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bart-base-finetuned-text-simplification

This model is a fine-tuned version of facebook/bart-base on the wiki_auto dataset. It achieves the following results on the evaluation set:

  • Loss: 7.4564
  • Sari: 58.8687

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: 5e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 3.0
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Sari
0.1758 1.0 23363 6.7617 58.9526
0.1474 2.0 46726 7.1742 58.8800
0.1349 3.0 70089 7.4564 58.8687

Framework versions

  • Transformers 4.27.4
  • Pytorch 1.13.0
  • Datasets 2.1.0
  • Tokenizers 0.13.2
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Dataset used to train husseinMoh/bart-base-finetuned-text-simplification