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  1. test_predictions.json +0 -0
  2. train.log +351 -0
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+ [2026-04-23 15:46:15] - INFO - root -
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+ { 'batch_size': 2,
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+ 'bert_hid_size': 1024,
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+ 'bert_learning_rate': 1e-05,
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+ 'bert_name': 'roberta-large',
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+ 'ckpt': '',
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+ 'clip_grad_norm': 1.0,
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+ 'config': './config/scievents.json',
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+ 'dataset': 'SciEvents',
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+ 'dist_emb_size': 20,
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+ 'dropout_rate': 0.5,
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+ 'epochs': 20,
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+ 'gpu': 7,
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+ 'grid_channels': 256,
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+ 'grid_refine_dropout': 0.1,
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+ 'grid_refine_kernel': 3,
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+ 'grid_refine_layers': 2,
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+ 'learning_rate': 0.001,
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+ 'lstm_hid_size': 1024,
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+ 'output_dir': './test52',
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+ 'seed': 52,
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+ 'warm_factor': 0.1,
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+ 'weight_decay': 0}
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+ [2026-04-23 15:46:15] - INFO - root - dict_items([('dataset', 'SciEvents'), ('dist_emb_size', 20), ('lstm_hid_size', 1024), ('bert_hid_size', 1024), ('dropout_rate', 0.5), ('grid_channels', 256), ('grid_refine_layers', 2), ('grid_refine_dropout', 0.1), ('grid_refine_kernel', 3), ('epochs', 20), ('batch_size', 2), ('learning_rate', 0.001), ('weight_decay', 0), ('clip_grad_norm', 1.0), ('bert_name', 'roberta-large'), ('bert_learning_rate', 1e-05), ('warm_factor', 0.1), ('seed', 52), ('config', './config/scievents.json'), ('output_dir', './test52/20260423_154615583'), ('ckpt', ''), ('gpu', 7), ('log_path', './test52/20260423_154615583/train.log')])
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+ [2026-04-23 15:46:21] - INFO - root - Loading Data
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+ [2026-04-23 15:46:22] - INFO - root -
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+ +-------+-----------+
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+ | | documents |
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+ +-------+-----------+
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+ | train | 2007 |
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+ | dev | 251 |
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+ | test | 250 |
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+ +-------+-----------+
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+ [2026-04-23 15:47:22] - INFO - root - Building Model
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+ [2026-04-23 15:47:27] - INFO - root - Epoch: 0
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+ [2026-04-23 15:51:15] - INFO - root - Train - Epoch 0 - Loss: 0.343684
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+
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+ [2026-04-23 15:51:15] - INFO - root - Epoch: 1
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+ [2026-04-23 15:55:02] - INFO - root - Train - Epoch 1 - Loss: 0.008802
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+
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+ [2026-04-23 15:55:02] - INFO - root - Epoch: 2
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+ [2026-04-23 15:58:50] - INFO - root - Train - Epoch 2 - Loss: 0.006436
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+
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+ [2026-04-23 15:58:50] - INFO - root - Epoch: 3
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+ [2026-04-23 16:02:38] - INFO - root - Train - Epoch 3 - Loss: 0.005670
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+
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+ [2026-04-23 16:02:38] - INFO - root - Epoch: 4
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+ [2026-04-23 16:06:25] - INFO - root - Train - Epoch 4 - Loss: 0.005247
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+
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+ [2026-04-23 16:06:25] - INFO - root - Epoch: 5
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+ [2026-04-23 16:10:11] - INFO - root - Train - Epoch 5 - Loss: 0.004925
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+
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+ [2026-04-23 16:20:00] - INFO - root - Dev - Epoch 5
