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dc.contributor.authorLin, Chi-San Althon
dc.contributor.authorSmith, Tony C.
dc.coverage.spatialConference held at Hong Kongen_NZ
dc.date.accessioned2013-10-22T22:42:44Z
dc.date.available2013-10-22T22:42:44Z
dc.date.issued2008
dc.identifier.citationLin, C.-S. A., & Smith, T. C. (2008). Multi-Argument classification for semantic role labeling. In Proceedings of the First International Workshop on Automated Syntactic Annotations for Interoperable Language Resources, Hong Kong, 8 January 2008 (pp. 53-60).en_NZ
dc.identifier.urihttps://hdl.handle.net/10289/8103
dc.description.abstractThis paper describes a Multi-Argument Classification (MAC) approach to Semantic Role Labeling. The goal is to exploit dependencies between semantic roles by simultaneously classifying all arguments as a pattern. Argument identification, as a pre-processing stage, is carried at using the improved Predicate-Argument Recognition Algorithm (PARA) developed by Lin and Smith (2006). Results using standard evaluation metrics show that multi-argument classification, archieving 76.60 in F₁ measurement on WSJ 23, outperforms existing systems that use a single parse tree for the CoNLL 2005 shared task data. This paper also describes ways to significantly increase the speed of multi-argument classification, making it suitable for real-time language processing tasks that require semantic role labelling.en_NZ
dc.format.mimetypeapplication/pdf
dc.language.isoenen_NZ
dc.publisherCity University of Hong Kongen_NZ
dc.relation.urihttp://icgl.ctl.cityu.edu.hk/2008/html/resources/~revisedMulti-ArgumentClassificationForSemanticRoleLabeling.pdfen_NZ
dc.subjectcomputer scienceen_NZ
dc.subjectMachine learning
dc.titleMulti-argument classification for semantic role labelingen_NZ
dc.typeConference Contributionen_NZ
dc.relation.isPartOfProc The First International Workshop on Automated Syntactic Annotations for Interoperable Language Resourcesen_NZ
pubs.begin-page53en_NZ
pubs.elements-id17568
pubs.end-page60en_NZ
pubs.finish-date2008-01-08en_NZ
pubs.start-date2008-01-08en_NZ


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