scenario-NON-KD-PO-COPY-CDF-CL-D2_data-cl-cardiff_cl_only55
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: 6.0459
- Accuracy: 0.4653
- F1: 0.4654
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: 55
- 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 | 1.0870 | 250 | 1.2187 | 0.4653 | 0.4648 |
0.8415 | 2.1739 | 500 | 1.4947 | 0.4460 | 0.4252 |
0.8415 | 3.2609 | 750 | 1.9828 | 0.4599 | 0.4588 |
0.4583 | 4.3478 | 1000 | 2.0798 | 0.4676 | 0.4679 |
0.4583 | 5.4348 | 1250 | 2.6977 | 0.4259 | 0.4123 |
0.223 | 6.5217 | 1500 | 3.0180 | 0.4367 | 0.4324 |
0.223 | 7.6087 | 1750 | 2.9753 | 0.4275 | 0.4233 |
0.1214 | 8.6957 | 2000 | 3.6565 | 0.4722 | 0.4669 |
0.1214 | 9.7826 | 2250 | 4.2129 | 0.4491 | 0.4476 |
0.0857 | 10.8696 | 2500 | 4.1589 | 0.4576 | 0.4568 |
0.0857 | 11.9565 | 2750 | 4.4115 | 0.4483 | 0.4479 |
0.0562 | 13.0435 | 3000 | 4.2090 | 0.4645 | 0.4651 |
0.0562 | 14.1304 | 3250 | 4.9216 | 0.4660 | 0.4666 |
0.035 | 15.2174 | 3500 | 4.8460 | 0.4529 | 0.4476 |
0.035 | 16.3043 | 3750 | 4.8846 | 0.4522 | 0.4474 |
0.031 | 17.3913 | 4000 | 5.1002 | 0.4637 | 0.4637 |
0.031 | 18.4783 | 4250 | 5.6542 | 0.4591 | 0.4591 |
0.0162 | 19.5652 | 4500 | 5.4518 | 0.4630 | 0.4614 |
0.0162 | 20.6522 | 4750 | 5.5188 | 0.4622 | 0.4609 |
0.0174 | 21.7391 | 5000 | 5.6319 | 0.4614 | 0.4608 |
0.0174 | 22.8261 | 5250 | 5.4654 | 0.4630 | 0.4629 |
0.0125 | 23.9130 | 5500 | 5.7260 | 0.4722 | 0.4721 |
0.0125 | 25.0 | 5750 | 6.0229 | 0.4599 | 0.4585 |
0.0083 | 26.0870 | 6000 | 6.0355 | 0.4715 | 0.4712 |
0.0083 | 27.1739 | 6250 | 5.9799 | 0.4614 | 0.4609 |
0.0083 | 28.2609 | 6500 | 6.0428 | 0.4630 | 0.4621 |
0.0083 | 29.3478 | 6750 | 6.0459 | 0.4653 | 0.4654 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.1.1+cu121
- Datasets 2.14.5
- Tokenizers 0.19.1
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Model tree for haryoaw/scenario-NON-KD-PO-COPY-CDF-CL-D2_data-cl-cardiff_cl_only55
Base model
microsoft/mdeberta-v3-base