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DKPro WSD: A Generalized UIMA-based Framework for Word Sense Disambiguation

Miller, Tristan and Erbs, Nicolai and Zorn, Hans-Peter and Zesch, Torsten and Gurevych, Iryna (2013):
DKPro WSD: A Generalized UIMA-based Framework for Word Sense Disambiguation.
In: Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (System Demonstrations) (ACL 2013), Association for Computational Linguistics, Sofia, Bulgaria, pp. 37-42, [Online-Edition: http://aclweb.org/anthology/P/P13/P13-4007.pdf],
[Conference or Workshop Item]

Abstract

Implementations of word sense disambiguation (WSD) algorithms tend to be tied to a particular test corpus format and sense inventory. This makes it difficult to test their performance on new data sets, or to compare them against past algorithms implemented for different data sets. In this paper we present DKPro WSD, a freely licensed, general-purpose framework for WSD which is both modular and extensible. DKPro WSD abstracts the WSD process in such a way that test corpora, sense inventories, and algorithms can be freely swapped. Its UIMA-based architecture makes it easy to add support for new resources and algorithms. Related tasks such as word sense induction and entity linking are also supported.

Item Type: Conference or Workshop Item
Erschienen: 2013
Creators: Miller, Tristan and Erbs, Nicolai and Zorn, Hans-Peter and Zesch, Torsten and Gurevych, Iryna
Title: DKPro WSD: A Generalized UIMA-based Framework for Word Sense Disambiguation
Language: English
Abstract:

Implementations of word sense disambiguation (WSD) algorithms tend to be tied to a particular test corpus format and sense inventory. This makes it difficult to test their performance on new data sets, or to compare them against past algorithms implemented for different data sets. In this paper we present DKPro WSD, a freely licensed, general-purpose framework for WSD which is both modular and extensible. DKPro WSD abstracts the WSD process in such a way that test corpora, sense inventories, and algorithms can be freely swapped. Its UIMA-based architecture makes it easy to add support for new resources and algorithms. Related tasks such as word sense induction and entity linking are also supported.

Title of Book: Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (System Demonstrations) (ACL 2013)
Publisher: Association for Computational Linguistics
Uncontrolled Keywords: UKP_p_DKPro;reviewed
Divisions: 20 Department of Computer Science
20 Department of Computer Science > Ubiquitous Knowledge Processing
Event Location: Sofia, Bulgaria
Date Deposited: 31 Dec 2016 14:29
Official URL: http://aclweb.org/anthology/P/P13/P13-4007.pdf
Identification Number: TUD-CS-2013-0135
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