roberta-base-continual-kennedy2020constructing-S0T0
This model is a fine-tuned version of FacebookAI/roberta-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.0370
- Accuracy: 0.5467
- Roc Auc: 0.7213
- Micro Precision: 0.5467
- Macro Precision: 0.5594
- Weighted Precision: 0.5594
- Micro Recall: 0.5467
- Macro Recall: 0.5467
- Weighted Recall: 0.5467
- Micro F1: 0.5467
- Macro F1: 0.5357
- Weighted F1: 0.5357
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: 2e-05
- train_batch_size: 32
- eval_batch_size: 64
- 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
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Roc Auc | Micro Precision | Macro Precision | Weighted Precision | Micro Recall | Macro Recall | Weighted Recall | Micro F1 | Macro F1 | Weighted F1 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
No log | 1.0 | 67 | 1.2564 | 0.3333 | 0.6979 | 0.3333 | 0.1111 | 0.1111 | 0.3333 | 0.3333 | 0.3333 | 0.3333 | 0.1667 | 0.1667 |
No log | 2.0 | 134 | 1.0816 | 0.5 | 0.7139 | 0.5 | 0.3326 | 0.3326 | 0.5 | 0.5 | 0.5 | 0.5 | 0.3992 | 0.3992 |
No log | 3.0 | 201 | 1.3762 | 0.4667 | 0.7282 | 0.4667 | 0.4991 | 0.4991 | 0.4667 | 0.4667 | 0.4667 | 0.4667 | 0.4301 | 0.4301 |
No log | 4.0 | 268 | 1.2988 | 0.4933 | 0.7387 | 0.4933 | 0.4845 | 0.4845 | 0.4933 | 0.4933 | 0.4933 | 0.4933 | 0.4633 | 0.4633 |
No log | 5.0 | 335 | 1.6177 | 0.5067 | 0.7195 | 0.5067 | 0.5205 | 0.5205 | 0.5067 | 0.5067 | 0.5067 | 0.5067 | 0.4792 | 0.4792 |
No log | 6.0 | 402 | 1.8167 | 0.5067 | 0.7207 | 0.5067 | 0.5282 | 0.5282 | 0.5067 | 0.5067 | 0.5067 | 0.5067 | 0.4867 | 0.4867 |
No log | 7.0 | 469 | 1.9179 | 0.5533 | 0.723 | 0.5533 | 0.5811 | 0.5811 | 0.5533 | 0.5533 | 0.5533 | 0.5533 | 0.5352 | 0.5352 |
0.429 | 8.0 | 536 | 1.8665 | 0.5267 | 0.7226 | 0.5267 | 0.5286 | 0.5286 | 0.5267 | 0.5267 | 0.5267 | 0.5267 | 0.5174 | 0.5174 |
0.429 | 9.0 | 603 | 2.0073 | 0.5333 | 0.7238 | 0.5333 | 0.5487 | 0.5487 | 0.5333 | 0.5333 | 0.5333 | 0.5333 | 0.5207 | 0.5207 |
0.429 | 10.0 | 670 | 2.0370 | 0.5467 | 0.7213 | 0.5467 | 0.5594 | 0.5594 | 0.5467 | 0.5467 | 0.5467 | 0.5467 | 0.5357 | 0.5357 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.6.0+cu124
- Datasets 3.3.2
- Tokenizers 0.21.0
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FacebookAI/roberta-base