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huangfe/bert-reflections-badarea-suboptimal-classifier

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
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bert-reflections-badarea-suboptimal-classifier

This model is a fine-tuned version of bert-base-cased on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.0285
  • —Accuracy: 0.9976

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
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —optimizer: Use adamwtorch with betas=(0.9,0.999) and epsilon=1e-08 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: linear
  • —num_epochs: 15
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracy
0.02011.08180.01320.9982
0.02042.016360.01470.9982
0.0093.024540.01030.9982
0.04.032720.02260.9969
0.0065.040900.02550.9951
0.06.049080.03000.9969
0.07.057260.02850.9976

Framework versions

  • —Transformers 4.49.0
  • —Pytorch 2.2.0
  • —Datasets 3.4.0
  • —Tokenizers 0.21.1