tuning-sentiment-5cdviso
This model is a fine-tuned version of 5CD-AI/Vietnamese-Sentiment-visobert on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1095
- Accuracy: 0.9778
- F1: 0.9780
- Precision: 0.9780
- Recall: 0.9781
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use 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: 3
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
---|---|---|---|---|---|---|---|
0.5372 | 0.2457 | 100 | 0.3840 | 0.8572 | 0.8542 | 0.8716 | 0.8510 |
0.3776 | 0.4914 | 200 | 0.2550 | 0.9058 | 0.9069 | 0.9066 | 0.9075 |
0.3333 | 0.7371 | 300 | 0.2245 | 0.9169 | 0.9181 | 0.9184 | 0.9196 |
0.3303 | 0.9828 | 400 | 0.1704 | 0.9471 | 0.9475 | 0.9483 | 0.9468 |
0.2117 | 1.2285 | 500 | 0.1635 | 0.9458 | 0.9464 | 0.9459 | 0.9471 |
0.2127 | 1.4742 | 600 | 0.1304 | 0.9538 | 0.9539 | 0.9550 | 0.9531 |
0.2021 | 1.7199 | 700 | 0.1385 | 0.9631 | 0.9634 | 0.9627 | 0.9647 |
0.2121 | 1.9656 | 800 | 0.1095 | 0.9655 | 0.9659 | 0.9651 | 0.9673 |
0.1499 | 2.2113 | 900 | 0.1195 | 0.9705 | 0.9708 | 0.9699 | 0.9723 |
0.1323 | 2.4570 | 1000 | 0.1101 | 0.976 | 0.9762 | 0.9757 | 0.9768 |
0.1566 | 2.7027 | 1100 | 0.1125 | 0.9772 | 0.9774 | 0.9776 | 0.9772 |
0.144 | 2.9484 | 1200 | 0.1097 | 0.9778 | 0.9780 | 0.9781 | 0.9780 |
Framework versions
- Transformers 4.47.0
- Pytorch 2.5.1+cu121
- Datasets 3.3.1
- Tokenizers 0.21.0
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Base model
5CD-AI/Vietnamese-Sentiment-visobert