| [2026-04-23 15:46:15] - INFO - root - |
| { 'batch_size': 2, |
| 'bert_hid_size': 1024, |
| 'bert_learning_rate': 1e-05, |
| 'bert_name': 'roberta-large', |
| 'ckpt': '', |
| 'clip_grad_norm': 1.0, |
| 'config': './config/scievents.json', |
| 'dataset': 'SciEvents', |
| 'dist_emb_size': 20, |
| 'dropout_rate': 0.5, |
| 'epochs': 20, |
| 'gpu': 7, |
| 'grid_channels': 256, |
| 'grid_refine_dropout': 0.1, |
| 'grid_refine_kernel': 3, |
| 'grid_refine_layers': 2, |
| 'learning_rate': 0.001, |
| 'lstm_hid_size': 1024, |
| 'output_dir': './test52', |
| 'seed': 52, |
| 'warm_factor': 0.1, |
| 'weight_decay': 0} |
| [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')]) |
| [2026-04-23 15:46:21] - INFO - root - Loading Data |
| [2026-04-23 15:46:22] - INFO - root - |
| +-------+-----------+ |
| | | documents | |
| +-------+-----------+ |
| | train | 2007 | |
| | dev | 251 | |
| | test | 250 | |
| +-------+-----------+ |
| [2026-04-23 15:47:22] - INFO - root - Building Model |
| [2026-04-23 15:47:27] - INFO - root - Epoch: 0 |
| [2026-04-23 15:51:15] - INFO - root - Train - Epoch 0 - Loss: 0.343684 |
|
|
| [2026-04-23 15:51:15] - INFO - root - Epoch: 1 |
| [2026-04-23 15:55:02] - INFO - root - Train - Epoch 1 - Loss: 0.008802 |
|
|
| [2026-04-23 15:55:02] - INFO - root - Epoch: 2 |
| [2026-04-23 15:58:50] - INFO - root - Train - Epoch 2 - Loss: 0.006436 |
|
|
| [2026-04-23 15:58:50] - INFO - root - Epoch: 3 |
| [2026-04-23 16:02:38] - INFO - root - Train - Epoch 3 - Loss: 0.005670 |
|
|
| [2026-04-23 16:02:38] - INFO - root - Epoch: 4 |
| [2026-04-23 16:06:25] - INFO - root - Train - Epoch 4 - Loss: 0.005247 |
|
|
| [2026-04-23 16:06:25] - INFO - root - Epoch: 5 |
| [2026-04-23 16:10:11] - INFO - root - Train - Epoch 5 - Loss: 0.004925 |
|
|
| [2026-04-23 16:20:00] - INFO - root - Dev - Epoch 5 |
|
|
| [2026-04-23 16:20:00] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.2178 | 0.7321 | 0.3357 | |
| | trg_C | 0.1820 | 0.6131 | 0.2807 | |
| | arg_I | 0.5686 | 0.3270 | 0.4152 | |
| | arg_C | 0.5499 | 0.3167 | 0.4019 | |
| | ec_I | 0.5896 | 0.3854 | 0.4661 | |
| | ec_C | 0.5896 | 0.3854 | 0.4661 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 16:20:14] - INFO - root - Current Best Epoch: 5 |
| [2026-04-23 16:20:14] - INFO - root - Current Best TC DEV F1: 0.2807 |
| [2026-04-23 16:20:14] - INFO - root - Current Best AC DEV F1: 0.4019 |
| [2026-04-23 16:20:14] - INFO - root - Epoch: 6 |
| [2026-04-23 16:24:01] - INFO - root - Train - Epoch 6 - Loss: 0.004595 |
|
|
| [2026-04-23 16:33:26] - INFO - root - Dev - Epoch 6 |
|
|
| [2026-04-23 16:33:26] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7440 | 0.7689 | 0.7562 | |
| | trg_C | 0.6208 | 0.6434 | 0.6319 | |
| | arg_I | 0.5321 | 0.3809 | 0.4440 | |
| | arg_C | 0.5068 | 0.3649 | 0.4243 | |
| | ec_I | 0.5170 | 0.4597 | 0.4867 | |
| | ec_C | 0.5170 | 0.4597 | 0.4867 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 16:33:40] - INFO - root - Current Best Epoch: 6 |
| [2026-04-23 16:33:40] - INFO - root - Current Best TC DEV F1: 0.6319 |
| [2026-04-23 16:33:40] - INFO - root - Current Best AC DEV F1: 0.4243 |
| [2026-04-23 16:33:40] - INFO - root - Epoch: 7 |
| [2026-04-23 16:37:26] - INFO - root - Train - Epoch 7 - Loss: 0.004279 |
|
|
| [2026-04-23 16:46:27] - INFO - root - Dev - Epoch 7 |
|
|
