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

Miller, Tristan; Erbs, Nicolai; Zorn, Hans-Peter; Zesch, Torsten; Gurevych, Iryna

doi:10.17185/duepublico/72178

Tagungsbeitrag 2013 CC BY-NC-SA 3.0

Veröffentlicht

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

Miller, Tristan ; Erbs, Nicolai ; Zorn, Hans-Peter; Zesch, Torsten ; Gurevych, Iryna

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.

Vorschau

Einordnung

Konferenz:: 51st Annual Meeting of the Association for Computational Linguistics, August 4-9, 2013 Sofia, Bulgaria
Datum der Veröffentlichung:: 2013
URN:: urn:nbn:de:hbz:464-20211026-171324-1
DOI:: 10.17185/duepublico/72178
Sprache:: Englisch
Ressourcentyp:: Text
Kollektion:: E-Publikationen
Sachgruppen der Deutschen Nationalbibliographie:: 004 Informatik
Link URL:: https://aclanthology.org/P13-4007
Einrichtung:: Fakultät für Ingenieurwissenschaften, Informatik und Angewandte Kognitionswissenschaft, Informatik, Sprachtechnologie
Informationen zur Erstveröffentlichung:: Miller, T., Erbs, N., Zorn, H.-P., Zesch, T., Gurevych, I. (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 Demonstration, pp. 37-42. Association for Computational Linguistics. https://aclanthology.org/P13-4007