modernbert-match-user-52172
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: 1.6351
- Accuracy: 0.5583
- F1: 0.5613
- Precision: 0.5667
- Recall: 0.5583
- F1 Class 0: 0.5424
- F1 Class 1: 0.32
- F1 Class 2: 0.2
- F1 Class 3: 0.3571
- F1 Class 4: 0.7440
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: 206
- 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
1.3615 | 1.0 | 206 | 1.3287 | 0.5340 | 0.4103 | 0.3376 | 0.5340 | 0.3 | 0.0 | 0.0 | 0.0 | 0.7163 |
1.307 | 2.0 | 412 | 1.2381 | 0.5097 | 0.3820 | 0.3854 | 0.5097 | 0.05 | 0.0 | 0.1429 | 0.0741 | 0.6871 |
1.0578 | 3.0 | 618 | 1.1918 | 0.5971 | 0.5362 | 0.5729 | 0.5971 | 0.4127 | 0.1379 | 0.2857 | 0.2667 | 0.7765 |
1.0768 | 4.0 | 824 | 1.2885 | 0.5728 | 0.5061 | 0.5333 | 0.5728 | 0.3729 | 0.0667 | 0.2424 | 0.2667 | 0.7538 |
0.8931 | 5.0 | 1030 | 1.5391 | 0.5971 | 0.5485 | 0.5526 | 0.5971 | 0.4314 | 0.2353 | 0.2581 | 0.3333 | 0.7638 |
0.687 | 6.0 | 1236 | 1.6351 | 0.5583 | 0.5613 | 0.5667 | 0.5583 | 0.5424 | 0.32 | 0.2 | 0.3571 | 0.7440 |
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