11dd5bce6aefed726325d637d7914c10
This model is a fine-tuned version of studio-ousia/mluke-base-lite on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.4248
- Data Size: 1.0
- Epoch Runtime: 48.9494
- Accuracy: 0.8926
- F1 Macro: 0.8923
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 | 2.9995 | 0 | 3.7480 | 0.0590 | 0.0213 |
| No log | 1 | 499 | 3.0035 | 0.0078 | 4.4587 | 0.0837 | 0.0283 |
| 0.0296 | 2 | 998 | 2.7713 | 0.0156 | 4.8309 | 0.2228 | 0.1684 |
| 0.0522 | 3 | 1497 | 2.0281 | 0.0312 | 6.0604 | 0.5597 | 0.5183 |
| 0.0807 | 4 | 1996 | 1.2187 | 0.0625 | 7.7718 | 0.6721 | 0.6565 |
| 1.0848 | 5 | 2495 | 0.8341 | 0.125 | 10.6203 | 0.7490 | 0.7333 |
| 0.6901 | 6 | 2994 | 0.6131 | 0.25 | 16.5225 | 0.7959 | 0.7843 |
| 0.5116 | 7 | 3493 | 0.4907 | 0.5 | 27.4050 | 0.8432 | 0.8427 |
| 0.3597 | 8.0 | 3992 | 0.3928 | 1.0 | 49.7849 | 0.8732 | 0.8722 |
| 0.2877 | 9.0 | 4491 | 0.4060 | 1.0 | 49.7398 | 0.8712 | 0.8696 |
| 0.1741 | 10.0 | 4990 | 0.4009 | 1.0 | 50.4551 | 0.8856 | 0.8840 |
| 0.1474 | 11.0 | 5489 | 0.4299 | 1.0 | 48.6970 | 0.8884 | 0.8873 |
| 0.1441 | 12.0 | 5988 | 0.4248 | 1.0 | 48.9494 | 0.8926 | 0.8923 |
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/11dd5bce6aefed726325d637d7914c10
Base model
studio-ousia/mluke-base-lite