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finance_stereotype_detection

This model is a fine-tuned version of wu981526092/Sentence-Level-Stereotype-Detector on a custom dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1719
  • Accuracy: 0.9782

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: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 387 0.2058 0.9501
0.2945 2.0 774 0.1557 0.9632
0.1004 3.0 1161 0.1389 0.9714
0.0681 4.0 1548 0.1481 0.9695
0.0681 5.0 1935 0.1211 0.9733
0.0361 6.0 2322 0.1796 0.9729
0.016 7.0 2709 0.1419 0.9782
0.007 8.0 3096 0.1687 0.9762
0.007 9.0 3483 0.1721 0.9777
0.0017 10.0 3870 0.1719 0.9782

Framework versions

  • Transformers 4.44.0
  • Pytorch 2.4.0
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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