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Answering questions about why characters perform certain actions is centralto understanding and reasoning about narratives. Despite recent progress in QA,it is not clear if existing models have the ability to answer "why" questionsthat may require commonsense knowledge external to the input narrative. In thiswork, we introduce TellMeWhy, a new crowd-sourced dataset that consists of morethan 30k questions and free-form answers concerning why characters in shortnarratives perform the actions described. For a third of this dataset, theanswers are not present within the narrative. Given the limitations ofautomated evaluation for this task, we also present a systematized humanevaluation interface for this dataset. Our evaluation of state-of-the-artmodels show that they are far below human performance on answering suchquestions. They are especially worse on questions whose answers are external tothe narrative, thus providing a challenge for future QA and narrativeunderstanding research.

TellMeWhy: A Dataset for Answering Why-Questions in Narratives