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zack-paperspace/roberta-base-finetuned-cola

sourceHugging Facemitupdated 4y agoView on Hugging Face
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roberta-base-finetuned-cola

This model is a fine-tuned version of roberta-base on the glue dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5732
  • Matthews Correlation: 0.6495

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: 1
  • evalbatchsize: 1
  • seed: 42
  • distributed_type: IPU
  • gradientaccumulationsteps: 16
  • totaltrainbatch_size: 16
  • totalevalbatch_size: 5
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: linear
  • num_epochs: 5
  • training precision: Mixed Precision

Training results

Training LossEpochStepValidation LossMatthews Correlation
0.52111.05340.40310.5599
0.37392.010680.46880.5713
0.06973.016020.49880.6070
0.07124.021360.55960.6221
0.09555.026700.57320.6495

Framework versions

  • Transformers 4.20.1
  • Pytorch 1.10.0+cpu
  • Datasets 2.8.0
  • Tokenizers 0.12.1