modernbert-match-user-53003
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: 2.0471
- Accuracy: 0.6158
- F1: 0.6067
- Precision: 0.6074
- Recall: 0.6158
- F1 Class 0: 0.5283
- F1 Class 1: 0.125
- F1 Class 2: 0.2778
- F1 Class 3: 0.2927
- F1 Class 4: 0.8257
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: 189
- 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1.1148 | 1.0 | 189 | 1.4068 | 0.5526 | 0.3934 | 0.3054 | 0.5526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7119 |
1.1378 | 2.0 | 378 | 1.2429 | 0.6368 | 0.5511 | 0.4976 | 0.6368 | 0.5 | 0.0 | 0.0 | 0.0 | 0.8496 |
0.9226 | 3.0 | 567 | 1.1355 | 0.6158 | 0.5491 | 0.5009 | 0.6158 | 0.4938 | 0.0 | 0.08 | 0.0 | 0.8348 |
0.9789 | 4.0 | 756 | 1.1294 | 0.6211 | 0.5790 | 0.5625 | 0.6211 | 0.4706 | 0.1176 | 0.3529 | 0.0870 | 0.8151 |
0.7574 | 5.0 | 945 | 1.4282 | 0.6053 | 0.5671 | 0.5449 | 0.6053 | 0.5556 | 0.125 | 0.0 | 0.2791 | 0.7931 |
0.5741 | 6.0 | 1134 | 2.0471 | 0.6158 | 0.6067 | 0.6074 | 0.6158 | 0.5283 | 0.125 | 0.2778 | 0.2927 | 0.8257 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.6.0
- Datasets 2.21.0
- Tokenizers 0.21.0
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Base model
answerdotai/ModernBERT-base