indobert-base-uncased-multilabel-indonesian-hate-speech-new
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: 0.3543
- F1: 0.7722
- Roc Auc: 0.8657
- Accuracy: 0.7010
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 |
---|---|---|---|---|---|---|
0.3501 | 1.0 | 659 | 0.2838 | 0.6629 | 0.8057 | 0.5313 |
0.2605 | 2.0 | 1318 | 0.2387 | 0.7122 | 0.8282 | 0.5687 |
0.2164 | 3.0 | 1977 | 0.2381 | 0.7231 | 0.8249 | 0.6355 |
0.1468 | 4.0 | 2636 | 0.2437 | 0.7455 | 0.8429 | 0.6524 |
0.1172 | 5.0 | 3295 | 0.2534 | 0.7517 | 0.8422 | 0.6553 |
0.1019 | 6.0 | 3954 | 0.2661 | 0.7545 | 0.8481 | 0.6557 |
0.0695 | 7.0 | 4613 | 0.2833 | 0.7597 | 0.8512 | 0.6735 |
0.0568 | 8.0 | 5272 | 0.2976 | 0.7615 | 0.8553 | 0.6824 |
0.0508 | 9.0 | 5931 | 0.3146 | 0.7649 | 0.8602 | 0.6809 |
0.0366 | 10.0 | 6590 | 0.3294 | 0.7583 | 0.8454 | 0.6929 |
0.0299 | 11.0 | 7249 | 0.3407 | 0.7667 | 0.8626 | 0.6875 |
0.0262 | 12.0 | 7908 | 0.3437 | 0.7706 | 0.8622 | 0.6940 |
0.0195 | 13.0 | 8567 | 0.3481 | 0.7707 | 0.8603 | 0.7010 |
0.0176 | 14.0 | 9226 | 0.3543 | 0.7722 | 0.8657 | 0.7010 |
0.0151 | 15.0 | 9885 | 0.3566 | 0.7711 | 0.8642 | 0.6978 |
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-new
Base model
indolem/indobert-base-uncased