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scenario-KD-PO-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: 33.0330
  • Accuracy: 0.4336
  • F1: 0.4323

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 1.09 250 20.5521 0.4414 0.4399
23.6236 2.17 500 22.4304 0.4421 0.4312
23.6236 3.26 750 22.3348 0.4468 0.4445
13.7201 4.35 1000 27.4754 0.4344 0.4302
13.7201 5.43 1250 28.1637 0.4468 0.4455
7.366 6.52 1500 29.5979 0.4429 0.4351
7.366 7.61 1750 31.1503 0.4329 0.4298
5.0114 8.7 2000 32.6902 0.4252 0.4138
5.0114 9.78 2250 33.9817 0.4306 0.4292
3.5802 10.87 2500 30.9911 0.4583 0.4558
3.5802 11.96 2750 32.6160 0.4360 0.4307
2.8143 13.04 3000 33.6196 0.4360 0.4328
2.8143 14.13 3250 34.5840 0.4468 0.4458
2.1882 15.22 3500 33.3576 0.4583 0.4580
2.1882 16.3 3750 35.1823 0.4483 0.4479
1.5894 17.39 4000 34.0173 0.4414 0.4416
1.5894 18.48 4250 34.1005 0.4244 0.4232
1.297 19.57 4500 33.2834 0.4313 0.4303
1.297 20.65 4750 33.5127 0.4321 0.4309
1.1221 21.74 5000 33.3669 0.4468 0.4457
1.1221 22.83 5250 34.3508 0.4313 0.4312
0.8953 23.91 5500 33.6077 0.4336 0.4331
0.8953 25.0 5750 33.4164 0.4414 0.4384
0.7681 26.09 6000 32.2372 0.4352 0.4316
0.7681 27.17 6250 33.0334 0.4414 0.4394
0.662 28.26 6500 33.0742 0.4383 0.4364
0.662 29.35 6750 33.0330 0.4336 0.4323

Framework versions

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