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Aligning Script Events with Narrative Texts

2019-05-20
Simon Ostermann, Michael Roth, Stefan Thater, Manfred Pinkal

Abstract

Script knowledge plays a central role in text understanding and is relevant for a variety of downstream tasks. In this paper, we consider two recent datasets which provide a rich and general representation of script events in terms of paraphrase sets. We introduce the task of mapping event mentions in narrative texts to such script event types, and present a model for this task that exploits rich linguistic representations as well as information on temporal ordering. The results of our experiments demonstrate that this complex task is indeed feasible.

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URL

http://arxiv.org/abs/1710.05709

PDF

http://arxiv.org/pdf/1710.05709


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