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+
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+ [2026-04-23 16:20:00] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.2178 | 0.7321 | 0.3357 |
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+ | trg_C | 0.1820 | 0.6131 | 0.2807 |
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+ | arg_I | 0.5686 | 0.3270 | 0.4152 |
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+ | arg_C | 0.5499 | 0.3167 | 0.4019 |
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+ | ec_I | 0.5896 | 0.3854 | 0.4661 |
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+ | ec_C | 0.5896 | 0.3854 | 0.4661 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 16:20:14] - INFO - root - Current Best Epoch: 5
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+ [2026-04-23 16:20:14] - INFO - root - Current Best TC DEV F1: 0.2807
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+ [2026-04-23 16:20:14] - INFO - root - Current Best AC DEV F1: 0.4019
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+ [2026-04-23 16:20:14] - INFO - root - Epoch: 6
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+ [2026-04-23 16:24:01] - INFO - root - Train - Epoch 6 - Loss: 0.004595
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+
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+ [2026-04-23 16:33:26] - INFO - root - Dev - Epoch 6
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+
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+ [2026-04-23 16:33:26] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7440 | 0.7689 | 0.7562 |
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+ | trg_C | 0.6208 | 0.6434 | 0.6319 |
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+ | arg_I | 0.5321 | 0.3809 | 0.4440 |
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+ | arg_C | 0.5068 | 0.3649 | 0.4243 |
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+ | ec_I | 0.5170 | 0.4597 | 0.4867 |
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+ | ec_C | 0.5170 | 0.4597 | 0.4867 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 16:33:40] - INFO - root - Current Best Epoch: 6
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+ [2026-04-23 16:33:40] - INFO - root - Current Best TC DEV F1: 0.6319
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+ [2026-04-23 16:33:40] - INFO - root - Current Best AC DEV F1: 0.4243
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+ [2026-04-23 16:33:40] - INFO - root - Epoch: 7
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+ [2026-04-23 16:37:26] - INFO - root - Train - Epoch 7 - Loss: 0.004279
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+
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+ [2026-04-23 16:46:27] - INFO - root - Dev - Epoch 7
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+
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+ [2026-04-23 16:46:27] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7880 | 0.7010 | 0.7420 |
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+ | trg_C | 0.6680 | 0.5935 | 0.6285 |
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+ | arg_I | 0.6028 | 0.2985 | 0.3993 |
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+ | arg_C | 0.5888 | 0.2916 | 0.3900 |
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+ | ec_I | 0.6004 | 0.4030 | 0.4823 |
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+ | ec_C | 0.6004 | 0.4030 | 0.4823 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 16:46:27] - INFO - root - Current Best Epoch: 6
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+ [2026-04-23 16:46:27] - INFO - root - Current Best TC DEV F1: 0.6319
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+ [2026-04-23 16:46:27] - INFO - root - Current Best AC DEV F1: 0.4243
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+ [2026-04-23 16:46:27] - INFO - root - Epoch: 8
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+ [2026-04-23 16:50:13] - INFO - root - Train - Epoch 8 - Loss: 0.003940
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+
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+ [2026-04-23 16:59:16] - INFO - root - Dev - Epoch 8
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+
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+ [2026-04-23 16:59:16] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7267 | 0.7861 | 0.7552 |
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+ | trg_C | 0.5998 | 0.6536 | 0.6256 |
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+ | arg_I | 0.4989 | 0.4055 | 0.4474 |
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+ | arg_C | 0.4739 | 0.3861 | 0.4255 |
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+ | ec_I | 0.4835 | 0.4987 | 0.4910 |
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+ | ec_C | 0.4835 | 0.4987 | 0.4910 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 16:59:16] - INFO - root - Current Best Epoch: 6
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+ [2026-04-23 16:59:16] - INFO - root - Current Best TC DEV F1: 0.6319
