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muhtasham/tiny-mlm-glue-cola-custom-tokenizer-target-glue-mrpc

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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tiny-mlm-glue-cola-custom-tokenizer-target-glue-mrpc

This model is a fine-tuned version of muhtasham/tiny-mlm-glue-cola-custom-tokenizer on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.1575
  • —Accuracy: 0.7083
  • —F1: 0.8027

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: 3e-05
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constant
  • —num_epochs: 200

Training results

Training LossEpochStepValidation LossAccuracyF1
0.5964.355000.57370.70340.8045
0.50088.710000.60540.71320.8104
0.419113.0415000.65420.70340.7939
0.33217.3920000.72100.71570.7993
0.261221.7425000.80370.72060.81
0.204526.0930000.88450.70830.7993
0.164530.4335000.99760.71810.8080
0.130134.7840001.15750.70830.8027

Framework versions

  • —Transformers 4.26.0.dev0
  • —Pytorch 1.13.0+cu116
  • —Datasets 2.8.1.dev0
  • —Tokenizers 0.13.2