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Question: I have five fingers but I am not alive. What am I? Answer: a glove.Answering such a riddle-style question is a challenging cognitive process, inthat it requires complex commonsense reasoning abilities, an understanding offigurative language, and counterfactual reasoning skills, which are allimportant abilities for advanced natural language understanding (NLU). However,there are currently no dedicated datasets aiming to test these abilities.Herein, we present RiddleSense, a new multiple-choice question answering task,which comes with the first large dataset (5.7k examples) for answeringriddle-style commonsense questions. We systematically evaluate a wide range ofmodels over the challenge, and point out that there is a large gap between thebest-supervised model and human performance -- suggesting intriguing futureresearch in the direction of higher-order commonsense reasoning and linguisticcreativity towards building advanced NLU systems.

RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge