m-minilm-l12-h384-dra-tam-ai-gen-review-classification-finetune
This model is a fine-tuned version of microsoft/Multilingual-MiniLM-L12-H384 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2645
- Accuracy: 0.92
- F1: 0.9197
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: 128
- eval_batch_size: 128
- 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: 6
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
---|---|---|---|---|---|
0.693 | 0.3333 | 2 | 0.6873 | 0.9444 | 0.9443 |
0.6837 | 0.6667 | 4 | 0.6665 | 0.8827 | 0.8811 |
0.6549 | 1.0 | 6 | 0.6281 | 0.9012 | 0.9003 |
0.6176 | 1.3333 | 8 | 0.5559 | 0.9259 | 0.9255 |
0.5435 | 1.6667 | 10 | 0.4569 | 0.9568 | 0.9568 |
0.4427 | 2.0 | 12 | 0.3831 | 0.9630 | 0.9629 |
0.378 | 2.3333 | 14 | 0.3179 | 0.9691 | 0.9691 |
0.3193 | 2.6667 | 16 | 0.2640 | 0.9753 | 0.9753 |
0.2508 | 3.0 | 18 | 0.2314 | 0.9815 | 0.9815 |
0.2473 | 3.3333 | 20 | 0.2128 | 0.9815 | 0.9815 |
0.2253 | 3.6667 | 22 | 0.1980 | 0.9815 | 0.9815 |
0.1778 | 4.0 | 24 | 0.1823 | 0.9815 | 0.9815 |
0.1924 | 4.3333 | 26 | 0.1721 | 0.9815 | 0.9815 |
0.1731 | 4.6667 | 28 | 0.1634 | 0.9877 | 0.9877 |
0.1527 | 5.0 | 30 | 0.1580 | 0.9877 | 0.9877 |
0.1466 | 5.3333 | 32 | 0.1544 | 0.9877 | 0.9877 |
0.1809 | 5.6667 | 34 | 0.1517 | 0.9877 | 0.9877 |
0.1339 | 6.0 | 36 | 0.1509 | 0.9877 | 0.9877 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
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Model tree for livinNector/m-minilm-l12-h384-dra-tam-ai-gen-review-classification-finetune
Base model
microsoft/Multilingual-MiniLM-L12-H384