Article | NEAL Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland | Lexical Resources for Low-Resource PoS Tagging in Neural Times Linköping University Electronic Press Conference Proceedings
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Title:
Lexical Resources for Low-Resource PoS Tagging in Neural Times
Author:
Barbara Plank: Department of Computer Science, ITU, IT University of Copenhagen, Denmark Sigrid Klerke: Department of Computer Science, ITU, IT University of Copenhagen, Denmark
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Full text (pdf)
Year:
2019
Conference:
NEAL Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland
Issue:
167
Article no.:
003
Pages:
25--34
No. of pages:
9
Publication type:
Abstract and Fulltext
Published:
2019-10-02
ISBN:
978-91-7929-995-8
Series:
Linköping Electronic Conference Proceedings
ISSN (print):
1650-3686
ISSN (online):
1650-3740
Series:
NEALT Proceedings Series
Publisher:
Linköping University Electronic Press, Linköpings universitet


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More and more evidence is appearing that integrating symbolic lexical knowledge into neural models aids learning. This contrasts the widely-held belief that neural networks largely learn their own feature representations. For example, recent work has shows benefits of integrating lexicons to aid cross-lingual part-of-speech (PoS). However, little is known on how complementary such additional information is, and to what extent improvements depend on the coverage and quality of these external resources. This paper seeks to fill this gap by providing a thorough analysis on the contributions of lexical resources for cross-lingual PoS tagging in neural times.

Keywords: PoS tagging low resource cross-lingual neural network probing lexical resources

NEAL Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland

Author:
Barbara Plank, Sigrid Klerke
Title:
Lexical Resources for Low-Resource PoS Tagging in Neural Times
References:
No references available

NEAL Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland

Author:
Barbara Plank, Sigrid Klerke
Title:
Lexical Resources for Low-Resource PoS Tagging in Neural Times
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Last updated: 2019-11-06