11de6f8e803653f8816fcd27edebb221
This model is a fine-tuned version of google-bert/bert-large-uncased-whole-word-masking-finetuned-squad on the contemmcm/cls_20newsgroups dataset. It achieves the following results on the evaluation set:
- Loss: 3.0606
- Data Size: 1.0
- Epoch Runtime: 70.6902
- Accuracy: 0.0554
- F1 Macro: 0.0053
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 | 3.1249 | 0 | 4.6390 | 0.0423 | 0.0041 |
| No log | 1 | 499 | 3.0526 | 0.0078 | 5.3256 | 0.0590 | 0.0114 |
| 0.0308 | 2 | 998 | 3.0353 | 0.0156 | 6.0687 | 0.0423 | 0.0041 |
| 0.0549 | 3 | 1497 | 3.0356 | 0.0312 | 7.7245 | 0.0423 | 0.0041 |
| 0.103 | 4 | 1996 | 3.0274 | 0.0625 | 10.6392 | 0.0491 | 0.0047 |
| 3.0244 | 5 | 2495 | 3.0212 | 0.125 | 14.2042 | 0.0544 | 0.0052 |
| 3.0273 | 6 | 2994 | 3.0079 | 0.25 | 22.2859 | 0.0532 | 0.0050 |
| 3.0256 | 7 | 3493 | 3.0139 | 0.5 | 38.6885 | 0.0532 | 0.0050 |
| 3.0203 | 8.0 | 3992 | 3.0027 | 1.0 | 71.7315 | 0.0496 | 0.0047 |
| 3.0199 | 9.0 | 4491 | 3.0133 | 1.0 | 70.6367 | 0.0491 | 0.0047 |
| 3.0089 | 10.0 | 4990 | 3.0495 | 1.0 | 70.9631 | 0.0554 | 0.0053 |
| 3.0082 | 11.0 | 5489 | 3.0875 | 1.0 | 70.2922 | 0.0554 | 0.0053 |
| 3.0001 | 12.0 | 5988 | 3.0606 | 1.0 | 70.6902 | 0.0554 | 0.0053 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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