modernbert-match-user-32329

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

  • Accuracy: 0.5294
  • F1: 0.5057
  • F1 Class 0: 0.5333
  • F1 Class 1: 0.1111
  • F1 Class 2: 0.3810
  • F1 Class 3: 0.2609
  • F1 Class 4: 0.7010
  • Loss: 2.8321
  • Precision: 0.4993
  • Recall: 0.5294

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: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine_with_restarts
  • lr_scheduler_warmup_steps: 102
  • num_epochs: 10

Training results

Training Loss Epoch Step Accuracy F1 F1 Class 0 F1 Class 1 F1 Class 2 F1 Class 3 F1 Class 4 Validation Loss Precision Recall
1.6069 1.0 102 0.4706 0.3640 0.2857 0.0 0.0 0.24 0.6406 1.4170 0.4690 0.4706
1.4203 2.0 204 0.4706 0.3720 0.4444 0.0 0.0 0.0 0.6496 1.4936 0.3207 0.4706
1.2376 3.0 306 0.4314 0.3672 0.4935 0.0 0.0 0.0 0.6098 1.4866 0.3417 0.4314
1.011 4.0 408 0.5196 0.4408 0.5532 0.0 0.0 0.1905 0.6909 1.5160 0.4023 0.5196
0.9701 5.0 510 0.5 0.4395 0.5556 0.0 0.0 0.25 0.6667 1.7326 0.3972 0.5
0.8141 6.0 612 0.5490 0.4846 0.6190 0.0 0.125 0.2727 0.6964 2.2498 0.4802 0.5490
0.5545 7.0 714 0.5098 0.4677 0.5532 0.1176 0.1333 0.2609 0.6667 2.7445 0.4653 0.5098
0.4284 8.0 816 0.5294 0.5048 0.5333 0.2105 0.3158 0.2609 0.6939 2.7553 0.5024 0.5294
0.3441 9.0 918 0.5294 0.5118 0.5333 0.2 0.3810 0.2609 0.6947 2.7991 0.5085 0.5294
0.2863 10.0 1020 0.5294 0.5057 0.5333 0.1111 0.3810 0.2609 0.7010 2.8321 0.4993 0.5294

Framework versions

  • Transformers 4.49.0
  • Pytorch 2.6.0
  • Datasets 2.21.0
  • Tokenizers 0.21.0
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