modernbert-match-user-51986
This model is a fine-tuned version of answerdotai/ModernBERT-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.7522
- Accuracy: 0.7039
- F1: 0.6655
- Precision: 0.6622
- Recall: 0.7039
- F1 Class 0: 0.4828
- F1 Class 1: 0.1538
- F1 Class 2: 0.4348
- F1 Class 3: 0.1905
- F1 Class 4: 0.8440
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
- 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: cosine_with_restarts
- lr_scheduler_warmup_steps: 152
- num_epochs: 10
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | F1 Class 0 | F1 Class 1 | F1 Class 2 | F1 Class 3 | F1 Class 4 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1385 | 1.0 | 152 | 1.2427 | 0.6513 | 0.5138 | 0.4242 | 0.6513 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7888 |
1.1658 | 2.0 | 304 | 1.0921 | 0.6447 | 0.5674 | 0.5360 | 0.6447 | 0.3478 | 0.0870 | 0.0 | 0.0 | 0.8017 |
0.8323 | 3.0 | 456 | 1.0641 | 0.6842 | 0.5999 | 0.6424 | 0.6842 | 0.2105 | 0.0 | 0.25 | 0.2105 | 0.8270 |
0.8061 | 4.0 | 608 | 1.9329 | 0.6645 | 0.5542 | 0.5596 | 0.6645 | 0.2105 | 0.0 | 0.0 | 0.0 | 0.8148 |
0.5515 | 5.0 | 760 | 1.6124 | 0.6579 | 0.6279 | 0.6295 | 0.6579 | 0.4242 | 0.3636 | 0.1818 | 0.1333 | 0.8113 |
0.4166 | 6.0 | 912 | 1.7522 | 0.7039 | 0.6655 | 0.6622 | 0.7039 | 0.4828 | 0.1538 | 0.4348 | 0.1905 | 0.8440 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.6.0
- Datasets 2.21.0
- Tokenizers 0.21.0
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Model tree for matiashoyl/modernbert-match-user-51986
Base model
answerdotai/ModernBERT-base