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+ [2026-04-23 16:59:16] - INFO - root - Current Best AC DEV F1: 0.4243
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+ [2026-04-23 16:59:16] - INFO - root - Epoch: 9
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+ [2026-04-23 17:03:02] - INFO - root - Train - Epoch 9 - Loss: 0.003647
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+
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+ [2026-04-23 17:12:02] - INFO - root - Dev - Epoch 9
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+
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+ [2026-04-23 17:12:02] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7544 | 0.7288 | 0.7414 |
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+ | trg_C | 0.6365 | 0.6160 | 0.6261 |
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+ | arg_I | 0.5543 | 0.3460 | 0.4261 |
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+ | arg_C | 0.5291 | 0.3318 | 0.4078 |
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+ | ec_I | 0.5477 | 0.4270 | 0.4798 |
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+ | ec_C | 0.5477 | 0.4270 | 0.4798 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 17:12:02] - INFO - root - Current Best Epoch: 6
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+ [2026-04-23 17:12:02] - INFO - root - Current Best TC DEV F1: 0.6319
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+ [2026-04-23 17:12:02] - INFO - root - Current Best AC DEV F1: 0.4243
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+ [2026-04-23 17:12:02] - INFO - root - Epoch: 10
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+ [2026-04-23 17:15:50] - INFO - root - Train - Epoch 10 - Loss: 0.003361
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+
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+ [2026-04-23 17:24:53] - INFO - root - Dev - Epoch 10
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+
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+ [2026-04-23 17:24:53] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7600 | 0.7640 | 0.7620 |
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+ | trg_C | 0.6376 | 0.6405 | 0.6391 |
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+ | arg_I | 0.5107 | 0.4049 | 0.4517 |
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+ | arg_C | 0.4850 | 0.3855 | 0.4296 |
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+ | ec_I | 0.5103 | 0.5013 | 0.5057 |
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+ | ec_C | 0.5103 | 0.5013 | 0.5057 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 17:25:07] - INFO - root - Current Best Epoch: 10
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+ [2026-04-23 17:25:07] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 17:25:07] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 17:25:07] - INFO - root - Epoch: 11
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+ [2026-04-23 17:28:53] - INFO - root - Train - Epoch 11 - Loss: 0.003095
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+
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+ [2026-04-23 17:37:53] - INFO - root - Dev - Epoch 11
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+
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+ [2026-04-23 17:37:53] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7665 | 0.7587 | 0.7626 |
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+ | trg_C | 0.6390 | 0.6319 | 0.6354 |
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+ | arg_I | 0.5227 | 0.3868 | 0.4446 |
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+ | arg_C | 0.5001 | 0.3713 | 0.4262 |
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+ | ec_I | 0.5128 | 0.4786 | 0.4951 |
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+ | ec_C | 0.5128 | 0.4786 | 0.4951 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 17:37:53] - INFO - root - Current Best Epoch: 10
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+ [2026-04-23 17:37:53] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 17:37:53] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 17:37:53] - INFO - root - Epoch: 12
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+ [2026-04-23 17:41:39] - INFO - root - Train - Epoch 12 - Loss: 0.002864
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+
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+ [2026-04-23 17:50:15] - INFO - root - Dev - Epoch 12
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+
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+ [2026-04-23 17:50:15] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7688 | 0.7562 | 0.7625 |
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+ | trg_C | 0.6445 | 0.6339 | 0.6392 |
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+ | arg_I | 0.5200 | 0.3859 | 0.4430 |
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+ | arg_C | 0.4918 | 0.3670 | 0.4203 |
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+ | ec_I | 0.5198 | 0.4798 | 0.4990 |
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+ | ec_C | 0.5198 | 0.4798 | 0.4990 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 17:50:15] - INFO - root - Current Best Epoch: 10
