5547,
"macro_f1": 0.4315,
"exact_set_match": 0.1111,
"avg_selected": 3.07,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 19,
"loss": 83.258,
"lr": 5.65e-05,
"threshold": 0.875,
"micro_precision": 0.7698,
"micro_recall": 0.4093,
"micro_f1": 0.5344,
"macro_f1": 0.4774,
"exact_set_match": 0.1556,
"avg_selected": 2.8,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 20,
"loss": 81.886,
"lr": 5.65e-05,
"threshold": 0.886,
"micro_precision": 0.746,
"micro_recall": 0.3966,
"micro_f1": 0.5179,
"macro_f1": 0.4773,
"exact_set_match": 0.1556,
"avg_selected": 2.8,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 21,
"loss": 81.286,
"lr": 5.65e-05,
"threshold": 0.894,
"micro_precision": 0.8024,
"micro_recall": 0.5654,
"micro_f1": 0.6634,
"macro_f1": 0.5214,
"exact_set_match": 0.1556,
"avg_selected": 3.71,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 22,
"loss": 80.332,
"lr": 5.65e-05,
"threshold": 0.953,
"micro_precision": 0.8032,
"micro_recall": 0.6371,
"micro_f1": 0.7106,
"macro_f1": 0.5084,
"exact_set_match": 0.1556,
"avg_selected": 4.18,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 23,
"loss": 79.841,
"lr": 5.65e-05,
"threshold": 0.895,
"micro_precision": 0.8475,
"micro_recall": 0.6329,
"micro_f1": 0.7246,
"macro_f1": 0.5115,
"exact_set_match": 0.1778,
"avg_selected": 3.93,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 24,
"loss": 78.768,
"lr": 5.65e-05,
"threshold": 0.902,
"micro_precision": 0.8466,
"micro_recall": 0.6287,
"micro_f1": 0.7215,
"macro_f1": 0.5224,
"exact_set_match": 0.1778,
"avg_selected": 3.91,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 25,
"loss": 78.182,
"lr": 5.65e-05,
"threshold": 0.893,
"micro_precision": 0.8362,
"micro_recall": 0.6245,
"micro_f1": 0.715,
"macro_f1": 0.5779,
"exact_set_match": 0.2,
"avg_selected": 3.93,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 26,
"loss": 76.692,
"lr": 5.65e-05,
"threshold": 0.895,
"micro_precision": 0.843,
"micro_recall": 0.6118,
"micro_f1": 0.709,
"macro_f1": 0.5296,
"exact_set_match": 0.1778,
"avg_selected": 3.82,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 27,
"loss": 76.147,
"lr": 5.65e-05,
"threshold": 0.895,
"micro_precision": 0.8869,
"micro_recall": 0.6287,
"micro_f1": 0.7358,
"macro_f1": 0.5497,
"exact_set_match": 0.1778,
"avg_selected": 3.73,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 28,
"loss": 74.673,
"lr": 5.65e-05,
"threshold": 0.893,
"micro_precision": 0.8824,
"micro_recall": 0.6329,
"micro_f1": 0.7371,
"macro_f1": 0.5327,
"exact_set_match": 0.1556,
"avg_selected": 3.78,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 29,
"loss": 74.291,
"lr": 5.65e-05,
"threshold": 0.896,
"micro_precision": 0.896,
"micro_recall": 0.654,
"micro_f1": 0.7561,
"macro_f1": 0.5516,
"exact_set_match": 0.2222,
"avg_selected": 3.84,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 30,
"loss": 73.801,
"lr": 5.65e-05,
"threshold": 0.89,
"micro_precision": 0.9304,
"micro_recall": 0.4515,
"micro_f1": 0.608,
"macro_f1": 0.4888,
"exact_set_match": 0.1778,
"avg_selected": 2.56,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 31,
"loss": 72.162,
"lr": 5.65e-05,
"threshold": 0.885,
"micro_precision": 0.936,
"micro_recall": 0.6793,
"micro_f1": 0.7873,
"macro_f1": 0.563,
"exact_set_match": 0.2,
"avg_selected": 3.82,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 32,
"loss": 71.692,
"lr": 5.65e-05,
"threshold": 0.902,
"micro_precision": 0.8783,
"micro_recall": 0.7004,
"micro_f1": 0.7793,
"macro_f1": 0.5636,
"exact_set_match": 0.1778,
"avg_selected": 4.2,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 33,
"loss": 69.491,
"lr": 5.65e-05,
"threshold": 0.898,
"micro_precision": 0.8933,
"micro_recall": 0.6709,
"micro_f1": 0.7663,
"macro_f1": 0.531,
"exact_set_match": 0.2444,
