xlm-roberta-base-sun-MICRO
This model is a fine-tuned version of FacebookAI/xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2865
- F1: 0.7748
- Roc Auc: 0.8504
- Accuracy: 0.6122
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- num_epochs: 20
Training results
Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
---|---|---|---|---|---|---|
0.3514 | 1.0 | 103 | 0.3448 | 0.6745 | 0.7760 | 0.5707 |
0.3815 | 2.0 | 206 | 0.3401 | 0.6745 | 0.7760 | 0.5707 |
0.3462 | 3.0 | 309 | 0.3261 | 0.6745 | 0.7760 | 0.5707 |
0.2737 | 4.0 | 412 | 0.2872 | 0.7345 | 0.8100 | 0.6293 |
0.2769 | 5.0 | 515 | 0.2814 | 0.7457 | 0.8167 | 0.6390 |
0.2756 | 6.0 | 618 | 0.2670 | 0.7297 | 0.8008 | 0.6049 |
0.2228 | 7.0 | 721 | 0.2704 | 0.7489 | 0.8193 | 0.6244 |
0.2371 | 8.0 | 824 | 0.2540 | 0.7570 | 0.8204 | 0.6390 |
0.2084 | 9.0 | 927 | 0.2684 | 0.7613 | 0.8415 | 0.5902 |
0.1813 | 10.0 | 1030 | 0.2678 | 0.7678 | 0.8415 | 0.6268 |
0.1993 | 11.0 | 1133 | 0.2720 | 0.7654 | 0.8396 | 0.6122 |
0.1738 | 12.0 | 1236 | 0.2725 | 0.7698 | 0.8427 | 0.6122 |
0.1558 | 13.0 | 1339 | 0.2886 | 0.7626 | 0.8381 | 0.6122 |
0.1579 | 14.0 | 1442 | 0.2784 | 0.7624 | 0.8413 | 0.6 |
0.1581 | 15.0 | 1545 | 0.2874 | 0.7700 | 0.8493 | 0.6024 |
0.1276 | 16.0 | 1648 | 0.2868 | 0.7697 | 0.8470 | 0.6024 |
0.1325 | 17.0 | 1751 | 0.2865 | 0.7748 | 0.8504 | 0.6122 |
0.1254 | 18.0 | 1854 | 0.2881 | 0.7671 | 0.8440 | 0.6049 |
0.1453 | 19.0 | 1957 | 0.2882 | 0.7695 | 0.8459 | 0.6073 |
0.1161 | 20.0 | 2060 | 0.2881 | 0.7663 | 0.8437 | 0.6024 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.0
- Datasets 3.0.1
- Tokenizers 0.20.0
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Base model
FacebookAI/xlm-roberta-base