QuaRel: A Dataset and Models for Answering Questions about Qualitative Relationships

@article{Tafjord2018QuaRelAD,
  title={QuaRel: A Dataset and Models for Answering Questions about Qualitative Relationships},
  author={Oyvind Tafjord and Peter Clark and Matt Gardner and Wen-tau Yih and Ashish Sabharwal},
  journal={CoRR},
  year={2018},
  volume={abs/1811.08048}
}
Many natural language questions require recognizing and reasoning with qualitative relationships (e.g., in science, economics, and medicine), but are challenging to answer with corpus-based methods. Qualitative modeling provides tools that support such reasoning, but the semantic parsing task of mapping questions into those models has formidable challenges. We present QUAREL, a dataset of diverse story questions involving qualitative relationships that characterize these challenges, and… CONTINUE READING
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