Choosing which to use? A study of distributional models for nominal lexical semantic classification

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• dc.contributor.author Romeo, Lauren
• dc.contributor.author Lebani, Gianluca E.
• dc.contributor.author Bel Rafecas, Núria
• dc.contributor.author Lenci, Alessandro
• dc.date.accessioned 2019-02-28T09:53:02Z
• dc.date.available 2019-02-28T09:53:02Z
• dc.date.issued 2014
• dc.description Comunicació presentada a: Ninth International Conference on Language Resources and Evaluation, celebrada a Reykjavik, Iceland, del 26 al 31 de maig de 2014.
• dc.description.abstract This paper empirically evaluates the performances of different state-of-the-art distributional models in a nominal lexical semantic classification task. We consider models that exploit various types of distributional features, which thereby provide different representations of nominal behavior in context. The experiments presented in this work demonstrate the advantages and disadvantages of each model considered. This analysis also considers a combined strategy that we found to be capable of leveraging the bottlenecks of each model, especially when large robust data is not available.
• dc.description.sponsorship This work was funded with the support of the SUR of the DEC of the Generalitat de Catalunya and the European Social Fund, by SKATER TIN2012-38584-C06-05 and the EBES-IULA/UPF mobility grant, as well as the PRIN grant 20105B3HE8 ”Word Combinations in Italian: theoretical and descriptive analysis, computational models, lexicographic layout and creation of a dictionary”, funded by the Italian Ministry of Education, University and Research.
• dc.format.mimetype application/pdf
• dc.identifier.citation Romeo L, Lebaniy GE, Bel N, Lenci A. Choosing which to use? A study of distributional models for nominal lexical semantic classification. In: Calzolari N, Choukri K, Declerck T, Loftsson H, Maegaard B, Mariani J, Moreno A, Odijk J, Piperidis S, editors. Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC-2014); 2014 May 26-31; Reykjavik, Iceland. Paris: European Language Resources Association; 2014. p. 4366-73.
• dc.identifier.uri http://hdl.handle.net/10230/36702
• dc.language.iso eng
• dc.publisher ACL (Association for Computational Linguistics)
• dc.relation.ispartof In: Calzolari N, Choukri K, Declerck T, Loftsson H, Maegaard B, Mariani J, Moreno A, Odijk J, Piperidis S, editors. Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC-2014); 2014 May 26-31; Reykjavik, Iceland. Paris: European Language Resources Association; 2014. p. 4366-73.
• dc.relation.projectID info:eu-repo/grantAgreement/ES/3PN/TIN2012-38584-C06-05
• dc.rights © ACL, Creative Commons Attribution 4.0 License
• dc.rights.accessRights info:eu-repo/semantics/openAccess
• dc.rights.uri https://creativecommons.org/licenses/by/4.0/
• dc.subject.keyword Distributional Models
• dc.subject.keyword Lexical Semantic Classes
• dc.subject.keyword Nominal Classification
• dc.title Choosing which to use? A study of distributional models for nominal lexical semantic classification
• dc.type info:eu-repo/semantics/conferenceObject
• dc.type.version info:eu-repo/semantics/publishedVersion