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gayanin/bart-paraphrasing-mlm-med-mask-filling

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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bart-paraphrasing-mlm-med-mask-filling

This model is a fine-tuned version of gayanin/bart-paraphrase-pubmed-1.1 on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2528
  • —Rouge2 Precision: 0.8317
  • —Rouge2 Recall: 0.5986
  • —Rouge2 Fmeasure: 0.6751

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: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 4
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossRouge2 PrecisionRouge2 RecallRouge2 Fmeasure
0.33961.0158270.30300.81860.59030.6652
0.28792.0316540.27060.82570.59520.6708
0.25143.0474810.25720.82950.59640.6729
0.23614.0633080.25280.83170.59860.6751

Framework versions

  • —Transformers 4.21.1
  • —Pytorch 1.12.1+cu113
  • —Datasets 2.4.0
  • —Tokenizers 0.12.1