e7bb178e2bc7fc75cc2d4a0b5b3c9d0e
This model is a fine-tuned version of studio-ousia/luke-japanese-base-lite on the contemmcm/trec dataset. It achieves the following results on the evaluation set:
- Loss: 0.6920
- Data Size: 1.0
- Epoch Runtime: 16.0995
- Accuracy: 0.8729
- F1 Macro: 0.8785
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 1.8820 | 0 | 0.9626 | 0.0187 | 0.0061 |
| No log | 1 | 170 | 1.6869 | 0.0078 | 1.3342 | 0.2771 | 0.0723 |
| No log | 2 | 340 | 1.7056 | 0.0156 | 1.4156 | 0.2708 | 0.1529 |
| No log | 3 | 510 | 1.5791 | 0.0312 | 1.7958 | 0.3417 | 0.1788 |
| No log | 4 | 680 | 1.3250 | 0.0625 | 2.3804 | 0.5021 | 0.3641 |
| 0.0874 | 5 | 850 | 1.1021 | 0.125 | 3.3720 | 0.6062 | 0.5003 |
| 0.0874 | 6 | 1020 | 0.7524 | 0.25 | 5.2847 | 0.7375 | 0.6224 |
| 0.8323 | 7 | 1190 | 0.6923 | 0.5 | 9.0704 | 0.7729 | 0.6255 |
| 0.5854 | 8.0 | 1360 | 0.5847 | 1.0 | 16.9204 | 0.8083 | 0.8035 |
| 0.4273 | 9.0 | 1530 | 0.3785 | 1.0 | 16.3701 | 0.8792 | 0.8733 |
| 0.3629 | 10.0 | 1700 | 0.5134 | 1.0 | 17.0866 | 0.8479 | 0.8539 |
| 0.2921 | 11.0 | 1870 | 0.3418 | 1.0 | 16.1928 | 0.8958 | 0.8992 |
| 0.197 | 12.0 | 2040 | 0.4025 | 1.0 | 16.1521 | 0.8792 | 0.8866 |
| 0.1747 | 13.0 | 2210 | 0.5681 | 1.0 | 16.7271 | 0.8708 | 0.8837 |
| 0.1765 | 14.0 | 2380 | 0.4541 | 1.0 | 16.3702 | 0.8896 | 0.8954 |
| 0.1162 | 15.0 | 2550 | 0.6920 | 1.0 | 16.0995 | 0.8729 | 0.8785 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/e7bb178e2bc7fc75cc2d4a0b5b3c9d0e
Base model
studio-ousia/luke-japanese-base-lite