| [2026-04-23 16:46:27] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7880 | 0.7010 | 0.7420 | |
| | trg_C | 0.6680 | 0.5935 | 0.6285 | |
| | arg_I | 0.6028 | 0.2985 | 0.3993 | |
| | arg_C | 0.5888 | 0.2916 | 0.3900 | |
| | ec_I | 0.6004 | 0.4030 | 0.4823 | |
| | ec_C | 0.6004 | 0.4030 | 0.4823 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 16:46:27] - INFO - root - Current Best Epoch: 6 |
| [2026-04-23 16:46:27] - INFO - root - Current Best TC DEV F1: 0.6319 |
| [2026-04-23 16:46:27] - INFO - root - Current Best AC DEV F1: 0.4243 |
| [2026-04-23 16:46:27] - INFO - root - Epoch: 8 |
| [2026-04-23 16:50:13] - INFO - root - Train - Epoch 8 - Loss: 0.003940 |
|
|
| [2026-04-23 16:59:16] - INFO - root - Dev - Epoch 8 |
|
|
| [2026-04-23 16:59:16] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7267 | 0.7861 | 0.7552 | |
| | trg_C | 0.5998 | 0.6536 | 0.6256 | |
| | arg_I | 0.4989 | 0.4055 | 0.4474 | |
| | arg_C | 0.4739 | 0.3861 | 0.4255 | |
| | ec_I | 0.4835 | 0.4987 | 0.4910 | |
| | ec_C | 0.4835 | 0.4987 | 0.4910 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 16:59:16] - INFO - root - Current Best Epoch: 6 |
| [2026-04-23 16:59:16] - INFO - root - Current Best TC DEV F1: 0.6319 |
| [2026-04-23 16:59:16] - INFO - root - Current Best AC DEV F1: 0.4243 |
| [2026-04-23 16:59:16] - INFO - root - Epoch: 9 |
| [2026-04-23 17:03:02] - INFO - root - Train - Epoch 9 - Loss: 0.003647 |
|
|
| [2026-04-23 17:12:02] - INFO - root - Dev - Epoch 9 |
|
|
| [2026-04-23 17:12:02] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7544 | 0.7288 | 0.7414 | |
| | trg_C | 0.6365 | 0.6160 | 0.6261 | |
| | arg_I | 0.5543 | 0.3460 | 0.4261 | |
| | arg_C | 0.5291 | 0.3318 | 0.4078 | |
| | ec_I | 0.5477 | 0.4270 | 0.4798 | |
| | ec_C | 0.5477 | 0.4270 | 0.4798 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 17:12:02] - INFO - root - Current Best Epoch: 6 |
| [2026-04-23 17:12:02] - INFO - root - Current Best TC DEV F1: 0.6319 |
| [2026-04-23 17:12:02] - INFO - root - Current Best AC DEV F1: 0.4243 |
| [2026-04-23 17:12:02] - INFO - root - Epoch: 10 |
| [2026-04-23 17:15:50] - INFO - root - Train - Epoch 10 - Loss: 0.003361 |
|
|
| [2026-04-23 17:24:53] - INFO - root - Dev - Epoch 10 |
|
|
| [2026-04-23 17:24:53] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7600 | 0.7640 | 0.7620 | |
| | trg_C | 0.6376 | 0.6405 | 0.6391 | |
| | arg_I | 0.5107 | 0.4049 | 0.4517 | |
| | arg_C | 0.4850 | 0.3855 | 0.4296 | |
| | ec_I | 0.5103 | 0.5013 | 0.5057 | |
| | ec_C | 0.5103 | 0.5013 | 0.5057 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 17:25:07] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 17:25:07] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 17:25:07] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 17:25:07] - INFO - root - Epoch: 11 |
| [2026-04-23 17:28:53] - INFO - root - Train - Epoch 11 - Loss: 0.003095 |
|
|
| [2026-04-23 17:37:53] - INFO - root - Dev - Epoch 11 |
|
|
| [2026-04-23 17:37:53] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7665 | 0.7587 | 0.7626 | |
| | trg_C | 0.6390 | 0.6319 | 0.6354 | |
| | arg_I | 0.5227 | 0.3868 | 0.4446 | |
| | arg_C | 0.5001 | 0.3713 | 0.4262 | |
| | ec_I | 0.5128 | 0.4786 | 0.4951 | |
