meta-llama_Llama-3_2-3B_StereoDetect_Model
This model is a fine-tuned version of meta-llama/Llama-3.2-3B on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2152
- Accuracy: 0.9585
- Balanced Accuracy: 0.9585
- F1 Weighted: 0.9587
- F1 Macro: 0.9590
- Precision: 0.9592
- Recall: 0.9585
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: 0.0001
- train_batch_size: 32
- eval_batch_size: 8
- 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: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Balanced Accuracy | F1 Weighted | F1 Macro | Precision | Recall |
|---|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 190 | 0.3022 | 0.8975 | 0.8992 | 0.8947 | 0.8961 | 0.9154 | 0.8975 |
| No log | 2.0 | 380 | 0.1901 | 0.9182 | 0.9192 | 0.9178 | 0.9186 | 0.9216 | 0.9182 |
| 0.2689 | 3.0 | 570 | 0.1770 | 0.9447 | 0.9454 | 0.9446 | 0.9448 | 0.9455 | 0.9447 |
| 0.2689 | 4.0 | 760 | 0.1929 | 0.9574 | 0.9571 | 0.9575 | 0.9579 | 0.9579 | 0.9574 |
| 0.2689 | 5.0 | 950 | 0.2136 | 0.9551 | 0.9548 | 0.9553 | 0.9556 | 0.9558 | 0.9551 |
| 0.0336 | 6.0 | 1140 | 0.2156 | 0.9574 | 0.9575 | 0.9575 | 0.9579 | 0.9580 | 0.9574 |
| 0.0336 | 7.0 | 1330 | 0.2109 | 0.9574 | 0.9574 | 0.9575 | 0.9577 | 0.9587 | 0.9574 |
| 0.0064 | 8.0 | 1520 | 0.2124 | 0.9574 | 0.9574 | 0.9575 | 0.9579 | 0.9585 | 0.9574 |
| 0.0064 | 9.0 | 1710 | 0.2134 | 0.9562 | 0.9563 | 0.9564 | 0.9568 | 0.9568 | 0.9562 |
| 0.0064 | 10.0 | 1900 | 0.2152 | 0.9585 | 0.9585 | 0.9587 | 0.9590 | 0.9592 | 0.9585 |
Framework versions
- PEFT 0.19.1
- Transformers 5.5.4
- Pytorch 2.5.1+cu121
- Datasets 4.8.3
- Tokenizers 0.22.2
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Base model
meta-llama/Llama-3.2-3B