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IfQA dataset

Introduction of IfQA

  • IfQA if a open-domain question answering dataset where each question is based on a counterfactual presupposition via an ``if'' clause. For example, if Los Angeles was on the east coast of the U.S., what would be the time difference between Los Angeles and Paris?

  • Such questions require models to go beyond retrieving direct factual knowledge from the Web: they must identify the right information to retrieve and reason about an imagined situation that may even go against the facts built into their parameters.

  • The IfQA dataset contains 3,800 questions annotated by crowdworkers. We hope the unique challenges posed by IfQA will push open-domain QA research on both retrieval and reasoning fronts, while also helping endow counterfactual reasoning abilities to today's language understanding models.

Citation

@inproceedings{yu2023ifqa,
  title={IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions},
  author={Yu, Wenhao and Jiang, Meng and Clark, Peter and Sabharwal, Ashish},
  booktitle={The 2023 Conference on Empirical Methods in Natural Language Processing},
  year={2023}
}

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