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

Miller, Tristan ; Erbs, Nicolai ; Zorn, Hans-Peter ; Zesch, Torsten ; Gurevych, Iryna (2013)
DKPro WSD: A Generalized UIMA-based Framework for Word Sense Disambiguation.
Sofia, Bulgaria
Konferenzveröffentlichung, Bibliographie

Kurzbeschreibung (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.

Typ des Eintrags: Konferenzveröffentlichung
Erschienen: 2013
Autor(en): Miller, Tristan ; Erbs, Nicolai ; Zorn, Hans-Peter ; Zesch, Torsten ; Gurevych, Iryna
Art des Eintrags: Bibliographie
Titel: DKPro WSD: A Generalized UIMA-based Framework for Word Sense Disambiguation
Sprache: Englisch
Publikationsjahr: August 2013
Verlag: Association for Computational Linguistics
Buchtitel: Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (System Demonstrations) (ACL 2013)
Veranstaltungsort: Sofia, Bulgaria
URL / URN: http://aclweb.org/anthology/P/P13/P13-4007.pdf
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Kurzbeschreibung (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.

Freie Schlagworte: UKP_p_DKPro;reviewed
ID-Nummer: TUD-CS-2013-0135
Fachbereich(e)/-gebiet(e): 20 Fachbereich Informatik
20 Fachbereich Informatik > Ubiquitäre Wissensverarbeitung
Hinterlegungsdatum: 31 Dez 2016 14:29
Letzte Änderung: 24 Jan 2020 12:03
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