DefExt: A Semi Supervised Definition Extraction Tool

June 08, 2016 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Luis Espinosa-Anke, Roberto Carlini, Horacio Saggion, Francesco Ronzano arXiv ID 1606.02514 Category cs.CL: Computation & Language Citations 6 Venue arXiv.org Last Checked 5 months ago
Abstract
We present DefExt, an easy to use semi supervised Definition Extraction Tool. DefExt is designed to extract from a target corpus those textual fragments where a term is explicitly mentioned together with its core features, i.e. its definition. It works on the back of a Conditional Random Fields based sequential labeling algorithm and a bootstrapping approach. Bootstrapping enables the model to gradually become more aware of the idiosyncrasies of the target corpus. In this paper we describe the main components of the toolkit as well as experimental results stemming from both automatic and manual evaluation. We release DefExt as open source along with the necessary files to run it in any Unix machine. We also provide access to training and test data for immediate use.
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