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finetuned-self_mlm_medium

This model is a fine-tuned version of muhtasham/bert-medium-mlm-finetuned-imdb on the imdb dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3215
  • Accuracy: 0.9130
  • F1: 0.9545

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
  • num_epochs: 200

Training results

Training Loss Epoch Step Validation Loss Accuracy F1
0.2916 0.64 500 0.2293 0.9087 0.9522
0.1969 1.28 1000 0.1605 0.9442 0.9713
0.1511 1.92 1500 0.1787 0.9406 0.9694
0.1046 2.56 2000 0.2280 0.9379 0.9680
0.0852 3.2 2500 0.3215 0.9130 0.9545

Framework versions

  • Transformers 4.25.1
  • Pytorch 1.12.1+cu113
  • Datasets 2.7.1
  • Tokenizers 0.13.2
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Dataset used to train muhtasham/finetuned-self_mlm_medium

Evaluation results