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+ [2026-04-23 17:50:15] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 17:50:15] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 17:50:15] - INFO - root - Epoch: 13
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+ [2026-04-23 17:54:02] - INFO - root - Train - Epoch 13 - Loss: 0.002619
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+
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+ [2026-04-23 18:01:50] - INFO - root - Dev - Epoch 13
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+
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+ [2026-04-23 18:01:50] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7493 | 0.7751 | 0.7620 |
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+ | trg_C | 0.6217 | 0.6466 | 0.6339 |
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+ | arg_I | 0.5067 | 0.3987 | 0.4463 |
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+ | arg_C | 0.4801 | 0.3788 | 0.4235 |
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+ | ec_I | 0.4874 | 0.4887 | 0.4881 |
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+ | ec_C | 0.4874 | 0.4887 | 0.4881 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 18:01:50] - INFO - root - Current Best Epoch: 10
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+ [2026-04-23 18:01:50] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 18:01:50] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 18:01:50] - INFO - root - Epoch: 14
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+ [2026-04-23 18:05:36] - INFO - root - Train - Epoch 14 - Loss: 0.002411
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+
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+ [2026-04-23 18:13:25] - INFO - root - Dev - Epoch 14
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+
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+ [2026-04-23 18:13:25] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7631 | 0.7562 | 0.7597 |
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+ | trg_C | 0.6345 | 0.6311 | 0.6328 |
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+ | arg_I | 0.5080 | 0.3902 | 0.4414 |
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+ | arg_C | 0.4823 | 0.3715 | 0.4197 |
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+ | ec_I | 0.5070 | 0.4572 | 0.4808 |
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+ | ec_C | 0.5070 | 0.4572 | 0.4808 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 18:13:25] - INFO - root - Current Best Epoch: 10
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+ [2026-04-23 18:13:25] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 18:13:25] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 18:13:25] - INFO - root - Epoch: 15
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+ [2026-04-23 18:17:11] - INFO - root - Train - Epoch 15 - Loss: 0.002231
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+
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+ [2026-04-23 18:24:59] - INFO - root - Dev - Epoch 15
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+
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+ [2026-04-23 18:24:59] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7455 | 0.7644 | 0.7548 |
250
+ | trg_C | 0.6199 | 0.6376 | 0.6286 |
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+ | arg_I | 0.4913 | 0.4049 | 0.4439 |
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+ | arg_C | 0.4666 | 0.3854 | 0.4221 |
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+ | ec_I | 0.5117 | 0.4673 | 0.4885 |
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+ | ec_C | 0.5117 | 0.4673 | 0.4885 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 18:24:59] - INFO - root - Current Best Epoch: 10
257
+ [2026-04-23 18:24:59] - INFO - root - Current Best TC DEV F1: 0.6391
258
+ [2026-04-23 18:24:59] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 18:24:59] - INFO - root - Epoch: 16
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+ [2026-04-23 18:28:44] - INFO - root - Train - Epoch 16 - Loss: 0.002064
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+
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+ [2026-04-23 18:36:33] - INFO - root - Dev - Epoch 16
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+
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+ [2026-04-23 18:36:33] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
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+ +---------+-----------+--------+--------+
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+ | trg_I | 0.7476 | 0.7718 | 0.7595 |
269
+ | trg_C | 0.6153 | 0.6372 | 0.6261 |
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+ | arg_I | 0.4804 | 0.4030 | 0.4383 |
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+ | arg_C | 0.4529 | 0.3813 | 0.4140 |
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+ | ec_I | 0.4994 | 0.4849 | 0.4920 |
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+ | ec_C | 0.4994 | 0.4849 | 0.4920 |
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+ +---------+-----------+--------+--------+
