acl acl2010 acl2010-156 acl2010-156-reference knowledge-graph by maker-knowledge-mining
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Author: Simone Paolo Ponzetto ; Roberto Navigli
Abstract: One of the main obstacles to highperformance Word Sense Disambiguation (WSD) is the knowledge acquisition bottleneck. In this paper, we present a methodology to automatically extend WordNet with large amounts of semantic relations from an encyclopedic resource, namely Wikipedia. We show that, when provided with a vast amount of high-quality semantic relations, simple knowledge-lean disambiguation algorithms compete with state-of-the-art supervised WSD systems in a coarse-grained all-words setting and outperform them on gold-standard domain-specific datasets.
Eneko Agirre and Oier Lopez de Lacalle. 2004. Publicly available topic signatures for all WordNet nominal senses. In Proc. of LREC ’04. Eneko Agirre and David Martinez. 2001. Learning class-to-class selectional preferences. In Proceedings of CoNLL-01, pages 15–22. Eneko Agirre and Aitor Soroa. 2009. Personalizing PageRank for Word Sense Disambiguation. In Proc. of EACL-09, pages 33–41 . Eneko Agirre, Oier Lopez de Lacalle, and Aitor Soroa. 2009. Knowledge-based WSD on specific domains: 8The resulting resource, WordNet++, is freely available at http : / / l .uni roma 1. it /wo rdnetplusplu s for cl research purposes. performing better than generic supervised WSD. In Proc. of IJCAI-09, pages 1501–1506. Satanjeev Banerjee and Ted Pedersen. 2003. Extended gloss overlap as a measure of semantic relatedness. In Proc. of IJCAI-03, pages 805–810. Razvan Bunescu and Marius Pas ¸ca. 2006. Using encyclopedic knowledge for named entity disambiguation. In Proc. of EACL-06, pages 9–16. Jean Carletta. 1996. Assessing agreement on classification tasks: The kappa statistic. Computational Linguistics, 22(2):249–254. Yee Seng Chan, Hwee Tou Ng, and Zhi Zhong. 2007. NUS-ML: Exploiting parallel texts for Word Sense Disambiguation in the English all-words tasks. In Proc. of SemEval-2007, pages 253–256. Ping Chen, Wei Ding, Chris Bowes, and David Brown. 2009. A fully unsupervised Word Sense Disambiguation method using dependency knowledge. In Proc. of NAACL-HLT-09, pages 28–36. Tim Chklovski and Rada Mihalcea. 2002. Building a sense tagged corpus with Open Mind Word Expert. In Proceedings of the ACL-02 Workshop on WSD: Recent Successes and Future Directions at ACL-02. Martin Chodorow, Roy Byrd, and George E. Heidorn. 1985. Extracting semantic hierarchies from a large on-line dictionary. In Proc. of ACL-85, pages 299– 304. Philipp Cimiano, Siegfried Handschuh, and Steffen Staab. 2004. Towards the self-annotating Web. In Proc. of WWW-04, pages 462–471. Montse Cuadros and German Rigau. 2006. Quality assessment of large scale knowledge resources. In Proc. of EMNLP-06, pages 534–541. Montse Cuadros and German Rigau. 2008. KnowNet: building a large net of knowledge from the Web. In Proc. of COLING-08, pages 161–168. Philip Edmonds. 2000. Designing a task for SENSEVAL-2. Technical report, University of Brighton, U.K. Christiane Fellbaum, editor. 1998. WordNet: An Electronic Database. MIT Press, Cambridge, MA. Evgeniy Gabrilovich and Shaul Markovitch. 2006. Overcoming the brittleness bottleneck using Wikipedia: Enhancing text categorization with encyclopedic knowledge. In Proc. of AAAI-06, pages 1301–1306. Evgeniy Gabrilovich and Shaul Markovitch. 2007. Computing semantic relatedness using Wikipedia- based explicit semantic analysis. In Proc. of IJCAI07, pages 1606–161 1. Roxana Girju, Adriana Badulescu, and Dan Moldovan. 2006. Automatic discovery of part-whole relations. Computational Linguistics, 32(1):83–135. Sanda M. Harabagiu, George A. Miller, and Dan I. Moldovan. 1999. WordNet 2 a morphologically and semantically enhanced resource. In Proceedings of the SIGLEX99 Workshop on Standardizing Lexical Resources, pages 1–8. – 1530 Marti A. Hearst. 1992. Automatic acquisition of hyponyms from large text corpora. In Proc. of COLING-92, pages 539–545. Adam Kilgarriff and Joseph Rosenzweig. 2000. Framework and results for English SENSEVAL. Computers and the Humanities, 34(1-2). Rob Koeling and Diana McCarthy. 2007. Sussx: WSD using automatically acquired predominant senses. In Proc. of SemEval-2007, pages 314–317. Rob Koeling, Diana McCarthy, and John Carroll. 