xlm-roberta-base-pcm-noaug

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: 0.5261
  • F1: 0.4912
  • Roc Auc: 0.6688
  • Accuracy: 0.3065

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
0.4984 1.0 117 0.4862 0.1155 0.5131 0.2081
0.456 2.0 234 0.4323 0.2110 0.5565 0.2145
0.4207 3.0 351 0.4142 0.2856 0.5909 0.2903
0.3932 4.0 468 0.4189 0.3215 0.6145 0.2984
0.3576 5.0 585 0.4417 0.3400 0.6254 0.3048
0.324 6.0 702 0.4158 0.4024 0.6332 0.3129
0.3011 7.0 819 0.4176 0.4393 0.6516 0.3016
0.2675 8.0 936 0.4433 0.4546 0.6663 0.3290
0.2436 9.0 1053 0.4513 0.4435 0.6547 0.3258
0.2169 10.0 1170 0.4674 0.4624 0.6641 0.3177
0.2241 11.0 1287 0.4843 0.4706 0.6649 0.2984
0.1853 12.0 1404 0.4866 0.4646 0.6601 0.3323
0.1751 13.0 1521 0.5068 0.4555 0.6557 0.3081
0.1596 14.0 1638 0.4991 0.4640 0.6571 0.3145
0.1458 15.0 1755 0.5174 0.4784 0.6667 0.3210
0.1446 16.0 1872 0.5261 0.4912 0.6688 0.3065
0.1502 17.0 1989 0.5211 0.4876 0.6669 0.3242
0.1309 18.0 2106 0.5219 0.4823 0.6646 0.3242
0.1419 19.0 2223 0.5247 0.4767 0.6626 0.3258
0.138 20.0 2340 0.5241 0.4793 0.6631 0.3242

Framework versions

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