| | ec_C | 0.5128 | 0.4786 | 0.4951 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 17:37:53] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 17:37:53] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 17:37:53] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 17:37:53] - INFO - root - Epoch: 12 |
| [2026-04-23 17:41:39] - INFO - root - Train - Epoch 12 - Loss: 0.002864 |
|
|
| [2026-04-23 17:50:15] - INFO - root - Dev - Epoch 12 |
|
|
| [2026-04-23 17:50:15] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7688 | 0.7562 | 0.7625 | |
| | trg_C | 0.6445 | 0.6339 | 0.6392 | |
| | arg_I | 0.5200 | 0.3859 | 0.4430 | |
| | arg_C | 0.4918 | 0.3670 | 0.4203 | |
| | ec_I | 0.5198 | 0.4798 | 0.4990 | |
| | ec_C | 0.5198 | 0.4798 | 0.4990 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 17:50:15] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 17:50:15] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 17:50:15] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 17:50:15] - INFO - root - Epoch: 13 |
| [2026-04-23 17:54:02] - INFO - root - Train - Epoch 13 - Loss: 0.002619 |
|
|
| [2026-04-23 18:01:50] - INFO - root - Dev - Epoch 13 |
|
|
| [2026-04-23 18:01:50] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7493 | 0.7751 | 0.7620 | |
| | trg_C | 0.6217 | 0.6466 | 0.6339 | |
| | arg_I | 0.5067 | 0.3987 | 0.4463 | |
| | arg_C | 0.4801 | 0.3788 | 0.4235 | |
| | ec_I | 0.4874 | 0.4887 | 0.4881 | |
| | ec_C | 0.4874 | 0.4887 | 0.4881 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:01:50] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:01:50] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:01:50] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:01:50] - INFO - root - Epoch: 14 |
| [2026-04-23 18:05:36] - INFO - root - Train - Epoch 14 - Loss: 0.002411 |
|
|
| [2026-04-23 18:13:25] - INFO - root - Dev - Epoch 14 |
|
|
| [2026-04-23 18:13:25] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7631 | 0.7562 | 0.7597 | |
| | trg_C | 0.6345 | 0.6311 | 0.6328 | |
| | arg_I | 0.5080 | 0.3902 | 0.4414 | |
| | arg_C | 0.4823 | 0.3715 | 0.4197 | |
| | ec_I | 0.5070 | 0.4572 | 0.4808 | |
| | ec_C | 0.5070 | 0.4572 | 0.4808 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:13:25] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:13:25] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:13:25] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:13:25] - INFO - root - Epoch: 15 |
| [2026-04-23 18:17:11] - INFO - root - Train - Epoch 15 - Loss: 0.002231 |
|
|
| [2026-04-23 18:24:59] - INFO - root - Dev - Epoch 15 |
|
|
| [2026-04-23 18:24:59] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7455 | 0.7644 | 0.7548 | |
| | trg_C | 0.6199 | 0.6376 | 0.6286 | |
| | arg_I | 0.4913 | 0.4049 | 0.4439 | |
| | arg_C | 0.4666 | 0.3854 | 0.4221 | |
| | ec_I | 0.5117 | 0.4673 | 0.4885 | |
| | ec_C | 0.5117 | 0.4673 | 0.4885 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:24:59] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:24:59] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:24:59] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:24:59] - INFO - root - Epoch: 16 |
| [2026-04-23 18:28:44] - INFO - root - Train - Epoch 16 - Loss: 0.002064 |
|
|
| [2026-04-23 18:36:33] - INFO - root - Dev - Epoch 16 |
|
|
| [2026-04-23 18:36:33] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7476 | 0.7718 | 0.7595 | |
| | trg_C | 0.6153 | 0.6372 | 0.6261 | |
