xlm-roberta-base-orm-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: 0.3548
  • F1: 0.4488
  • Roc Auc: 0.6931
  • Accuracy: 0.5087

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
0.358 1.0 147 0.3575 0.0786 0.5225 0.3171
0.3248 2.0 294 0.3283 0.1009 0.5356 0.3641
0.3002 3.0 441 0.3139 0.1816 0.5677 0.4338
0.2758 4.0 588 0.2968 0.2087 0.5733 0.4390
0.2252 5.0 735 0.2916 0.3080 0.6210 0.4774
0.208 6.0 882 0.3036 0.3613 0.6439 0.5035
0.1856 7.0 1029 0.3072 0.4059 0.6574 0.5244
0.1731 8.0 1176 0.3202 0.4286 0.6734 0.5035
0.1529 9.0 1323 0.3290 0.4000 0.6585 0.5122
0.1251 10.0 1470 0.3258 0.4290 0.6699 0.5017
0.1321 11.0 1617 0.3239 0.4378 0.6723 0.5035
0.1206 12.0 1764 0.3433 0.4430 0.6831 0.5105
0.1014 13.0 1911 0.3508 0.4323 0.6795 0.5087
0.0975 14.0 2058 0.3548 0.4488 0.6931 0.5087
0.0753 15.0 2205 0.3533 0.4481 0.6880 0.5
0.0809 16.0 2352 0.3656 0.4427 0.6886 0.5105
0.0912 17.0 2499 0.3657 0.4369 0.6831 0.5017
0.0784 18.0 2646 0.3688 0.4435 0.6869 0.5139

Framework versions

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