ModernBERT-base_en-comp-job-desc-clf
This model is a fine-tuned version of answerdotai/ModernBERT-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0504
- F1: 0.9895
- Roc: 0.9959
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: 5e-05
- train_batch_size: 64
- eval_batch_size: 512
- seed: 42
- 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: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | F1 | Roc |
|---|---|---|---|---|---|
| 0.3391 | 0.0558 | 100 | 0.1183 | 0.9720 | 0.9776 |
| 0.0969 | 0.1115 | 200 | 0.0878 | 0.9810 | 0.9895 |
| 0.0918 | 0.1673 | 300 | 0.0741 | 0.9827 | 0.9923 |
| 0.0724 | 0.2231 | 400 | 0.0685 | 0.9845 | 0.9926 |
| 0.0704 | 0.2789 | 500 | 0.0814 | 0.9826 | 0.9915 |
| 0.0647 | 0.3346 | 600 | 0.0572 | 0.9874 | 0.9943 |
| 0.0626 | 0.3904 | 700 | 0.0685 | 0.9843 | 0.9940 |
| 0.0624 | 0.4462 | 800 | 0.0610 | 0.9863 | 0.9942 |
| 0.0541 | 0.5020 | 900 | 0.0578 | 0.9873 | 0.9948 |
| 0.0634 | 0.5577 | 1000 | 0.0693 | 0.9846 | 0.9945 |
| 0.0558 | 0.6135 | 1100 | 0.0535 | 0.9885 | 0.9945 |
| 0.0522 | 0.6693 | 1200 | 0.0571 | 0.9866 | 0.9948 |
| 0.0496 | 0.7250 | 1300 | 0.0546 | 0.9881 | 0.9948 |
| 0.0505 | 0.7808 | 1400 | 0.0548 | 0.9883 | 0.9943 |
| 0.0482 | 0.8366 | 1500 | 0.0479 | 0.9886 | 0.9961 |
| 0.0542 | 0.8924 | 1600 | 0.0517 | 0.9900 | 0.9950 |
| 0.0526 | 0.9481 | 1700 | 0.0554 | 0.9889 | 0.9935 |
| 0.0527 | 1.0039 | 1800 | 0.0470 | 0.9901 | 0.9955 |
| 0.0307 | 1.0597 | 1900 | 0.0509 | 0.9899 | 0.9953 |
| 0.0321 | 1.1154 | 2000 | 0.0504 | 0.9895 | 0.9959 |
Framework versions
- Transformers 4.48.3
- Pytorch 2.6.0+cu124
- Datasets 3.3.0
- Tokenizers 0.21.0
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Model tree for ai4jobs/ModernBERT-base_en-comp-job-desc-clf
Base model
answerdotai/ModernBERT-base