scenario-KD-PO-CDF-CL-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: 31.9406
  • Accuracy: 0.4514
  • F1: 0.4492

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 20.8325 0.4190 0.4115
23.5832 2.17 500 21.6265 0.4383 0.4264
23.5832 3.26 750 24.4598 0.4390 0.4314
13.3807 4.35 1000 25.7243 0.4306 0.4204
13.3807 5.43 1250 27.8222 0.4421 0.4357
7.1567 6.52 1500 30.2248 0.4290 0.4199
7.1567 7.61 1750 32.3466 0.4352 0.4337
4.6016 8.7 2000 31.6725 0.4460 0.4463
4.6016 9.78 2250 33.4776 0.4506 0.4513
3.1024 10.87 2500 31.5436 0.4606 0.4599
3.1024 11.96 2750 35.7505 0.4452 0.4382
2.4119 13.04 3000 34.6801 0.4244 0.4166
2.4119 14.13 3250 33.5802 0.4568 0.4556
1.9999 15.22 3500 33.1767 0.4498 0.4447
1.9999 16.3 3750 35.5967 0.4174 0.3975
1.4653 17.39 4000 33.7180 0.4537 0.4452
1.4653 18.48 4250 32.4131 0.4468 0.4408
1.2591 19.57 4500 33.4033 0.4352 0.4323
1.2591 20.65 4750 34.4563 0.4290 0.4207
1.0464 21.74 5000 33.1647 0.4514 0.4498
1.0464 22.83 5250 32.5475 0.4414 0.4385
0.7931 23.91 5500 33.5871 0.4498 0.4466
0.7931 25.0 5750 33.1142 0.4452 0.4455
0.7164 26.09 6000 33.0320 0.4321 0.4300
0.7164 27.17 6250 34.2533 0.4306 0.4257
0.6057 28.26 6500 32.7754 0.4483 0.4464
0.6057 29.35 6750 31.9406 0.4514 0.4492

Framework versions

  • Transformers 4.33.3
  • Pytorch 2.1.1+cu121
  • Datasets 2.14.5
  • Tokenizers 0.13.3
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