acl acl2012 acl2012-48 acl2012-48-reference knowledge-graph by maker-knowledge-mining
Source: pdf
Author: Ingrid Falk ; Claire Gardent ; Jean-Charles Lamirel
Abstract: We present a novel approach to the automatic acquisition of a Verbnet like classification of French verbs which involves the use (i) of a neural clustering method which associates clusters with features, (ii) of several supervised and unsupervised evaluation metrics and (iii) of various existing syntactic and semantic lexical resources. We evaluate our approach on an established test set and show that it outperforms previous related work with an Fmeasure of 0.70.
M. Attik, S. Al Shehabi, and J.-C. Lamirel. 2006. Clus- tering Quality Measures for Data Samples with Multiple Labels. In Databases and Applications, pages 58–65. M. Barbut and B. Monjardet. 1970. Ordre et Classification. Hachette Universit e´. C. Brew and S. Schulte im Walde. 2002. Spectral Clustering for German Verbs. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, pages 117–124, Philadelphia, PA. C. Chang and C. Lin. 2011. LIBSVM: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology, 2:27: 1–27:27. Software available at http : / /www .c s ie .ntu .edu . tw/ ˜ c j l in/ l ibsvm. H. T. Dang. 2004. Investigations into the role of lexical semantics in word sense disambiguation. Ph.D. thesis, U. Pennsylvannia, US. I. Falk and C. Gardent. 2011. Combining Formal Concept Analysis and Translation to Assign Frames and Thematic Role Sets to French Verbs. In Amedeo Napoli and Vilem Vychodil, editors, Concept Lattices and Their Applications, Nancy, France, October. B. Fritzke. 1995. A growing neural gas network learns topologies. Advances in Neural Information Processing Systems 7, 7:625–632. M. Ghribi, P. Cuxac, J.-C. Lamirel, and A. Lelu. 2010. Mesures de qualit´ e de clustering de documents : prise en compte de la distribution des mots cl´ es. In Nicolas B ´echet, editor, E´valuation des m ´ethodes d’Extraction de Connaissances dans les Donn ´ees- EvalECD ’2010, pages 15–28, Hammamet, Tunisie, January. Fatiha Sa¨ ıs. M. Gross. 1975. M´ ethodes en syntaxe. Hermann, Paris. D. O. Hebb. 1949. The organization of behavior: a neuropsychological theory. John Wiley & Sons, New York. K. Kipper Schuler. 2006. VerbNet: A Broad-Coverage, Comprehensive Verb Lexicon. Ph.D. thesis, University of Pennsylvania. A. Kup s´´ c and A. Abeill´ e. 2008. Growing treelex. In Alexander Gelbkuh, editor, Computational Linguistics and Intelligent Text Processing, volume 4919 of Lecture Notes in Computer Science, pages 28–39. Springer Berlin / Heidelberg. J.-C. Lamirel, A. Phuong Ta, and M. Attik. 2008. Novel Labeling Strategies for Hierarchical Representation of Multidimensional Data Analysis Results. In AIA IASTED, Innbruck, Autriche. J. C. Lamirel, P. Cuxac, and R. Mall. 2011a. A new efficient and unbiased approach for clustering quality evaluation. In QIMIE’11, PaKDD, Shenzen, China. 862 J.-C. Lamirel, R. Mall, P. Cuxac, and G. Safi. 2011b. Variations to incremental growing neural gas algorithm based on label maximization. In Neural Net- works (IJCNN), The 2011 International Joint Conference on, pages 956 –965. B. Levin. 1993. English Verb Classes and Alternations: a preliminary investigation. University of Chicago Press, Chicago and London. T. Martinetz and K. Schulten. 1991. A ”Neural-Gas” Network Learns Topologies. Artificial Neural Networks, I:397–402. P. Merlo, S. Stevenson, V. Tsang, and G. Allaria. 2002. A multilingual paradigm for automatic verb classification. In ACL, pages 207–214. C. Messiant. 2008. A subcategorization acquisition system for French verbs. In Proceedings of the ACL08: HLT Student Research Workshop, pages 55–60, Columbus, Ohio, June. Association for Computational Linguistics. C. Mouton. 2010. Ressources et m ´ethodes semisupervis e´es pour l’analyse s ´emantique de textes en fran cais. Ph.D. thesis, Universit e´ Paris 11- Paris Sud UFR d’informatique. L. Nicolas, B. Sagot, E´. de La Clergerie, and J. Farr e´. 2008. Computer aided correction and extension of a syntactic wide-coverage lexicon. In Proc. of CoLing 2008, Manchester, UK, August. A. Oishi and Y. Matsumoto. 1997. Detecting the organization of semantic subclasses of Japanese verbs. International Journal of Corpus Linguistics, 2(1):65–89, october. Y. Prudent and A. Ennaji. 2005. An incremental growing neural gas learns topologies. In Neural Networks, 2005. IJCNN ’05. Proceedings. 2005 IEEE International Joint Conference on, volume 2, pages 1211 1216. J. H. Randall. 2010. Linking. Studies in Natural Language and Linguistic Theory. Springer, Dordrecht. S. E. Robertson and K. S. Jones. 1976. Relevance weighting of search terms. Journal of the American Society for Information Science, 27(3): 129–146. S. Schulte im Walde. 2003. Experiments on the Automatic Induction of German Semantic Verb Classes. Ph.D. thesis, Institut f u¨r Maschinelle Sprachverarbeitung, Universit a¨t Stuttgart. Published as AIMS Report 9(2). S. Schulte im Walde. 2006. Experiments on the automatic induction of german semantic verb classes. Computational Linguistics, 32(2): 159–194. L. Sun, A. Korhonen, T. Poibeau, and C. Messiant. 2010. Investigating the cross-linguistic potential of verbnet: style classification. In Proceedings of the 23rd International Conference on Computational Linguistics, ’ 10, pages 1056–1064, Stroudsburg, PA, Association for Computational Linguistics. R. S. Swier and S. Stevenson. 2005. Exploiting a verb lexicon in automatic semantic role labelling. In HLT/EMNLP. The Association for Computational COLING USA. Linguistics. 2003. La valence : application au lexique K. van den Eynde and P. Mertens. l’approche pronominale et verbal. Journal of French 104. son Language Studies, 13:63– 863