modernbert-match-user-22853
This model is a fine-tuned version of answerdotai/ModernBERT-base on the None dataset. It achieves the following results on the evaluation set:
- Accuracy: 0.3431
- F1: 0.3487
- F1 Class 0: 0.3636
- F1 Class 1: 0.2759
- F1 Class 2: 0.0741
- F1 Class 3: 0.0
- F1 Class 4: 0.6027
- Loss: 3.8235
- Precision: 0.3547
- Recall: 0.3431
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: 102
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Accuracy | F1 | F1 Class 0 | F1 Class 1 | F1 Class 2 | F1 Class 3 | F1 Class 4 | Validation Loss | Precision | Recall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.6896 | 1.0 | 102 | 0.3627 | 0.1931 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5324 | 1.6130 | 0.1316 | 0.3627 |
| 1.4464 | 2.0 | 204 | 0.4902 | 0.3609 | 0.5652 | 0.0 | 0.0 | 0.0 | 0.6435 | 1.4388 | 0.2995 | 0.4902 |
| 1.3901 | 3.0 | 306 | 0.4314 | 0.3324 | 0.5185 | 0.0 | 0.0 | 0.0 | 0.5941 | 1.4749 | 0.2719 | 0.4314 |
| 1.0145 | 4.0 | 408 | 0.3922 | 0.4068 | 0.4211 | 0.375 | 0.2564 | 0.0 | 0.6207 | 1.7746 | 0.4950 | 0.3922 |
| 0.755 | 5.0 | 510 | 0.3529 | 0.3540 | 0.4528 | 0.1429 | 0.1379 | 0.0 | 0.5882 | 2.0594 | 0.3621 | 0.3529 |
| 0.6301 | 6.0 | 612 | 0.3529 | 0.3694 | 0.4878 | 0.25 | 0.0952 | 0.0 | 0.5846 | 2.8133 | 0.4153 | 0.3529 |
| 0.2415 | 7.0 | 714 | 0.3431 | 0.3360 | 0.3636 | 0.1667 | 0.0909 | 0.0 | 0.6027 | 3.3953 | 0.3368 | 0.3431 |
| 0.2402 | 8.0 | 816 | 0.3333 | 0.3416 | 0.3721 | 0.2667 | 0.0690 | 0.0 | 0.5833 | 3.7561 | 0.3513 | 0.3333 |
| 0.1337 | 9.0 | 918 | 0.3333 | 0.3442 | 0.3556 | 0.2667 | 0.0714 | 0.0 | 0.6 | 3.8195 | 0.3570 | 0.3333 |
| 0.138 | 10.0 | 1020 | 0.3431 | 0.3487 | 0.3636 | 0.2759 | 0.0741 | 0.0 | 0.6027 | 3.8235 | 0.3547 | 0.3431 |
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-22853
Base model
answerdotai/ModernBERT-base