Supervised all-words lexical substitution using delexicalized features

NAACL HLT 2013 - 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Main Conference

Volumn , Issue , 2013, Pages 1131-1141

  Szarvas, György ^a   Biemann, Chris ^b   Gurevych, Iryna ^b,c  

^a NUANCE COMMUNICATIONS   (United States)

^b DARMSTADT UNIVERSITY OF TECHNOLOGY   (Germany)

^c German Institute for Educational Research and Educational Information   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

NATURAL LANGUAGE PROCESSING SYSTEMS;

GLOBAL MODELS; LEXICAL FEATURES; PERFORMANCE; POWER; SUBSTITUTION PATTERNS; SUBSTITUTION SYSTEMS; SUPERVISED METHODS; TARGET WORDS; TRAINING SETS; UNSUPERVISED APPROACHES;

MAXIMUM ENTROPY METHODS;

EID: 84905684773     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (36)

1. Eneko Agirre, Daniel Cer, Mona Diab, and Aitor Gonzalez-Agirre. 2012. Semeval-2012 task 6: A pilot on semantic textual similarity. In SEM 2012: The First Joint Conference on Lexical and Computational Semantics-Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation (SemEval 2012), pages 385-393, Montŕeal, Canada.
2. Chris Biemann. 2012. Creating a System for Lexical Substitutions from Scratch using Crowdsourcing. Language Resources and Evaluation: Special Issue on Collaboratively Constructed Language Resources, 46(2).
3. Róbert Busa-Fekete, Balázs Kégl, Elteto Yamás, and Györgi Szarvas. 2011. A robust ranking methodology based on diverse calibration of adaboost. In European Conference on Machine Learning, volume LNCS, 6911, pages 263-279.
4. Zhe Cao, Tao Qin, Tie-Yan Liu, Ming-Feng Tsai, and Hang Li. 2007. Learning to rank: from pairwise approach to listwise approach. In Proceedings of the 24rd International Conference on Machine Learning, pages 129-136.
5. Ching-Yun Chang and Stephen Clark. 2010. Practical linguistic steganography using contextual synonym substitution and vertex colour coding. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 1194-1203, Cambridge, MA.
6. Moses Charikar, Kevin Chen, and Martin Farach-Colton. 2004. Finding frequent items in data streams. Theor. Comput. Sci., 312(1):3-15.
7. D. Cossock and T. Zhang. 2008. Statistical analysis of Bayes optimal subset ranking. IEEE Transactions on Information Theory, 54(11):5140-5154.
8. Ido Dagan, Oren Glickman, Alfio Gliozzo, Efrat Marmorshtein, and Carlo Strapparava. 2006. Direct word sense matching for lexical substitution. In Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics, ACL-44, pages 449-456, Sydney, Australia.
9. Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In LREC 2006, Genova, Italy.
10. Scott Deerwester, Susan T. Dumais, George W. Furnas, Thomas K. Landauer, and Richard Harshman. 1990. Indexing by latent semantic analysis. Journal of the American Society for Information Science, 41(6):391-407.
11. Georgiana Dinu and Mirella Lapata. 2010. Measuring distributional similarity in context. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 1162-1172, Cambridge, MA.
12. Ted Dunning. 1993. Accurate methods for the statistics of surprise and coincidence. Computational Linguistics, 19(1):61-74.
13. Katrin Erk and Sebastian Padó. 2008. A structured vector space model for word meaning in context. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing, pages 897-906, Honolulu, Hawaii.
14. Katrin Erk and Sebastian Padó. 2010. Exemplar-based models for word meaning in context. In Proceedings of the ACL 2010 Conference Short Papers, pages 92-97, Uppsala, Sweden.
15. Christiane Fellbaum. 1998. WordNet: An Electronic Lexical Database. MIT Press.
16. Evgeniy Gabrilovich and Shaul Markovitch. 2007. Computing Semantic Relatedness using Wikipedia-based Explicit Semantic Analysis. In Proceedings of the 20th International Joint Conference on Artificial Intelligence, pages 1606-1611.
17. Bela Gipp, Norman Meuschke, and Joeran Beel. 2011. Comparative Evaluation of Text-And Citation-based Plagiarism Detection Approaches using GuttenPlag. In Proceedings of 11th ACM/IEEE-CS Joint Conference on Digital Libraries (JCDL'11), pages 255-258, Ottawa, Canada. ACM New York, NY, USA. Available at http://sciplore. org/pub/.
