c041c75dca0c8bc4980d6585532db62d
This model is a fine-tuned version of studio-ousia/mluke-base on the contemmcm/hate-speech-and-offensive-language dataset. It achieves the following results on the evaluation set:
- Loss: 0.3713
- Data Size: 1.0
- Epoch Runtime: 61.1592
- Accuracy: 0.8965
- F1 Macro: 0.7657
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 | 1.1531 | 0 | 4.7156 | 0.1392 | 0.1209 |
| No log | 1 | 619 | 0.6623 | 0.0078 | 5.6347 | 0.7672 | 0.2894 |
| No log | 2 | 1238 | 0.5114 | 0.0156 | 6.2268 | 0.7672 | 0.2894 |
| 0.0134 | 3 | 1857 | 0.5262 | 0.0312 | 7.9864 | 0.8492 | 0.5263 |
| 0.0134 | 4 | 2476 | 0.3720 | 0.0625 | 9.5942 | 0.8787 | 0.5868 |
| 0.3224 | 5 | 3095 | 0.3131 | 0.125 | 13.1882 | 0.8896 | 0.6428 |
| 0.0257 | 6 | 3714 | 0.2965 | 0.25 | 20.0564 | 0.9040 | 0.6242 |
| 0.28 | 7 | 4333 | 0.2908 | 0.5 | 33.8166 | 0.8931 | 0.7616 |
| 0.2414 | 8.0 | 4952 | 0.2653 | 1.0 | 61.9556 | 0.9166 | 0.7512 |
| 0.2027 | 9.0 | 5571 | 0.2671 | 1.0 | 61.2309 | 0.9156 | 0.7645 |
| 0.1801 | 10.0 | 6190 | 0.2772 | 1.0 | 64.1174 | 0.9060 | 0.7749 |
| 0.166 | 11.0 | 6809 | 0.3143 | 1.0 | 61.4627 | 0.9093 | 0.7569 |
| 0.1185 | 12.0 | 7428 | 0.3713 | 1.0 | 61.1592 | 0.8965 | 0.7657 |
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/c041c75dca0c8bc4980d6585532db62d
Base model
studio-ousia/mluke-base