afro-xlmr-base-sun-finetuned-augmentation-LUNAR

This model is a fine-tuned version of Davlan/afro-xlmr-base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3556
  • F1: 0.3987
  • Roc Auc: 0.6273
  • Accuracy: 0.5156

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: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss F1 Roc Auc Accuracy
0.6264 1.0 57 0.4136 0.1420 0.5 0.5067
0.382 2.0 114 0.3981 0.1420 0.5 0.5067
0.4333 3.0 171 0.3526 0.2407 0.5539 0.5244
0.3472 4.0 228 0.3299 0.2767 0.5946 0.5511
0.325 5.0 285 0.3186 0.2669 0.6007 0.5156
0.3188 6.0 342 0.3278 0.2681 0.5975 0.5289
0.2909 7.0 399 0.3446 0.2675 0.5809 0.5422
0.2579 8.0 456 0.3238 0.2935 0.6150 0.5289
0.2779 9.0 513 0.3341 0.2891 0.6043 0.52
0.2547 10.0 570 0.3615 0.3142 0.5980 0.52
0.2266 11.0 627 0.3394 0.3499 0.6212 0.5289
0.2258 12.0 684 0.3587 0.3515 0.6061 0.5022
0.2159 13.0 741 0.3402 0.3677 0.6297 0.5333
0.2163 14.0 798 0.3485 0.3678 0.6198 0.4978
0.2007 15.0 855 0.3556 0.3987 0.6273 0.5156
0.1955 16.0 912 0.3552 0.3724 0.6195 0.5022
0.1806 17.0 969 0.3619 0.3744 0.6195 0.5111
0.189 18.0 1026 0.3559 0.3850 0.6227 0.4889
0.1837 19.0 1083 0.3561 0.3868 0.6241 0.4933

Framework versions

  • Transformers 4.45.1
  • Pytorch 2.4.0
  • Datasets 3.0.1
  • Tokenizers 0.20.0
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