2005. Domain-specific sense distributions and predominant sense acquisition. In Proc. of HLTEMNLP-05, pages 419–426. Michael Lesk. 1986. Automatic sense disambiguation using machine readable dictionaries: How to tell a pine cone from an ice cream cone. In Proceedings of the 5th Annual Conference on Systems Documentation, Toronto, Ontario, Canada, pages 24–26. Diana McCarthy and John Carroll. 2003. Disambiguating nouns, verbs and adjectives using automatically acquired selectional preferences. Computational Linguistics, 29(4):639–654. Rada Mihalcea and Andras Csomai. 2007. Wikify! Linking documents to encyclopedic knowledge. In Proc. of CIKM-07, pages 233–242. Rada Mihalcea. 2007. Using Wikipedia for automatic Word Sense Disambiguation. In Proc. of NAACLHLT-07, pages 196–203. George A. Miller, Claudia Leacock, Randee Tengi, and Ross Bunker. 1993. A semantic concordance. In Proceedings of the 3rd DARPA Workshop on Human Language Technology, pages 303–308, Plainsboro, N.J. David Milne and Ian H. Witten. 2008a. An effective, low-cost measure of semantic relatedness obtained from Wikipedia links. In Proceedings of the Workshop on Wikipedia and Artificial Intelligence: An Evolving Synergy at AAAI-08, pages 25–30. David Milne and Ian H. Witten. 2008b. Learning to link with Wikipedia. In Proc. of CIKM-08, pages 509–518. Vivi Nastase and Michael Strube. 2008. Decoding Wikipedia category names for knowledge acquisition. In Proc. of AAAI-08, pages 1219–1224. Vivi Nastase. 2008. Topic-driven multi-document summarization with encyclopedic knowledge and activation spreading. In Proc. of EMNLP-08, pages 763–772. Roberto Navigli and Mirella Lapata. 2010. An experimental study on graph connectivity for unsupervised Word Sense Disambiguation. IEEE Transactions on Pattern Anaylsis and Machine Intelligence, 32(4):678–692. Roberto Navigli and Simone Paolo Ponzetto. 2010. BabelNet: Building a very large multilingual semantic network. In Proc. of ACL-10. Roberto Navigli and Paola Velardi. 2005. Structural Semantic Interconnections: a knowledge-based approach to Word Sense Disambiguation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 27(7): 1075–1088. Roberto Navigli, Kenneth C. Litkowski, and Orin Hargraves. 2007. Semeval-2007 task 07: Coarsegrained English all-words task. In Proc. ofSemEval2007, pages 30–35. Roberto Navigli. 2009a. Using cycles and quasicycles to disambiguate dictionary glosses. In Proc. of EACL-09, pages 594–602. Roberto Navigli. 2009b. Word Sense Disambiguation: A survey. ACM Computing Surveys, 41(2): 1–69. Marco Pennacchiotti and Patrick Pantel. 2006. Ontologizing semantic relations. In Proc. of COLING- ACL-06, pages 793–800. Simone Paolo Ponzetto and Roberto Navigli. 2009. Large-scale taxonomy mapping for restructuring and integrating Wikipedia. In Proc. of IJCAI-09, pages 2083–2088. Simone Paolo Ponzetto and Michael Strube. 2007a. Deriving a large scale taxonomy from Wikipedia. In Proc. of AAAI-07, pages 1440–1445. Simone Paolo Ponzetto and Michael Strube. 2007b. Knowledge derived from Wikipedia for computing semantic relatedness. Journal of Artificial Intelligence Research, 30: 181–212. Nils Reiter, Matthias Hartung, and Anette Frank. 2008. A resource-poor approach for linking ontology classes to Wikipedia articles. In Johan Bos and Rodolfo Delmonte, editors, Semantics in Text Processing, volume 1of Research in Computational Semantics, pages 381–387. College Publications, London, England. German Rigau, Horacio Rodr ı´guez, and Eneko Agirre. 1998. Building accurate semantic taxonomies from monolingual MRDs. In Proc. of COLING-ACL-98, pages 1103–1 109. Maria Ruiz-Casado, Enrique Alfonseca, and Pablo Castells. 2005. Automatic assignment of Wikipedia encyclopedic entries to WordNet synsets. In Advances in Web Intelligence, volume 3528 of Lecture Notes in Computer Science. Springer Verlag. Christina Sauper and Regina Barzilay. 2009. Automatically generating Wikipedia articles: A structureaware approach. In Proc. of ACL-IJCNLP-09, pages 208–216. Eyal Shnarch, Libby Barak, and Ido Dagan. 2009. Extracting lexical reference rules from Wikipedia. In Proc. of ACL-IJCNLP-09, pages 450–458. Rion Snow, Dan Jurafsky, and Andrew Ng. 2006. Semantic taxonomy induction from heterogeneous evidence. In Proc. of COLING-ACL-06, pages 801– 808. Fabian M. Suchanek, Gjergji Kasneci, and Gerhard Weikum. 2008. Yago: A large ontology from Wikipedia and WordNet. Journal of Web Semantics, 6(3):203–217. Fei Wu and Daniel Weld. 2007. Automatically semantifying Wikipedia. In Proc. of CIKM-07, pages 41–50. Fei Wu and Daniel Weld. 2008. Automatically refining the Wikipedia infobox ontology. In Proc. of WWW08, pages 635–644. 1531