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Reading the Manual: Event Extraction as Definition Comprehension

3 December 2019
Yunmo Chen
Tongfei Chen
Seth Ebner
Aaron Steven White
Benjamin Van Durme
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Abstract

We ask whether text understanding has progressed to where we may extract event information through incremental refinement of bleached statements derived from annotation manuals. Such a capability would allow for the trivial construction and extension of an extraction framework by intended end-users through declarations such as, "Some person was born in some location at some time." We introduce an example of a model that employs such statements, with experiments illustrating we can extract events under closed ontologies and generalize to unseen event types simply by reading new definitions.

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