results1
This model is a fine-tuned version of roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0207
- Accuracy: 0.9960
- Precision: 0.9960
- Recall: 0.9960
- F1: 0.9960
- Roc Auc: 0.9998
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: 1e-05
- train_batch_size: 64
- eval_batch_size: 64
- 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: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 | Roc Auc |
|---|---|---|---|---|---|---|---|---|
| 0.0672 | 0.2202 | 500 | 0.0532 | 0.9832 | 0.9833 | 0.9832 | 0.9832 | 0.9985 |
| 0.0369 | 0.4403 | 1000 | 0.0380 | 0.9886 | 0.9886 | 0.9886 | 0.9886 | 0.9992 |
| 0.0347 | 0.6605 | 1500 | 0.0298 | 0.9910 | 0.9910 | 0.9910 | 0.9910 | 0.9995 |
| 0.0382 | 0.8807 | 2000 | 0.0265 | 0.9922 | 0.9922 | 0.9922 | 0.9922 | 0.9995 |
| 0.0209 | 1.1008 | 2500 | 0.0228 | 0.9942 | 0.9942 | 0.9942 | 0.9942 | 0.9997 |
| 0.0558 | 1.3210 | 3000 | 0.0245 | 0.9947 | 0.9947 | 0.9947 | 0.9947 | 0.9997 |
| 0.0184 | 1.5412 | 3500 | 0.0299 | 0.9931 | 0.9932 | 0.9931 | 0.9931 | 0.9997 |
| 0.0021 | 1.7613 | 4000 | 0.0215 | 0.9949 | 0.9949 | 0.9949 | 0.9949 | 0.9998 |
| 0.0296 | 1.9815 | 4500 | 0.0250 | 0.9936 | 0.9936 | 0.9936 | 0.9936 | 0.9998 |
| 0.0012 | 2.2017 | 5000 | 0.0211 | 0.9955 | 0.9955 | 0.9955 | 0.9955 | 0.9998 |
| 0.0078 | 2.4218 | 5500 | 0.0212 | 0.9961 | 0.9961 | 0.9961 | 0.9961 | 0.9998 |
| 0.0009 | 2.6420 | 6000 | 0.0239 | 0.9952 | 0.9952 | 0.9952 | 0.9952 | 0.9998 |
| 0.0105 | 2.8622 | 6500 | 0.0209 | 0.9956 | 0.9956 | 0.9956 | 0.9956 | 0.9998 |
Framework versions
- Transformers 4.53.3
- Pytorch 2.6.0+cu124
- Datasets 4.4.1
- Tokenizers 0.21.2
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Model tree for Kimata/results1
Base model
FacebookAI/roberta-base