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+ [2026-04-23 18:36:33] - INFO - root - Current Best Epoch: 10
276
+ [2026-04-23 18:36:33] - INFO - root - Current Best TC DEV F1: 0.6391
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+ [2026-04-23 18:36:33] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 18:36:33] - INFO - root - Epoch: 17
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+ [2026-04-23 18:40:21] - INFO - root - Train - Epoch 17 - Loss: 0.001902
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+
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+ [2026-04-23 18:48:09] - INFO - root - Dev - Epoch 17
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+
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+ [2026-04-23 18:48:09] - INFO - root -
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+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
286
+ +---------+-----------+--------+--------+
287
+ | trg_I | 0.7401 | 0.7804 | 0.7597 |
288
+ | trg_C | 0.6108 | 0.6450 | 0.6274 |
289
+ | arg_I | 0.4746 | 0.4138 | 0.4421 |
290
+ | arg_C | 0.4475 | 0.3918 | 0.4178 |
291
+ | ec_I | 0.4841 | 0.4975 | 0.4907 |
292
+ | ec_C | 0.4841 | 0.4975 | 0.4907 |
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+ +---------+-----------+--------+--------+
294
+ [2026-04-23 18:48:09] - INFO - root - Current Best Epoch: 10
295
+ [2026-04-23 18:48:09] - INFO - root - Current Best TC DEV F1: 0.6391
296
+ [2026-04-23 18:48:09] - INFO - root - Current Best AC DEV F1: 0.4296
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+ [2026-04-23 18:48:09] - INFO - root - Epoch: 18
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+ [2026-04-23 18:51:55] - INFO - root - Train - Epoch 18 - Loss: 0.001779
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+
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+ [2026-04-23 18:59:43] - INFO - root - Dev - Epoch 18
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+
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+ [2026-04-23 18:59:43] - INFO - root -
303
+ +---------+-----------+--------+--------+
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+ | Metrics | Precision | Recall | F1 |
305
+ +---------+-----------+--------+--------+
306
+ | trg_I | 0.7452 | 0.7836 | 0.7640 |
307
+ | trg_C | 0.6120 | 0.6446 | 0.6279 |
308
+ | arg_I | 0.4879 | 0.4051 | 0.4427 |
309
+ | arg_C | 0.4619 | 0.3850 | 0.4200 |
310
+ | ec_I | 0.4913 | 0.4987 | 0.4950 |
311
+ | ec_C | 0.4913 | 0.4987 | 0.4950 |
312
+ +---------+-----------+--------+--------+
313
+ [2026-04-23 18:59:43] - INFO - root - Current Best Epoch: 10
314
+ [2026-04-23 18:59:43] - INFO - root - Current Best TC DEV F1: 0.6391
315
+ [2026-04-23 18:59:43] - INFO - root - Current Best AC DEV F1: 0.4296
316
+ [2026-04-23 18:59:43] - INFO - root - Epoch: 19
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+ [2026-04-23 19:03:30] - INFO - root - Train - Epoch 19 - Loss: 0.001709
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+
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+ [2026-04-23 19:11:17] - INFO - root - Dev - Epoch 19
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+
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+ [2026-04-23 19:11:17] - INFO - root -
322
+ +---------+-----------+--------+--------+
323
+ | Metrics | Precision | Recall | F1 |
324
+ +---------+-----------+--------+--------+
325
+ | trg_I | 0.7485 | 0.7742 | 0.7612 |
326
+ | trg_C | 0.6154 | 0.6368 | 0.6259 |
327
+ | arg_I | 0.4884 | 0.3993 | 0.4393 |
328
+ | arg_C | 0.4618 | 0.3791 | 0.4164 |
329
+ | ec_I | 0.4962 | 0.4962 | 0.4962 |
330
+ | ec_C | 0.4962 | 0.4962 | 0.4962 |
331
+ +---------+-----------+--------+--------+
332
+ [2026-04-23 19:11:17] - INFO - root - Current Best Epoch: 10
333
+ [2026-04-23 19:11:17] - INFO - root - Current Best TC DEV F1: 0.6391
334
+ [2026-04-23 19:11:17] - INFO - root - Current Best AC DEV F1: 0.4296
335
+ [2026-04-23 19:11:17] - INFO - root - Best epoch: 10
336
+ [2026-04-23 19:11:17] - INFO - root - Best TC DEV F1: 0.6391
337
+ [2026-04-23 19:11:17] - INFO - root - Best AC DEV F1: 0.4296
338
+ [2026-04-23 19:11:17] - INFO - root - {'NONE': 0, 'HTL': 1, 'EAL': 2, 'PUR': 3, 'PRP': 4, 'WKS': 5, 'ITT': 6, 'RWS': 7, 'RWF': 8, 'MDS': 9, 'FIN': 10, 'CMP': 11, 'FAC': 12, 'Aim': 13, 'Condition': 14, 'Dataset': 15, 'Proposer': 16, 'Content': 17, 'Target': 18, 'Researcher': 19, 'Subject': 20, 'BaseComponent': 21, 'TriedComponent': 22, 'Concern': 23, 'Fault': 24, 'Extent': 25, 'Finder': 26, 'Arg1': 27, 'Arg2': 28, 'Result': 29, 'Metrics': 30, 'Object': 31, 'Reason': 32}
339
+ [2026-04-23 19:21:08] - INFO - root - Test
340
+
341
+ [2026-04-23 19:21:08] - INFO - root -
342
+ +---------+-----------+--------+--------+
343
+ | Metrics | Precision | Recall | F1 |
344
+ +---------+-----------+--------+--------+
345
+ | trg_I | 0.7497 | 0.7537 | 0.7517 |
346
+ | trg_C | 0.6363 | 0.6426 | 0.6394 |
347
+ | arg_I | 0.5083 | 0.4100 | 0.4539 |
348
+ | arg_C | 0.4922 | 0.3976 | 0.4399 |
349
+ | ec_I | 0.4901 | 0.4987 | 0.4944 |
350
+ | ec_C | 0.4901 | 0.4987 | 0.4944 |
351
+ +---------+-----------+--------+--------+