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Towards the automatic classification of complex-type nominals
Romeo, Lauren; Mendes, Sara; Bel Rafecas, Núria. - : ACL (Association for Computational Linguistics)
Abstract: Comunicació presentada a: 6th International Conference on Generative Approaches to the Lexicon, celebrada a Pisa, Itàlia, del 24 al 25 de setembre del 2013. ; The work presented here depicts experiments toward the automatic classification of complex-type nominals using distributional information. We conducted two experiments: classifying complex-type nominals as members of multiple individual lexical classes, and building a dedicated classifier for complex-type nominals, distinguishing them from simple types. We discuss the promising results obtained, with a focus on asymmetries observed and on lines to be explored in the future. ; 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 by Fundação para a Ciência e a Tecnologia (FCT) post-doctoral fellowship SFRH/BPD/79900/2011.
Keyword: Complex-type nominals; Generative Lexicon; Language Resources Automatic Acquisition; Machine Learning
URL: http://hdl.handle.net/10230/36737
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2
A cascade approach for complex-type classification
Romeo, Lauren; Mendes, Sara; Bel Rafecas, Núria. - : ACL (Association for Computational Linguistics)
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3
Using qualia information to identify lexical semantic classes in an unsupervised clustering task
Bel Rafecas, Núria; Romeo, Lauren; Mendes, Sara. - : ACL (Association for Computational Linguistics)
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4
Using unmarked contexts in nominal lexical semantic classification
Romeo, Lauren; Mendes, Sara; Bel Rafecas, Núria. - : Association for Computational Linguistics (ACL)
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5
Reading between the lines: overcoming data sparsity for accurate classification of lexical relationships
Navigli, Roberto; Necşulescu, Silvia; Mendes, Sara. - : ACL (Association for Computational Linguistics)
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