xlm-roberta-base-ary-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: 0.3450
  • F1: 0.4024
  • Roc Auc: 0.6517
  • Accuracy: 0.4457

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
0.6062 1.0 51 0.4275 0.0 0.5 0.2846
0.3872 2.0 102 0.3855 0.0 0.5 0.2846
0.3884 3.0 153 0.3721 0.0 0.5 0.2846
0.3547 4.0 204 0.3543 0.0065 0.5017 0.2884
0.3325 5.0 255 0.3426 0.1204 0.5385 0.3521
0.3162 6.0 306 0.3316 0.1936 0.5671 0.3596
0.2998 7.0 357 0.3277 0.3095 0.6093 0.4045
0.2596 8.0 408 0.3303 0.3446 0.6328 0.4195
0.2312 9.0 459 0.3091 0.3306 0.6201 0.4307
0.2213 10.0 510 0.3254 0.3448 0.6309 0.4382
0.1956 11.0 561 0.3310 0.3460 0.6316 0.4419
0.182 12.0 612 0.3260 0.3933 0.6458 0.4457
0.1636 13.0 663 0.3397 0.3714 0.6441 0.4757
0.1586 14.0 714 0.3461 0.3667 0.6373 0.4307
0.1552 15.0 765 0.3557 0.3881 0.6507 0.4419
0.1435 16.0 816 0.3474 0.4000 0.6510 0.4494
0.1387 17.0 867 0.3450 0.4024 0.6517 0.4457
0.1349 18.0 918 0.3461 0.3946 0.6476 0.4345
0.1349 19.0 969 0.3475 0.3945 0.6483 0.4382
0.1243 20.0 1020 0.3473 0.3945 0.6483 0.4382

Framework versions

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