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scenario-MDBT-TCR_data-en-cardiff_eng_only

This model is a fine-tuned version of microsoft/mdeberta-v3-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 3.4982
  • Accuracy: 0.5873
  • F1: 0.5922

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: 64
  • 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 1.03 60 0.9674 0.5220 0.5235
No log 2.07 120 0.9588 0.5847 0.5738
No log 3.1 180 1.1066 0.5789 0.5815
No log 4.14 240 1.2807 0.5547 0.5544
No log 5.17 300 1.4846 0.5899 0.5874
No log 6.21 360 1.8475 0.5564 0.5582
No log 7.24 420 2.1012 0.5679 0.5685
No log 8.28 480 2.2050 0.5855 0.5892
0.4223 9.31 540 2.3754 0.5807 0.5839
0.4223 10.34 600 2.4936 0.5798 0.5840
0.4223 11.38 660 2.7673 0.5631 0.5666
0.4223 12.41 720 2.5116 0.5798 0.5820
0.4223 13.45 780 2.7368 0.5622 0.5660
0.4223 14.48 840 2.7623 0.5763 0.5812
0.4223 15.52 900 2.8766 0.5833 0.5874
0.4223 16.55 960 2.8306 0.5838 0.5845
0.0534 17.59 1020 3.0452 0.5961 0.6000
0.0534 18.62 1080 3.1689 0.5825 0.5855
0.0534 19.66 1140 3.0359 0.5851 0.5893
0.0534 20.69 1200 3.4232 0.5754 0.5795
0.0534 21.72 1260 3.3304 0.5829 0.5876
0.0534 22.76 1320 3.3603 0.5864 0.5913
0.0534 23.79 1380 3.3638 0.5829 0.5876
0.0534 24.83 1440 3.3312 0.5930 0.5966
0.0065 25.86 1500 3.4156 0.5873 0.5919
0.0065 26.9 1560 3.4476 0.5877 0.5925
0.0065 27.93 1620 3.4884 0.5829 0.5878
0.0065 28.97 1680 3.4938 0.5842 0.5893
0.0065 30.0 1740 3.4982 0.5873 0.5922

Framework versions

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