42a65fd48de66f192cd402a6b27a571f
This model is a fine-tuned version of studio-ousia/mluke-large on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.4315
- Data Size: 1.0
- Epoch Runtime: 108.3309
- Accuracy: 0.9007
- F1 Macro: 0.8998
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 | 2.9973 | 0 | 7.4357 | 0.0524 | 0.0092 |
| No log | 1 | 499 | 3.0007 | 0.0078 | 8.5477 | 0.0572 | 0.0095 |
| 0.0301 | 2 | 998 | 2.9950 | 0.0156 | 10.0454 | 0.0832 | 0.0156 |
| 0.0542 | 3 | 1497 | 2.9034 | 0.0312 | 12.3663 | 0.2563 | 0.1907 |
| 0.0991 | 4 | 1996 | 1.8552 | 0.0625 | 16.4831 | 0.5010 | 0.4385 |
| 1.4812 | 5 | 2495 | 0.9915 | 0.125 | 23.1119 | 0.7122 | 0.7016 |
| 0.7185 | 6 | 2994 | 0.6801 | 0.25 | 35.9759 | 0.7870 | 0.7783 |
| 0.51 | 7 | 3493 | 0.4781 | 0.5 | 60.4961 | 0.8490 | 0.8476 |
| 0.3528 | 8.0 | 3992 | 0.4085 | 1.0 | 111.7089 | 0.8821 | 0.8826 |
| 0.3077 | 9.0 | 4491 | 0.4047 | 1.0 | 108.8379 | 0.8808 | 0.8786 |
| 0.2234 | 10.0 | 4990 | 0.4096 | 1.0 | 109.3024 | 0.8866 | 0.8850 |
| 0.1961 | 11.0 | 5489 | 0.4076 | 1.0 | 109.2466 | 0.8947 | 0.8940 |
| 0.1454 | 12.0 | 5988 | 0.4393 | 1.0 | 108.9655 | 0.8909 | 0.8904 |
| 0.1222 | 13.0 | 6487 | 0.4315 | 1.0 | 108.3309 | 0.9007 | 0.8998 |
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/42a65fd48de66f192cd402a6b27a571f
Base model
studio-ousia/mluke-large