16052025_xlm_roberta_large_test_linsearch_only_abstract
This model is a fine-tuned version of FacebookAI/xlm-roberta-large on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.3318
- Accuracy: 0.5931
- F1 Macro: 0.5650
- Precision Macro: 0.5755
- Recall Macro: 0.5602
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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- 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
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Macro | Precision Macro | Recall Macro |
---|---|---|---|---|---|---|---|
1.3362 | 0.9999 | 7024 | 1.3026 | 0.5520 | 0.4904 | 0.5266 | 0.4959 |
1.2241 | 1.9999 | 14048 | 1.2036 | 0.5773 | 0.5348 | 0.5535 | 0.5395 |
1.1337 | 2.9999 | 21072 | 1.1903 | 0.5760 | 0.5303 | 0.5466 | 0.5278 |
1.069 | 3.9999 | 28096 | 1.1570 | 0.5876 | 0.5418 | 0.5564 | 0.5439 |
0.9832 | 4.9999 | 35120 | 1.1723 | 0.5872 | 0.5461 | 0.5570 | 0.5461 |
0.9197 | 5.9999 | 42144 | 1.1752 | 0.5871 | 0.5455 | 0.5456 | 0.5572 |
0.8278 | 6.9999 | 49168 | 1.2078 | 0.5928 | 0.5537 | 0.5616 | 0.5589 |
0.7568 | 7.9999 | 56192 | 1.2398 | 0.5923 | 0.5563 | 0.5612 | 0.5568 |
0.6863 | 8.9999 | 63216 | 1.2840 | 0.5937 | 0.5556 | 0.5723 | 0.5465 |
0.63 | 9.9999 | 70240 | 1.3318 | 0.5931 | 0.5650 | 0.5755 | 0.5602 |
Framework versions
- Transformers 4.48.0
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
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Base model
FacebookAI/xlm-roberta-large