Cover not available
Part of
Word Classes: Nature, typology and representations
Edited by Raffaele Simone and Francesca Masini
[Current Issues in Linguistic Theory 332] 2014
► pp. 17–36

Carving verb classes from corpora

| University of Pisa
In this paper, I discuss some methodological problems arising from the use of corpus data for semantic verb classification. In particular, I present a computational framework to describe the distributional properties of Italian verbs using linguistic data automatically extracted from a large corpus. This information is used to build a distribution-based classification of a set of Italian verbs. It is small scale notwithstanding, this case study will provide evidence for the complex interplay between syntactic and semantic verb features.
Published online: 24 September 2014
DOI logo
https://doi.org/10.1075/cilt.332.02len
References (33)
Attardi, Giuseppe & Felice Dell’Orletta. 2009. “Reverse Revision and Linear Tree Combination for Dependency Parsing”. Proceedings of NAACL-HLT 2009 (Boulder, Colorado, June 2009). 261–264.
Baroni, Marco, Silvia Bernardini, Federica Comastri, Lorenzo Piccioni, Alessandra Volpi, Guy Aston & Marco Mazzoleni. 2004. “Introducing the ‘la Repubblica’ Corpus: A large, annotated, TEI(XML)-compliant corpus of newspaper Italian”. Proceedings of LREC 2004 (Lisboa, May 2004). 1771–1774.
Čulo, Oliver, Katrin Erk, Sebastian Padó & Sabine Schulte im Walde. 2008. “Comparing and Combining Semantic Verb Classifications”. Language Resources and Evaluation 42:3.265–291. DOI logoGoogle Scholar
Erk, Katrin. 2007. “A Simple, Similarity-Based Model for Selectional Preferences”. Proceedings of ACL2007 (Prague, June 2007). 216–223.
Evert, Stefan. 2008. “Corpora and Collocations”. Corpus Linguistics. An international handbook ed. by Anke Lüdeling & Merja Kytö, 1212–1248. Berlin & New York: Mouton de Gruyter.Google Scholar
Fellbaum, Christiane, ed. 1998. WordNet: An electronic lexical database. Cambridge, Mass.: MIT Press.Google Scholar
Fillmore, Charles, Christopher Johnson & Miriam Petruck. 2003. “Background to Framenet”. International Journal of Lexicography 16:3.235–250. DOI logoGoogle Scholar
Hanks, Patrick. 1996. “Contextual Dependency and Lexical Sets”. International Journal of Corpus Linguistics 1:1.75–98. DOI logoGoogle Scholar
Hanks, Patrick & James Pustejovsky. 2005. “A Pattern Dictionary for Natural Language Processing”. Revue Française de Linguistique Appliquée 10:2.63–82.Google Scholar
Harris, Zellig S. 1954. “Distributional Structure”. Word 10:2–3.146–162 [reprinted in Harris, Zellig S. 1970. Papers in Structural and Transformational Linguistics, 775–794. Dordrecht: Reidel].Google Scholar
Kipper-Schuler, Karin. 2005. VerbNet: A broad-coverage, comprehensive verb lexicon. Ph.D. dissertation, University of Pennsylvania.Google Scholar
Kipper-Schuler, Karin, Anna Korhonen, Neville Ryant & Martha Palmer. 2008. “A Large-Scale Classification of English Verbs”. Journal of Language Resources and Evaluation 42:1.21–40. DOI logoGoogle Scholar
Korhonen, Anna. 2009. “Automatic Lexical Classification: Balancing between machine learning and linguistics”. Proceedings of the 23rd Pacific Asia Conference on Language, Information and Computation , Hong Kong.
Joanis, Eric, Suzanne Stevenson & David James. 2008. “A General Feature Space for Automatic Verb Classification”. Natural Language Engineering 14:3.337–367. DOI logoGoogle Scholar
Lapata, Mirella & Chris Brew. 2004. “Verb Class Disambiguation Using Informative Priors”. Computational Linguistics 3:1.45–73. DOI logoGoogle Scholar
