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ProoFVer

ProoFVer is a proof system, based on natural logic, for explainable fact verification. ProoFVer's explanations are faithful, to the decision making process of the model, as ProoFVer is faithful byconstruction.

  • ProoFVer's code repository is based on the codebase of GENRE by De Cao et. al.. We add the relevant data and scripts, along with GENRE, for training and running ProoFVer.

For training data generation:

First use the chunker, with the following script

scriptProofver/Chunking.py

Then run the aligner

scriptProofver/Alignment.py

Main dependencies

  • python>=3.7
  • pytorch>=1.6
  • fairseq>=0.10
  • simalign
  • flair
  • transformers

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Proof system for Fact Verification

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  • Python 86.7%
  • Shell 10.1%
  • Jupyter Notebook 3.2%