84c9d3cc9c2cbcade50a6e0681fd828a
This model is a fine-tuned version of studio-ousia/luke-japanese-base-lite on the contemmcm/hate-speech-and-offensive-language dataset. It achieves the following results on the evaluation set:
- Loss: 0.3314
- Data Size: 1.0
- Epoch Runtime: 57.4905
- Accuracy: 0.8963
- F1 Macro: 0.5965
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 | 1.2909 | 0 | 4.7830 | 0.0601 | 0.0378 |
| No log | 1 | 619 | 0.6936 | 0.0078 | 5.3710 | 0.7672 | 0.2894 |
| No log | 2 | 1238 | 0.6330 | 0.0156 | 5.6596 | 0.7672 | 0.2894 |
| 0.0157 | 3 | 1857 | 0.5222 | 0.0312 | 6.8161 | 0.7675 | 0.2902 |
| 0.0157 | 4 | 2476 | 0.4454 | 0.0625 | 8.4137 | 0.8533 | 0.5406 |
| 0.3886 | 5 | 3095 | 0.3683 | 0.125 | 11.7597 | 0.8685 | 0.5655 |
| 0.03 | 6 | 3714 | 0.3690 | 0.25 | 18.3968 | 0.8825 | 0.5839 |
| 0.3176 | 7 | 4333 | 0.3331 | 0.5 | 31.5896 | 0.8874 | 0.7210 |
| 0.3051 | 8.0 | 4952 | 0.2843 | 1.0 | 58.7464 | 0.9026 | 0.6057 |
| 0.2721 | 9.0 | 5571 | 0.3118 | 1.0 | 57.1358 | 0.8916 | 0.5909 |
| 0.2966 | 10.0 | 6190 | 0.2835 | 1.0 | 56.7888 | 0.9042 | 0.6206 |
| 0.2821 | 11.0 | 6809 | 0.3134 | 1.0 | 57.2508 | 0.9012 | 0.6729 |
| 0.2334 | 12.0 | 7428 | 0.2887 | 1.0 | 56.9849 | 0.9034 | 0.6067 |
| 0.2381 | 13.0 | 8047 | 0.3009 | 1.0 | 57.4678 | 0.9067 | 0.7410 |
| 0.2342 | 14.0 | 8666 | 0.3314 | 1.0 | 57.4905 | 0.8963 | 0.5965 |
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/84c9d3cc9c2cbcade50a6e0681fd828a
Base model
studio-ousia/luke-japanese-base-lite