"avg_selected": 3.96,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 34,
"loss": 69.817,
"lr": 5.65e-05,
"threshold": 0.931,
"micro_precision": 0.8526,
"micro_recall": 0.6835,
"micro_f1": 0.7588,
"macro_f1": 0.5726,
"exact_set_match": 0.2,
"avg_selected": 4.22,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 35,
"loss": 67.724,
"lr": 5.65e-05,
"threshold": 0.891,
"micro_precision": 0.9257,
"micro_recall": 0.6835,
"micro_f1": 0.7864,
"macro_f1": 0.5405,
"exact_set_match": 0.2,
"avg_selected": 3.89,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 36,
"loss": 63.048,
"lr": 2.825e-05,
"threshold": 0.914,
"micro_precision": 0.9302,
"micro_recall": 0.6751,
"micro_f1": 0.7824,
"macro_f1": 0.5322,
"exact_set_match": 0.2444,
"avg_selected": 3.82,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 37,
"loss": 61.162,
"lr": 2.825e-05,
"threshold": 0.923,
"micro_precision": 0.9261,
"micro_recall": 0.6878,
"micro_f1": 0.7893,
"macro_f1": 0.5799,
"exact_set_match": 0.2222,
"avg_selected": 3.91,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 38,
"loss": 59.041,
"lr": 2.825e-05,
"threshold": 0.914,
"micro_precision": 0.9128,
"micro_recall": 0.6624,
"micro_f1": 0.7677,
"macro_f1": 0.5289,
"exact_set_match": 0.2444,
"avg_selected": 3.82,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 39,
"loss": 57.511,
"lr": 2.825e-05,
"threshold": 0.916,
"micro_precision": 0.9006,
"micro_recall": 0.6878,
"micro_f1": 0.7799,
"macro_f1": 0.5875,
"exact_set_match": 0.2444,
"avg_selected": 4.02,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 40,
"loss": 55.402,
"lr": 2.825e-05,
"threshold": 0.924,
"micro_precision": 0.9076,
"micro_recall": 0.7046,
"micro_f1": 0.7933,
"macro_f1": 0.6023,
"exact_set_match": 0.2889,
"avg_selected": 4.09,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 41,
"loss": 54.161,
"lr": 2.825e-05,
"threshold": 0.926,
"micro_precision": 0.9205,
"micro_recall": 0.6835,
"micro_f1": 0.7845,
"macro_f1": 0.5439,
"exact_set_match": 0.2,
"avg_selected": 3.91,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 42,
"loss": 52.21,
"lr": 2.825e-05,
"threshold": 0.939,
"micro_precision": 0.8919,
"micro_recall": 0.6962,
"micro_f1": 0.782,
"macro_f1": 0.5583,
"exact_set_match": 0.2444,
"avg_selected": 4.11,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 43,
"loss": 51.573,
"lr": 2.825e-05,
"threshold": 0.941,
"micro_precision": 0.8871,
"micro_recall": 0.6962,
"micro_f1": 0.7801,
"macro_f1": 0.5675,
"exact_set_match": 0.2444,
"avg_selected": 4.13,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 44,
"loss": 49.349,
"lr": 2.825e-05,
"threshold": 0.934,
"micro_precision": 0.868,
"micro_recall": 0.7215,
"micro_f1": 0.788,
"macro_f1": 0.5916,
"exact_set_match": 0.2667,
"avg_selected": 4.38,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 45,
"loss": 45.481,
"lr": 1.4125e-05,
"threshold": 0.944,
"micro_precision": 0.8859,
"micro_recall": 0.6878,
"micro_f1": 0.7743,
"macro_f1": 0.5539,
"exact_set_match": 0.2,
"avg_selected": 4.09,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 46,
"loss": 42.882,
"lr": 1.4125e-05,
"threshold": 0.949,
"micro_precision": 0.8763,
"micro_recall": 0.6878,
"micro_f1": 0.7707,
"macro_f1": 0.5672,
"exact_set_match": 0.2444,
"avg_selected": 4.13,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 47,
"loss": 41.747,
"lr": 1.4125e-05,
"threshold": 0.95,
"micro_precision": 0.8877,
"micro_recall": 0.7004,
"micro_f1": 0.783,
"macro_f1": 0.5784,
"exact_set_match": 0.2222,
"avg_selected": 4.16,
"avg_true_pass": 5.27,
"num_groups": 45
},
{
"epoch": 48,
"loss": 41.352,
"lr": 1.4125e-05,
"threshold": 0.961,
"micro_precision": 0.8883,
"micro_recall": 0.7046,
"micro_f1": 0.7859,
"macro_f1": 0.5684,
"exact_set_match": 0.2667,
"avg_selected": 4.18,
"avg_true_pass": 5.27,
"num_groups": 45
}
]
}