185e230313922b7a40e98231632dec76
This model is a fine-tuned version of distilbert/distilbert-base-uncased-distilled-squad on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 0.5163
- Data Size: 1.0
- Epoch Runtime: 16.0121
- Accuracy: 0.8843
- F1 Macro: 0.8841
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 | 2.9986 | 0 | 1.6946 | 0.0554 | 0.0188 |
| No log | 1 | 499 | 3.0017 | 0.0078 | 2.0341 | 0.0517 | 0.0049 |
| 0.03 | 2 | 998 | 2.9965 | 0.0156 | 2.0998 | 0.0675 | 0.0130 |
| 0.0541 | 3 | 1497 | 2.9538 | 0.0312 | 2.3147 | 0.0718 | 0.0294 |
| 0.1012 | 4 | 1996 | 2.2237 | 0.0625 | 2.8324 | 0.3319 | 0.2569 |
| 1.7604 | 5 | 2495 | 1.2200 | 0.125 | 3.6229 | 0.6474 | 0.6043 |
| 0.8464 | 6 | 2994 | 0.7306 | 0.25 | 5.3783 | 0.7649 | 0.7437 |
| 0.5582 | 7 | 3493 | 0.5086 | 0.5 | 9.1266 | 0.8448 | 0.8438 |
| 0.3886 | 8.0 | 3992 | 0.4048 | 1.0 | 16.4705 | 0.8778 | 0.8780 |
| 0.2512 | 9.0 | 4491 | 0.4063 | 1.0 | 16.3345 | 0.8722 | 0.8691 |
| 0.1763 | 10.0 | 4990 | 0.4324 | 1.0 | 16.0892 | 0.8790 | 0.8763 |
| 0.1473 | 11.0 | 5489 | 0.4789 | 1.0 | 16.0381 | 0.8765 | 0.8732 |
| 0.1211 | 12.0 | 5988 | 0.5163 | 1.0 | 16.0121 | 0.8843 | 0.8841 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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