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Evaluation of local features for argument identification and classification for semantic role labeling
RISE, Swedish ICT, SICS.
2008 (English)Conference paper, Published paper (Refereed)
Abstract [en]

In this paper we present some findings from an evaluation of dependency-based features for argument identification and classification in a pipelined semantic role labeling system. In total over 100 feature types were evaluated. Results indicate that most features can be discarded with sustained or even improved performance. We further find that arguments of nominal and verbal predicates seem to rely on different feature types - while arguments of verbal predicates rely more on structural features, arguments of nominal predicates rely more on lexical features.

Place, publisher, year, edition, pages
2008, 1. , 2 p.
Keyword [en]
Semantic role labeling, Feature evaluation, Dependency-based feature representations
National Category
Computer and Information Science
Identifiers
URN: urn:nbn:se:ri:diva-22923OAI: oai:DiVA.org:ri-22923DiVA: diva2:1042488
Conference
The Second Swedish Language Technology Conference (SLTC-08), 20-21 November 2008, Stockholm, Sweden
Available from: 2016-10-31 Created: 2016-10-31 Last updated: 2017-08-02Bibliographically approved

Open Access in DiVA

fulltext(70 kB)9 downloads
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File name FULLTEXT01.pdfFile size 70 kBChecksum SHA-512
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Type fulltextMimetype application/pdf

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CiteExportLink to record
Permanent link

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Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
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  • asciidoc
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