Question Answering is a Format; When is it Useful?

September 25, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Matt Gardner, Jonathan Berant, Hannaneh Hajishirzi, Alon Talmor, Sewon Min arXiv ID 1909.11291 Category cs.CL: Computation & Language Citations 55 Venue arXiv.org Last Checked 4 months ago
Abstract
Recent years have seen a dramatic expansion of tasks and datasets posed as question answering, from reading comprehension, semantic role labeling, and even machine translation, to image and video understanding. With this expansion, there are many differing views on the utility and definition of "question answering" itself. Some argue that its scope should be narrow, or broad, or that it is overused in datasets today. In this opinion piece, we argue that question answering should be considered a format which is sometimes useful for studying particular phenomena, not a phenomenon or task in itself. We discuss when a task is correctly described as question answering, and when a task is usefully posed as question answering, instead of using some other format.
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