| | arg_I | 0.4804 | 0.4030 | 0.4383 | |
| | arg_C | 0.4529 | 0.3813 | 0.4140 | |
| | ec_I | 0.4994 | 0.4849 | 0.4920 | |
| | ec_C | 0.4994 | 0.4849 | 0.4920 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:36:33] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:36:33] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:36:33] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:36:33] - INFO - root - Epoch: 17 |
| [2026-04-23 18:40:21] - INFO - root - Train - Epoch 17 - Loss: 0.001902 |
|
|
| [2026-04-23 18:48:09] - INFO - root - Dev - Epoch 17 |
|
|
| [2026-04-23 18:48:09] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7401 | 0.7804 | 0.7597 | |
| | trg_C | 0.6108 | 0.6450 | 0.6274 | |
| | arg_I | 0.4746 | 0.4138 | 0.4421 | |
| | arg_C | 0.4475 | 0.3918 | 0.4178 | |
| | ec_I | 0.4841 | 0.4975 | 0.4907 | |
| | ec_C | 0.4841 | 0.4975 | 0.4907 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:48:09] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:48:09] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:48:09] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:48:09] - INFO - root - Epoch: 18 |
| [2026-04-23 18:51:55] - INFO - root - Train - Epoch 18 - Loss: 0.001779 |
|
|
| [2026-04-23 18:59:43] - INFO - root - Dev - Epoch 18 |
|
|
| [2026-04-23 18:59:43] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7452 | 0.7836 | 0.7640 | |
| | trg_C | 0.6120 | 0.6446 | 0.6279 | |
| | arg_I | 0.4879 | 0.4051 | 0.4427 | |
| | arg_C | 0.4619 | 0.3850 | 0.4200 | |
| | ec_I | 0.4913 | 0.4987 | 0.4950 | |
| | ec_C | 0.4913 | 0.4987 | 0.4950 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 18:59:43] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 18:59:43] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 18:59:43] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 18:59:43] - INFO - root - Epoch: 19 |
| [2026-04-23 19:03:30] - INFO - root - Train - Epoch 19 - Loss: 0.001709 |
|
|
| [2026-04-23 19:11:17] - INFO - root - Dev - Epoch 19 |
|
|
| [2026-04-23 19:11:17] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7485 | 0.7742 | 0.7612 | |
| | trg_C | 0.6154 | 0.6368 | 0.6259 | |
| | arg_I | 0.4884 | 0.3993 | 0.4393 | |
| | arg_C | 0.4618 | 0.3791 | 0.4164 | |
| | ec_I | 0.4962 | 0.4962 | 0.4962 | |
| | ec_C | 0.4962 | 0.4962 | 0.4962 | |
| +---------+-----------+--------+--------+ |
| [2026-04-23 19:11:17] - INFO - root - Current Best Epoch: 10 |
| [2026-04-23 19:11:17] - INFO - root - Current Best TC DEV F1: 0.6391 |
| [2026-04-23 19:11:17] - INFO - root - Current Best AC DEV F1: 0.4296 |
| [2026-04-23 19:11:17] - INFO - root - Best epoch: 10 |
| [2026-04-23 19:11:17] - INFO - root - Best TC DEV F1: 0.6391 |
| [2026-04-23 19:11:17] - INFO - root - Best AC DEV F1: 0.4296 |
| [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} |
| [2026-04-23 19:21:08] - INFO - root - Test |
|
|
| [2026-04-23 19:21:08] - INFO - root - |
| +---------+-----------+--------+--------+ |
| | Metrics | Precision | Recall | F1 | |
| +---------+-----------+--------+--------+ |
| | trg_I | 0.7497 | 0.7537 | 0.7517 | |
| | trg_C | 0.6363 | 0.6426 | 0.6394 | |
| | arg_I | 0.5083 | 0.4100 | 0.4539 | |
| | arg_C | 0.4922 | 0.3976 | 0.4399 | |
| | ec_I | 0.4901 | 0.4987 | 0.4944 | |
| | ec_C | 0.4901 | 0.4987 | 0.4944 | |
| +---------+-----------+--------+--------+ |
|
|
