scenario-KD-PR-MSV-D2_data-cl-cardiff_cl_only66
This model is a fine-tuned version of haryoaw/scenario-MDBT-TCR_data-cl-cardiff_cl_only on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.3632
- Accuracy: 0.4606
- F1: 0.4587
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: 66
- 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 | 1.3128 | 0.4429 | 0.4291 |
1.2095 | 2.17 | 500 | 1.3172 | 0.4545 | 0.4541 |
1.2095 | 3.26 | 750 | 1.3477 | 0.4329 | 0.4157 |
1.0582 | 4.35 | 1000 | 1.3487 | 0.4599 | 0.4582 |
1.0582 | 5.43 | 1250 | 1.3579 | 0.4290 | 0.4130 |
0.992 | 6.52 | 1500 | 1.3927 | 0.4367 | 0.4200 |
0.992 | 7.61 | 1750 | 1.3931 | 0.4398 | 0.4294 |
0.9612 | 8.7 | 2000 | 1.3621 | 0.4630 | 0.4613 |
0.9612 | 9.78 | 2250 | 1.3659 | 0.4529 | 0.4502 |
0.9418 | 10.87 | 2500 | 1.3659 | 0.4498 | 0.4455 |
0.9418 | 11.96 | 2750 | 1.3961 | 0.4483 | 0.4480 |
0.9299 | 13.04 | 3000 | 1.3631 | 0.4506 | 0.4473 |
0.9299 | 14.13 | 3250 | 1.3819 | 0.4498 | 0.4422 |
0.9207 | 15.22 | 3500 | 1.3687 | 0.4637 | 0.4628 |
0.9207 | 16.3 | 3750 | 1.3981 | 0.4313 | 0.4179 |
0.9134 | 17.39 | 4000 | 1.3786 | 0.4529 | 0.4530 |
0.9134 | 18.48 | 4250 | 1.3699 | 0.4637 | 0.4630 |
0.9093 | 19.57 | 4500 | 1.3762 | 0.4599 | 0.4596 |
0.9093 | 20.65 | 4750 | 1.3834 | 0.4375 | 0.4321 |
0.9057 | 21.74 | 5000 | 1.3772 | 0.4529 | 0.4499 |
0.9057 | 22.83 | 5250 | 1.3695 | 0.4568 | 0.4499 |
0.9018 | 23.91 | 5500 | 1.3671 | 0.4614 | 0.4573 |
0.9018 | 25.0 | 5750 | 1.3791 | 0.4468 | 0.4428 |
0.8994 | 26.09 | 6000 | 1.3775 | 0.4491 | 0.4466 |
0.8994 | 27.17 | 6250 | 1.3735 | 0.4483 | 0.4434 |
0.8976 | 28.26 | 6500 | 1.3548 | 0.4668 | 0.4662 |
0.8976 | 29.35 | 6750 | 1.3632 | 0.4606 | 0.4587 |
Framework versions
- Transformers 4.33.3
- Pytorch 2.1.1+cu121
- Datasets 2.14.5
- Tokenizers 0.13.3
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Model tree for haryoaw/scenario-KD-PR-MSV-D2_data-cl-cardiff_cl_only66
Base model
microsoft/mdeberta-v3-base