584_test3_metrics

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

  • Loss: 1.5861
  • Accuracy: 0.7562
  • Precision: 0.7607
  • Recall: 0.7562
  • F1: 0.7575

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: 5e-05
  • train_batch_size: 32
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 20

Training results

Training Loss Epoch Step Validation Loss Accuracy Precision Recall F1
No log 1.0 121 1.2523 0.4604 0.4677 0.4604 0.4289
No log 2.0 242 0.9115 0.6125 0.6287 0.6125 0.5964
No log 3.0 363 0.7587 0.6875 0.6886 0.6875 0.6766
No log 4.0 484 0.7560 0.7333 0.7386 0.7333 0.7305
0.9506 5.0 605 0.9259 0.6896 0.7131 0.6896 0.6851
0.9506 6.0 726 0.9248 0.7271 0.7481 0.7271 0.7248
0.9506 7.0 847 1.0145 0.7354 0.7390 0.7354 0.7362
0.9506 8.0 968 1.1566 0.7354 0.7481 0.7354 0.7357
0.2213 9.0 1089 1.3256 0.7104 0.7337 0.7104 0.7126
0.2213 10.0 1210 1.3571 0.7333 0.7352 0.7333 0.7334
0.2213 11.0 1331 1.4365 0.7417 0.7550 0.7417 0.7429
0.2213 12.0 1452 1.4358 0.7562 0.7688 0.7562 0.7577
0.0549 13.0 1573 1.3191 0.7625 0.7683 0.7625 0.7620
0.0549 14.0 1694 1.5765 0.7312 0.7460 0.7312 0.7338
0.0549 15.0 1815 1.5070 0.7479 0.7537 0.7479 0.7494
0.0549 16.0 1936 1.6250 0.7312 0.7454 0.7312 0.7331
0.0221 17.0 2057 1.6765 0.7375 0.7569 0.7375 0.7410
0.0221 18.0 2178 1.6002 0.7479 0.7513 0.7479 0.7492
0.0221 19.0 2299 1.5772 0.7521 0.7576 0.7521 0.7531
0.0221 20.0 2420 1.5861 0.7562 0.7607 0.7562 0.7575

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.1
  • Tokenizers 0.19.1
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