indobert-base-uncased-multilabel-indonesian-hate-speech-modified
This model is a fine-tuned version of indolem/indobert-base-uncased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2436
- F1: 0.8109
- Roc Auc: 0.8892
- Accuracy: 0.7441
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: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 15
Training results
Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
---|---|---|---|---|---|---|
0.2535 | 1.0 | 1317 | 0.2123 | 0.7337 | 0.8153 | 0.6226 |
0.1826 | 2.0 | 2634 | 0.2049 | 0.7763 | 0.8740 | 0.6409 |
0.1362 | 3.0 | 3951 | 0.2119 | 0.7857 | 0.8562 | 0.7153 |
0.1015 | 4.0 | 5268 | 0.2060 | 0.8052 | 0.8761 | 0.7411 |
0.0779 | 5.0 | 6585 | 0.2436 | 0.8109 | 0.8892 | 0.7441 |
0.0545 | 6.0 | 7902 | 0.2792 | 0.8010 | 0.8862 | 0.7342 |
0.0421 | 7.0 | 9219 | 0.2926 | 0.8059 | 0.8802 | 0.7441 |
0.03 | 8.0 | 10536 | 0.3343 | 0.7964 | 0.8904 | 0.7289 |
0.024 | 9.0 | 11853 | 0.3413 | 0.8061 | 0.8929 | 0.7441 |
0.0169 | 10.0 | 13170 | 0.3411 | 0.8104 | 0.8865 | 0.7517 |
0.0155 | 11.0 | 14487 | 0.3545 | 0.7996 | 0.8808 | 0.7335 |
0.0127 | 12.0 | 15804 | 0.3670 | 0.8107 | 0.8910 | 0.7472 |
0.0104 | 13.0 | 17121 | 0.3665 | 0.8065 | 0.8840 | 0.7456 |
0.0059 | 14.0 | 18438 | 0.3794 | 0.8074 | 0.8868 | 0.7525 |
0.0048 | 15.0 | 19755 | 0.3848 | 0.8075 | 0.8864 | 0.7502 |
Framework versions
- Transformers 4.51.3
- Pytorch 2.7.0+cu128
- Datasets 3.6.0
- Tokenizers 0.21.1
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Model tree for PaceKW/indobert-base-uncased-multilabel-indonesian-hate-speech-modified
Base model
indolem/indobert-base-uncased