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gokuls/hBERTv1_no_pretrain_cola

sourceHugging Faceupdated 3y agoView on Hugging Face
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hBERTv1nopretrain_cola

This model is a fine-tuned version of [](https://huggingface.co/) on the GLUE COLA dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6184
  • Matthews Correlation: 0.0
  • Accuracy: 0.6913

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: 0.0005
  • trainbatchsize: 128
  • evalbatchsize: 128
  • seed: 10
  • distributed_type: multi-GPU
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: linear
  • num_epochs: 50
  • mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossMatthews CorrelationAccuracy
0.89521.0670.66640.00.6913
0.62342.01340.61840.00.6913
0.61273.02010.61970.00.6913
0.61154.02680.62090.00.6913
0.60965.03350.62370.00.6913
0.61046.04020.62090.00.6913
0.61237.04690.61850.00.6913

Framework versions

  • Transformers 4.29.2
  • Pytorch 1.14.0a0+410ce96
  • Datasets 2.12.0
  • Tokenizers 0.13.3