scenario-NON-KD-PO-COPY-CDF-CL-D2_data-cl-cardiff_cl_only_beta
This model is a fine-tuned version of haryoaw/scenario-TCR_data-cl-cardiff_cl_only2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 5.5580
- Accuracy: 0.4414
- F1: 0.4359
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: 32
- eval_batch_size: 32
- seed: 112233
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 30
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
---|---|---|---|---|---|
No log | 1.09 | 250 | 1.7211 | 0.4823 | 0.4838 |
0.5121 | 2.17 | 500 | 1.9396 | 0.4807 | 0.4817 |
0.5121 | 3.26 | 750 | 2.3456 | 0.4684 | 0.4700 |
0.2161 | 4.35 | 1000 | 2.7111 | 0.4730 | 0.4701 |
0.2161 | 5.43 | 1250 | 3.4354 | 0.4360 | 0.4244 |
0.1194 | 6.52 | 1500 | 3.4859 | 0.4606 | 0.4586 |
0.1194 | 7.61 | 1750 | 3.1266 | 0.4560 | 0.4519 |
0.0941 | 8.7 | 2000 | 3.5782 | 0.4707 | 0.4693 |
0.0941 | 9.78 | 2250 | 4.1522 | 0.4460 | 0.4409 |
0.06 | 10.87 | 2500 | 4.4567 | 0.4576 | 0.4546 |
0.06 | 11.96 | 2750 | 4.2186 | 0.4560 | 0.4541 |
0.0399 | 13.04 | 3000 | 4.6178 | 0.4614 | 0.4591 |
0.0399 | 14.13 | 3250 | 4.3070 | 0.4738 | 0.4737 |
0.0407 | 15.22 | 3500 | 4.5620 | 0.4645 | 0.4597 |
0.0407 | 16.3 | 3750 | 4.6845 | 0.4560 | 0.4528 |
0.0316 | 17.39 | 4000 | 4.9378 | 0.4560 | 0.4521 |
0.0316 | 18.48 | 4250 | 4.9708 | 0.4784 | 0.4765 |
0.0207 | 19.57 | 4500 | 5.0696 | 0.4630 | 0.4618 |
0.0207 | 20.65 | 4750 | 5.2248 | 0.4406 | 0.4375 |
0.0148 | 21.74 | 5000 | 5.4988 | 0.4406 | 0.4337 |
0.0148 | 22.83 | 5250 | 5.2698 | 0.4537 | 0.4512 |
0.0121 | 23.91 | 5500 | 5.4028 | 0.4491 | 0.4460 |
0.0121 | 25.0 | 5750 | 5.6057 | 0.4421 | 0.4346 |
0.0121 | 26.09 | 6000 | 5.3745 | 0.4522 | 0.4503 |
0.0121 | 27.17 | 6250 | 5.5548 | 0.4545 | 0.4503 |
0.0068 | 28.26 | 6500 | 5.5513 | 0.4491 | 0.4454 |
0.0068 | 29.35 | 6750 | 5.5580 | 0.4414 | 0.4359 |
Framework versions
- Transformers 4.33.3
- Pytorch 2.1.1+cu121
- Datasets 2.14.5
- Tokenizers 0.13.3
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