Lenci, Alessandro, Nuria Bel, Federica Busa, Nicoletta Calzolari, Elisabetta Gola, Monica Monachini, Antoine Ogonowsky, Ivonne Peters, Wim Peters, Nilda Ruimy, Marta Villegas & Antonio Zampolli. 2000. “SIMPLE: A general framework for the development of multilingual lexicons”. International Journal of Lexicography 13:4.249–263. DOI logoGoogle Scholar
Lenci, Alessandro. 2008. “Distributional Semantics in Linguistic and Cognitive Research”. Italian Journal of Linguistics 20:1.1–31.Google Scholar
Levin, Beth. 1993. English Verb Classes and Alternation: A preliminary investigation. Chicago: University of Chicago Press.Google Scholar
Li, Janguo & Chris Brew. 2008. “Which Are the Best Features for Automatic Verb Classification”. Proceedings of ACL2008 (Columbus, Ohio, June 2008). 434–442.
Light, Mark & Warren Greiff. 2002. “Statistical Models for the Induction and Use of Selectional Preferences”. Cognitive Science 26.269–281. DOI logoGoogle Scholar
Manning, Christopher D. & Hinrich Schütze. 1999. Foundations of Statistical Language Processing. Cambridge, Mass.: MIT Press.Google Scholar
McCarthy, Diana. 2001. Lexical Acquisition at the Syntax-Semantics Interface: Diathesis alternations, subcategorization frames and selectional preferences. Ph.D. dissertation, University of Sussex.Google Scholar
Merlo, Paola & Eva Esteve Ferrer. 2006. “The Notion of Argument in Prepositional Phrase Attachment”. Computational Linguistics 32:3.341–377. DOI logoGoogle Scholar
Merlo, Paola & Stevenson Suzanne. 2001. “Automatic Verb Classification Based on Statistical Distributions of Argument Structure”. Computational Linguistics 27:3.373–408. DOI logoGoogle Scholar
Miller, George A. & Walter G. Charles. 1991. “Contextual Correlates of Semantic Similarity”. Language and Cognitive Processes 6.1–28. DOI logoGoogle Scholar
Pianta, Emanuele, Luisa Bentivogli & Christian Girardi. 2002. “MultiWordNet: Developing an aligned multilingual database”. Proceedings of the 1st International WordNet Conference (Mysore, India, January 2002). 293–302.
Pustejovsky, James. 1995. The Generative Lexicon. Cambridge, Mass.: MIT Press.Google Scholar
Rappaport Hovav, Malka & Beth Levin. 1998. “Building Verb Meanings”. The Projection of Arguments ed. by Miriam Butt & Wilhem Geuder, 97–134. Stanford, CA: CSLI Publications.Google Scholar
Roventini, Adriana, Antonietta Alonge, Nicoletta Calzolari, Bernardo Magnini & Francesca Bertagna. 2000. “ItalWordNet: A large semantic database for Italian”. Proceedings of LREC 2000 (Athens, May/June 2000), vol. II, 783–790.
Schulte im Walde, Sabine. 2006. “Experiments on the Automatic Induction of German Semantic Verb Classes”. Computational Linguistics 32:2.159–194. DOI logoGoogle Scholar
. 2009. “The Induction of Verb Frames and Verb Classes from Corpora”. Corpus Linguistics. An international handbook ed. by Anke Lüdeling & Merja Kytö, 952–972. Berlin & New York: Mouton de Gruyter.Google Scholar
Sun, Lin & Anna Korhonen. 2009. “Improving Verb Clustering with Automatically Acquired Selectional Preferences”. Proceedings of EMNLP (Singapore, August 2009). 638–647. DOI logo
Vigliocco, Gabriella & David Vinson. 2007. “Semantic Representation”. The Oxford Handbook of Psycholinguistics ed. by Gareth Gaskell, 195–215. Oxford: Oxford University Press.Google Scholar
Cited by (1)

Cited by one other publication

Cennamo, Michela & Alessandro Lenci
2019. Gradience in Subcategorization? Locative Phrases with Italian Verbs of Motion. Studia Linguistica 73:2 ► pp. 369 ff. DOI logo

This list is based on CrossRef data as of 23 july 2024. Please note that it may not be complete. Sources presented here have been supplied by the respective publishers. Any errors therein should be reported to them.