HasanAldhahi / EXS

EXS

Explainable Information Retrival, this repo contains implementations for the papers:

@inproceedings{singh2019exs,
  title={Exs: Explainable search using local model agnostic interpretability},
  author={Singh, Jaspreet and Anand, Avishek},
  booktitle={Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining},
  pages={770--773},
  year={2019}
}

@inproceedings{singh2020model,
  title={Model agnostic interpretability of rankers via intent modelling},
  author={Singh, Jaspreet and Anand, Avishek},
  booktitle={Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency},
  pages={618--628},
  year={2020}
}

Libraries: Beir (https://github.com/beir-cellar/beir): pip install beir

Captum (https://github.com/pytorch/captum): pip install captum

Pyserini (https://github.com/castorini/pyserini ): pip install pyserini