CoLA-GLoRA-p10-seed10
This model is a fine-tuned version of roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4651
- Matthews Correlation: 0.5131
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: 0.0003
- 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 |
|---|---|---|---|---|
| 0.633 | 0.1866 | 50 | 0.6114 | 0.0 |
| 0.592 | 0.3731 | 100 | 0.5589 | 0.0181 |
| 0.5159 | 0.5597 | 150 | 0.4668 | 0.4326 |
| 0.4747 | 0.7463 | 200 | 0.5425 | 0.4162 |
| 0.4575 | 0.9328 | 250 | 0.5872 | 0.4244 |
| 0.4648 | 1.1194 | 300 | 0.5350 | 0.4884 |
| 0.457 | 1.3060 | 350 | 0.5337 | 0.4724 |
| 0.4637 | 1.4925 | 400 | 0.5031 | 0.4348 |
| 0.4917 | 1.6791 | 450 | 0.4574 | 0.4945 |
| 0.4512 | 1.8657 | 500 | 0.5562 | 0.4730 |
| 0.4516 | 2.0522 | 550 | 0.5141 | 0.4887 |
| 0.4351 | 2.2388 | 600 | 0.5254 | 0.4939 |
| 0.45 | 2.4254 | 650 | 0.4828 | 0.4861 |
| 0.4512 | 2.6119 | 700 | 0.4631 | 0.5016 |
| 0.4396 | 2.7985 | 750 | 0.4803 | 0.5019 |
| 0.4324 | 2.9851 | 800 | 0.4851 | 0.5048 |
| 0.4464 | 3.1716 | 850 | 0.4519 | 0.5004 |
| 0.4142 | 3.3582 | 900 | 0.4713 | 0.4987 |
| 0.428 | 3.5448 | 950 | 0.5957 | 0.4467 |
| 0.4132 | 3.7313 | 1000 | 0.4956 | 0.4965 |
| 0.435 | 3.9179 | 1050 | 0.4751 | 0.5100 |
| 0.4317 | 4.1045 | 1100 | 0.4714 | 0.5100 |
| 0.4017 | 4.2910 | 1150 | 0.4930 | 0.5100 |
| 0.4167 | 4.4776 | 1200 | 0.4651 | 0.5131 |
| 0.4084 | 4.6642 | 1250 | 0.4888 | 0.5073 |
| 0.4189 | 4.8507 | 1300 | 0.4923 | 0.5046 |
Framework versions
- PEFT 0.16.0
- Transformers 4.54.1
- Pytorch 2.5.1+cu121
- Datasets 4.0.0
- Tokenizers 0.21.4
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FacebookAI/roberta-base