token_fine_tunned_flipkart_2_gl7
This model is a fine-tuned version of vinayak361/token_fine_tunned_flipkart_2_gl on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.7179
- Precision: 0.7122
- Recall: 0.7571
- F1: 0.7340
- Accuracy: 0.7485
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-06
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
Training results
Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|---|---|
No log | 1.0 | 135 | 1.0392 | 0.6634 | 0.7121 | 0.6869 | 0.6982 |
No log | 2.0 | 270 | 0.8567 | 0.6697 | 0.7128 | 0.6906 | 0.7093 |
No log | 3.0 | 405 | 0.8102 | 0.6707 | 0.7204 | 0.6947 | 0.7146 |
0.9223 | 4.0 | 540 | 0.7840 | 0.6860 | 0.7363 | 0.7103 | 0.7253 |
0.9223 | 5.0 | 675 | 0.7668 | 0.6886 | 0.7301 | 0.7088 | 0.7267 |
0.9223 | 6.0 | 810 | 0.7543 | 0.6886 | 0.7329 | 0.7100 | 0.7301 |
0.9223 | 7.0 | 945 | 0.7501 | 0.6997 | 0.7384 | 0.7185 | 0.7340 |
0.708 | 8.0 | 1080 | 0.7383 | 0.6949 | 0.7426 | 0.7180 | 0.7335 |
0.708 | 9.0 | 1215 | 0.7360 | 0.7030 | 0.7453 | 0.7235 | 0.7379 |
0.708 | 10.0 | 1350 | 0.7319 | 0.7048 | 0.7453 | 0.7245 | 0.7389 |
0.708 | 11.0 | 1485 | 0.7306 | 0.7052 | 0.7467 | 0.7254 | 0.7398 |
0.6327 | 12.0 | 1620 | 0.7220 | 0.7049 | 0.7488 | 0.7262 | 0.7413 |
0.6327 | 13.0 | 1755 | 0.7198 | 0.7059 | 0.7509 | 0.7277 | 0.7432 |
0.6327 | 14.0 | 1890 | 0.7203 | 0.7108 | 0.7585 | 0.7338 | 0.7481 |
0.5954 | 15.0 | 2025 | 0.7193 | 0.7118 | 0.7571 | 0.7337 | 0.7481 |
0.5954 | 16.0 | 2160 | 0.7175 | 0.7122 | 0.7585 | 0.7346 | 0.7476 |
0.5954 | 17.0 | 2295 | 0.7176 | 0.7144 | 0.7599 | 0.7364 | 0.7481 |
0.5954 | 18.0 | 2430 | 0.7183 | 0.7153 | 0.7599 | 0.7369 | 0.7490 |
0.5699 | 19.0 | 2565 | 0.7173 | 0.7122 | 0.7571 | 0.7340 | 0.7485 |
0.5699 | 20.0 | 2700 | 0.7179 | 0.7122 | 0.7571 | 0.7340 | 0.7485 |
Framework versions
- Transformers 4.19.2
- Pytorch 1.11.0+cu102
- Datasets 2.2.2
- Tokenizers 0.12.1
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