xlm-roberta-base-swa-finetuned-RC

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: 0.1652
  • F1: 0.6196
  • Roc Auc: 0.7843
  • Accuracy: 0.7657

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: 2e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss F1 Roc Auc Accuracy
0.3064 1.0 166 0.3109 0.0 0.5 0.4535
0.3091 2.0 332 0.2913 0.0055 0.5013 0.4550
0.2823 3.0 498 0.2741 0.0566 0.5171 0.4701
0.2575 4.0 664 0.2694 0.1859 0.5657 0.5034
0.2513 5.0 830 0.2551 0.2475 0.5989 0.5283
0.2104 6.0 996 0.2473 0.2775 0.6160 0.5465
0.1827 7.0 1162 0.2317 0.3347 0.6367 0.5873
0.1572 8.0 1328 0.2249 0.4273 0.6836 0.6100
0.1431 9.0 1494 0.2194 0.4431 0.6948 0.6311
0.1326 10.0 1660 0.1990 0.4635 0.6931 0.6599
0.0972 11.0 1826 0.1994 0.4851 0.6984 0.6697
0.1022 12.0 1992 0.1880 0.5475 0.7437 0.7014
0.0886 13.0 2158 0.1845 0.5665 0.7634 0.7060
0.0794 14.0 2324 0.1738 0.5891 0.7635 0.7347
0.0689 15.0 2490 0.1690 0.6007 0.7687 0.7513
0.0658 16.0 2656 0.1688 0.6105 0.7782 0.7536
0.0551 17.0 2822 0.1674 0.6168 0.7806 0.7581
0.0585 18.0 2988 0.1643 0.6153 0.7800 0.7604
0.0519 19.0 3154 0.1652 0.6196 0.7843 0.7657
0.0546 20.0 3320 0.1646 0.6146 0.7799 0.7611

Framework versions

  • Transformers 4.47.0
  • Pytorch 2.5.1+cu121
  • Datasets 3.2.0
  • Tokenizers 0.21.0
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