tiny-mlm-glue-mnli-from-scratch-custom-tokenizer-target-glue-cola

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

  • Loss: 0.7995
  • Matthews Correlation: 0.0140

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
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: constant
  • training_steps: 5000

Training results

Training Loss Epoch Step Validation Loss Matthews Correlation
0.6109 1.87 500 0.6204 0.0
0.607 3.73 1000 0.6189 0.0
0.6041 5.6 1500 0.6187 0.0
0.5729 7.46 2000 0.6550 0.0093
0.5254 9.33 2500 0.6909 0.0411
0.4976 11.19 3000 0.7189 0.0526
0.4767 13.06 3500 0.7382 0.0223
0.4591 14.93 4000 0.7636 0.0449
0.4393 16.79 4500 0.7995 0.0140

Framework versions

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