18. Claudio Giuliano, Alfio Gliozzo, and Carlo Strapparava. 2007. FBK-irst: Lexical substitution task exploiting domain and syntagmatic coherence. In Proceedings of the Fourth InternationalWorkshop on Semantic Evaluations (SemEval-2007), pages 145-148, Prague, Czech Republic.
19. Samer Hassan, Andras Csomai, Carmen Banea, Ravi Sinha, and Rada Mihalcea. 2007. UNT: SubFinder: Combining knowledge sources for automatic lexical substitution. In Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007), pages 410-413, Prague, Czech Republic.
20. Kazuaki Kishida. 2005. Property of Average Precision and Its Generalization: An Examination of Evaluation Indicator for Information Retrieval Experiments. NII technical report. National Institute of Informatics.
21. Ping Li, Christopher J. C. Burges, and Qiang Wu. 2007. McRank: Learning to rank using multiple classification and gradient boosting. In Advances in Neural Information Processing Systems, volume 19, pages 897-904. The MIT Press.
22. Linlin Li, Benjamin Roth, and Caroline Sporleder. 2010. Topic models for word sense disambiguation and token-based idiom detection. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL '10, pages 1138-1147.
23. Dekang Lin. 1998. Automatic retrieval and clustering of similar words. In Proceedings of the 36th Annual Meeting of the Association for Computational Linguistics and the 17th International Conference on Computational Linguistics, volume 2 of ACL '98, pages 768-774, Montreal, Quebec, Canada.
24. David Martinez, Su Nam Kim, and Timothy Baldwin. 2007. MELB-MKB: Lexical substitution system based on relatives in context. In Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007), pages 237-240, Prague, Czech Republic.
25. Andrew Kachites McCallum. 2002. MALLET: A Machine Learning for Language Toolkit. http://mallet. cs. umass. edu.
26. Diana McCarthy and Roberto Navigli. 2007. Semeval-2007 task 10: English lexical substitution task. In Proceedings of the Fourth International Workshop on Semantic Evaluations (SemEval-2007), pages 48-53, Prague, Czech Republic.
27. Rada Mihalcea and Andras Csomai. 2005. Senselearner: word sense disambiguation for all words in unrestricted text. In Proceedings of the ACL 2005 on Interactive poster and demonstration sessions, ACLdemo '05, pages 53-56.
28. Joseph Reisinger and Raymond Mooney. 2010a. A mixture model with sharing for lexical semantics. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 1173-1182, Cambridge, MA.
29. Joseph Reisinger and Raymond J. Mooney. 2010b. Multi-prototype vector-space models of word meaning. In Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, pages 109-117, Los Angeles, California.
30. M. Richter, U. Quasthoff, E. Hallsteinsdóttir, and C. Biemann. 2006. Exploiting the leipzig corpora collection. In Proceesings of the IS-LTC 2006. Ljubljana, Slovenia.
31. Helmut Schmid. 1994. Probabilistic part-of-speech tagging using decision trees. In Proceedings of the International Conference on New Methods in Language Processing, Manchester, UK.
32. Ravi Sinha and Rada Mihalcea. 2009. Combining lexical resources for contextual synonym expansion. In Proceedings of the International Conference RANLP-2009, pages 404-410, Borovets, Bulgaria.
33. Ravi Som Sinha and Rada Flavia Mihalcea. 2011. Using centrality algorithms on directed graphs for synonym expansion. In R. Charles Murray and Philip M. Mc-Carthy, editors, FLAIRS Conference. AAAI Press.
34. Stefan Thater, Hagen Fürstenau, and Manfred Pinkal. 2010. Contextualizing semantic representations using syntactically enriched vector models. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, pages 948-957, Uppsala, Sweden.
35. Stefan Thater, Hagen Fürstenau, and Manfred Pinkal. 2011. Word meaning in context: A simple and effective vector model. In Proceedings of the Fifth International Joint Conference on Natural Language Processing : IJCNLP 2011, pages 1134-1143, Chiang Mai, Thailand. MP, ISSN 978-974-466-564-5.
36. Umut Topkara, Mercan Topkara, and Mikhail J. Atallah. 2006. The hiding virtues of ambiguity: quantifiably resilient watermarking of natural language text through synonym substitutions. In Proceedings of the 8th workshop on Multimedia and security, pages 164-174, New York, NY, USA. ACM.