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scenario-TCR_data-cl-cardiff_cl_only2

This model is a fine-tuned version of xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 4.5723
  • Accuracy: 0.5077
  • F1: 0.5075

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: 1244
  • 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 1.0569 0.4907 0.4770
0.9819 2.17 500 1.1934 0.4699 0.4678
0.9819 3.26 750 1.2411 0.5154 0.5095
0.6473 4.35 1000 1.5514 0.5069 0.5070
0.6473 5.43 1250 1.7216 0.5 0.4995
0.389 6.52 1500 2.1097 0.4807 0.4781
0.389 7.61 1750 2.1021 0.4769 0.4742
0.2296 8.7 2000 2.2799 0.4900 0.4912
0.2296 9.78 2250 2.7726 0.5008 0.5024
0.1512 10.87 2500 2.9023 0.4923 0.4924
0.1512 11.96 2750 2.9147 0.5062 0.5051
0.1123 13.04 3000 2.8971 0.5201 0.5203
0.1123 14.13 3250 3.4501 0.4961 0.4977
0.0787 15.22 3500 3.3121 0.4877 0.4865
0.0787 16.3 3750 3.2467 0.4961 0.4982
0.0574 17.39 4000 3.7087 0.4684 0.4655
0.0574 18.48 4250 3.8077 0.5046 0.5069
0.0423 19.57 4500 3.9974 0.5 0.5003
0.0423 20.65 4750 4.0173 0.5023 0.5015
0.0245 21.74 5000 4.0356 0.5 0.5004
0.0245 22.83 5250 4.2308 0.4992 0.4996
0.0177 23.91 5500 4.3988 0.4900 0.4885
0.0177 25.0 5750 4.2642 0.5085 0.5093
0.0113 26.09 6000 4.3893 0.5062 0.5053
0.0113 27.17 6250 4.5465 0.4977 0.4979
0.0076 28.26 6500 4.5135 0.5093 0.5098
0.0076 29.35 6750 4.5723 0.5077 0.5075

Framework versions

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