trainer_output
This model is a fine-tuned version of AlexeySorokin/ossbert-onc-unlab-from_multilingual-bs64-5epochs on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.3347
- Accuracy: 95.4303
- Sentence accuracy: 59.6330
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
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Sentence accuracy |
|---|---|---|---|---|---|
| 1.078 | 0.9158 | 500 | 0.4205 | 90.6601 | 40.9174 |
| 0.3523 | 1.8315 | 1000 | 0.3095 | 93.0652 | 49.3578 |
| 0.2309 | 2.7473 | 1500 | 0.2662 | 93.8669 | 53.2110 |
| 0.1617 | 3.6630 | 2000 | 0.2546 | 94.4548 | 53.9450 |
| 0.1228 | 4.5788 | 2500 | 0.2582 | 94.6686 | 55.4128 |
| 0.0914 | 5.4945 | 3000 | 0.2701 | 94.7622 | 55.5963 |
| 0.0714 | 6.4103 | 3500 | 0.2675 | 94.8290 | 57.2477 |
| 0.0538 | 7.3260 | 4000 | 0.2810 | 94.9893 | 58.1651 |
| 0.0381 | 8.2418 | 4500 | 0.2897 | 94.8824 | 56.5138 |
| 0.0306 | 9.1575 | 5000 | 0.3038 | 94.9626 | 56.6972 |
| 0.0223 | 10.0733 | 5500 | 0.2998 | 95.4570 | 59.6330 |
| 0.0164 | 10.9890 | 6000 | 0.2990 | 95.1897 | 57.7982 |
| 0.0116 | 11.9048 | 6500 | 0.3082 | 95.4035 | 59.6330 |
| 0.0089 | 12.8205 | 7000 | 0.3087 | 95.5505 | 60.5505 |
| 0.0071 | 13.7363 | 7500 | 0.3134 | 95.4035 | 59.4495 |
| 0.0058 | 14.6520 | 8000 | 0.3157 | 95.4570 | 60.0 |
| 0.0046 | 15.5678 | 8500 | 0.3311 | 95.5104 | 61.1009 |
| 0.0038 | 16.4835 | 9000 | 0.3332 | 95.3634 | 59.2661 |
| 0.0027 | 17.3993 | 9500 | 0.3347 | 95.4303 | 59.6330 |
Framework versions
- Transformers 4.57.3
- Pytorch 2.10.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for ania3000/ossbert-morph-final
Base model
google-bert/bert-base-multilingual-cased