xiye17 / InterpCalib

Can Explanations Be Useful for Calibrating Black Box Models? (ACL, 2022)

InterpCalib

Code for the paper Can Explanations Be Useful for Calibrating Black Box Models? (ACL, 2022).

@InProceedings{Ye-Durrett:2022:Calibration,
  title = {Can Explanations Be Useful for Calibrating Black Box Models?},
  author = {Xi Ye and Greg Durrett},
  booktitle = {Proceedings of ACL},
  year = {2022},
}

Enviromental Setup

The codebase is tested under

• python==3.8
• pytorch==1.6.0
• transformers==3.3.1
• spacy==2.3.2

For a detailed list of dependency, check requirement.txt

Experiments on QA

Please refer to the README in the \QA directory.

Experiments on NLI

Please refer to the README in the \NLI directory.