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multiberts-seed_0_crows_pairs_classifieronly

asun17904 / multiberts-seed_0_crows_pairs_classifieronly

Run on huggingface.co
huggingface.co
Total runs: 6
24-hour runs: 0
7-day runs: -1
30-day runs: -1
Model's Last Updated: March 25 2023
text-classification

Introduction of multiberts-seed_0_crows_pairs_classifieronly

Model Details of multiberts-seed_0_crows_pairs_classifieronly

multiberts-seed_0_crows_pairs_classifieronly

This model is a fine-tuned version of google/multiberts-seed_0 on the crows_pairs dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6940
  • Accuracy: 0.5132
  • Tp: 0.0695
  • Tn: 0.4437
  • Fp: 0.0199
  • Fn: 0.4669
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: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50
Training results
Training Loss Epoch Step Validation Loss Accuracy Tp Tn Fp Fn
0.7145 1.05 20 0.6927 0.5166 0.4172 0.0993 0.3642 0.1192
0.7091 2.11 40 0.6916 0.5166 0.4967 0.0199 0.4437 0.0397
0.7005 3.16 60 0.6943 0.4702 0.1854 0.2848 0.1788 0.3510
0.7106 4.21 80 0.6976 0.4669 0.0033 0.4636 0.0 0.5331
0.7038 5.26 100 0.6933 0.5132 0.3411 0.1722 0.2914 0.1954
0.7012 6.32 120 0.6974 0.4669 0.0033 0.4636 0.0 0.5331
0.7 7.37 140 0.6918 0.5199 0.4768 0.0430 0.4205 0.0596
0.7082 8.42 160 0.6960 0.4702 0.0066 0.4636 0.0 0.5298
0.699 9.47 180 0.6936 0.5199 0.2781 0.2417 0.2219 0.2583
0.7004 10.53 200 0.7043 0.4636 0.0 0.4636 0.0 0.5364
0.6948 11.58 220 0.6907 0.5232 0.5199 0.0033 0.4603 0.0166
0.7132 12.63 240 0.6979 0.4669 0.0033 0.4636 0.0 0.5331
0.7062 13.68 260 0.6930 0.5232 0.3444 0.1788 0.2848 0.1921
0.6983 14.74 280 0.6966 0.4669 0.0033 0.4636 0.0 0.5331
0.6996 15.79 300 0.6927 0.5265 0.3742 0.1523 0.3113 0.1623
0.7039 16.84 320 0.6972 0.4669 0.0033 0.4636 0.0 0.5331
0.6862 17.89 340 0.6914 0.5232 0.4967 0.0265 0.4371 0.0397
0.6943 18.95 360 0.6947 0.4934 0.0430 0.4503 0.0132 0.4934
0.7063 20.0 380 0.6907 0.5232 0.5199 0.0033 0.4603 0.0166
0.7087 21.05 400 0.6947 0.4834 0.0331 0.4503 0.0132 0.5033
0.7033 22.11 420 0.6945 0.4934 0.0464 0.4470 0.0166 0.4901
0.7025 23.16 440 0.6934 0.4967 0.2185 0.2781 0.1854 0.3179
0.7035 24.21 460 0.6944 0.5033 0.0563 0.4470 0.0166 0.4801
0.6958 25.26 480 0.6941 0.5199 0.0795 0.4404 0.0232 0.4570
0.6955 26.32 500 0.6946 0.4868 0.0364 0.4503 0.0132 0.5
0.7046 27.37 520 0.6932 0.5199 0.2715 0.2483 0.2152 0.2649
0.6955 28.42 540 0.6954 0.4702 0.0066 0.4636 0.0 0.5298
0.7095 29.47 560 0.6961 0.4702 0.0066 0.4636 0.0 0.5298
0.6953 30.53 580 0.6919 0.5132 0.4371 0.0762 0.3874 0.0993
0.7124 31.58 600 0.6946 0.4834 0.0331 0.4503 0.0132 0.5033
0.6929 32.63 620 0.6936 0.5265 0.1457 0.3808 0.0828 0.3907
0.7103 33.68 640 0.6926 0.5265 0.3477 0.1788 0.2848 0.1887
0.6993 34.74 660 0.6937 0.5166 0.1192 0.3974 0.0662 0.4172
0.6975 35.79 680 0.6936 0.5199 0.1291 0.3907 0.0728 0.4073
0.6935 36.84 700 0.6937 0.5199 0.1026 0.4172 0.0464 0.4338
0.7039 37.89 720 0.6925 0.5232 0.3642 0.1589 0.3046 0.1722
0.6999 38.95 740 0.6941 0.5099 0.0662 0.4437 0.0199 0.4702
0.6965 40.0 760 0.6948 0.4735 0.0166 0.4570 0.0066 0.5199
0.7039 41.05 780 0.6944 0.4934 0.0430 0.4503 0.0132 0.4934
0.7026 42.11 800 0.6939 0.5199 0.0795 0.4404 0.0232 0.4570
0.7072 43.16 820 0.6930 0.5199 0.2781 0.2417 0.2219 0.2583
0.7064 44.21 840 0.6930 0.5199 0.2781 0.2417 0.2219 0.2583
0.6982 45.26 860 0.6933 0.5199 0.2119 0.3079 0.1556 0.3245
0.6921 46.32 880 0.6935 0.5232 0.1490 0.3742 0.0894 0.3874
0.6983 47.37 900 0.6939 0.5199 0.0762 0.4437 0.0199 0.4603
0.6938 48.42 920 0.6940 0.5132 0.0695 0.4437 0.0199 0.4669
0.6984 49.47 940 0.6940 0.5132 0.0695 0.4437 0.0199 0.4669
Framework versions
  • Transformers 4.26.1
  • Pytorch 1.13.1
  • Datasets 2.10.1
  • Tokenizers 0.13.2

Runs of asun17904 multiberts-seed_0_crows_pairs_classifieronly on huggingface.co

6
Total runs
0
24-hour runs
-1
3-day runs
-1
7-day runs
-1
30-day runs

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