CoLA-FULL_FT-seed52
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.5096
- Matthews Correlation: 0.6243
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: 3e-05
- train_batch_size: 32
- eval_batch_size: 32
- 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: 5
Training results
Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
---|---|---|---|---|
0.601 | 0.1866 | 50 | 0.5357 | 0.3677 |
0.4939 | 0.3731 | 100 | 0.4507 | 0.5107 |
0.4695 | 0.5597 | 150 | 0.5413 | 0.5023 |
0.4575 | 0.7463 | 200 | 0.4571 | 0.4852 |
0.4168 | 0.9328 | 250 | 0.5088 | 0.4793 |
0.3487 | 1.1194 | 300 | 0.5122 | 0.5129 |
0.3246 | 1.3060 | 350 | 0.4747 | 0.5547 |
0.3062 | 1.4925 | 400 | 0.4388 | 0.5679 |
0.329 | 1.6791 | 450 | 0.4701 | 0.5600 |
0.2978 | 1.8657 | 500 | 0.4991 | 0.5206 |
0.2628 | 2.0522 | 550 | 0.6130 | 0.5366 |
0.1783 | 2.2388 | 600 | 0.5369 | 0.5880 |
0.218 | 2.4254 | 650 | 0.5440 | 0.6035 |
0.2125 | 2.6119 | 700 | 0.5582 | 0.5994 |
0.1886 | 2.7985 | 750 | 0.5096 | 0.6243 |
0.1935 | 2.9851 | 800 | 0.5404 | 0.5727 |
0.1393 | 3.1716 | 850 | 0.5751 | 0.6026 |
0.1425 | 3.3582 | 900 | 0.5575 | 0.6046 |
0.1289 | 3.5448 | 950 | 0.8048 | 0.5296 |
0.1262 | 3.7313 | 1000 | 0.6417 | 0.5976 |
0.1313 | 3.9179 | 1050 | 0.5886 | 0.6012 |
0.1145 | 4.1045 | 1100 | 0.7044 | 0.5992 |
0.0759 | 4.2910 | 1150 | 0.7681 | 0.5957 |
0.0932 | 4.4776 | 1200 | 0.7648 | 0.5946 |
0.0686 | 4.6642 | 1250 | 0.7940 | 0.5889 |
0.0758 | 4.8507 | 1300 | 0.8412 | 0.5981 |
Framework versions
- Transformers 4.54.1
- Pytorch 2.5.1+cu121
- Datasets 4.0.0
- Tokenizers 0.21.4
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