xlm-roberta-base-ukr-finetuned

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: 0.2892
  • F1: 0.5354
  • Roc Auc: 0.7561
  • Accuracy: 0.6225

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
0.3156 1.0 121 0.2864 0.0 0.5 0.4940
0.3014 2.0 242 0.2773 0.0078 0.5016 0.4940
0.279 3.0 363 0.2487 0.0958 0.5384 0.5261
0.2225 4.0 484 0.2313 0.2855 0.6115 0.5622
0.193 5.0 605 0.2181 0.3816 0.6592 0.6386
0.1321 6.0 726 0.2235 0.3669 0.6665 0.6386
0.1209 7.0 847 0.2270 0.4572 0.7031 0.6386
0.1023 8.0 968 0.2300 0.4030 0.6884 0.6506
0.0924 9.0 1089 0.2392 0.4278 0.6947 0.6667
0.0691 10.0 1210 0.2506 0.4498 0.7062 0.6426
0.0635 11.0 1331 0.2579 0.4643 0.7134 0.6225
0.0537 12.0 1452 0.2558 0.4755 0.7312 0.6345
0.044 13.0 1573 0.2784 0.4893 0.7246 0.6145
0.042 14.0 1694 0.2744 0.4892 0.7298 0.6305
0.0363 15.0 1815 0.2824 0.4976 0.7341 0.6225
0.0356 16.0 1936 0.2892 0.5354 0.7561 0.6225
0.0281 17.0 2057 0.2904 0.5271 0.7479 0.6305
0.0283 18.0 2178 0.2916 0.5071 0.7348 0.6345
0.0261 19.0 2299 0.2935 0.4995 0.7341 0.6305
0.0243 20.0 2420 0.2932 0.4995 0.7341 0.6305

Framework versions

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