UNITOR: Combining semantic text similarity functions through SV Regression

*SEM 2012 - 1st Joint Conference on Lexical and Computational Semantics

Volumn 2, Issue , 2012, Pages 597-602

  Croce, Danilo ^a   Annesi, Paolo ^a   Storch, Valerio ^a   Basili, Roberto ^a  

^a UNIVERSITY OF ROME TOR VERGATA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

INDIVIDUAL SCORES; REGRESSION PROBLEM; SCORING FUNCTIONS; SEMANTIC RELATEDNESS; SIMILARITY FUNCTIONS; SPECIFIC SEMANTICS; TEXT SIMILARITY; TEXTUAL SIMILARITIES;

SEMANTICS;

EID: 85040635623     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. Joshua Albrecht and Rebecca Hwa. 2007. Regression for sentence-level mt evaluation with pseudo references. In Proceedings of ACL, pages 296-303, Prague, Czech Republic, June.
2. Paolo Annesi, Valerio Storch, and Roberto Basili. 2012. Space projections as distributional models for semantic composition. In CICLing (1), Lecture Notes in Computer Science, pages 323-335. Springer.
3. Marco Baroni, Silvia Bernardini, Adriano Ferraresi, and Eros Zanchetta. 2009. The wacky wide web: A collection of very large linguistically processed webcrawled corpora. Language Resources and Evaluation, 43(3):209-226.
4. Lee Becker, Martha Palmer, Sarel van Vuuren, and Wayne Ward. 2011. Evaluating questions in context.
5. Fadi Biadsy, Julia Hirschberg, and Elena Filatova. 2008. An unsupervised approach to biography production using wikipedia. In ACL, pages 807-815.
6. Danilo Croce and Daniele Previtali. 2010. Manifold learning for the semi-supervised induction of framenet predicates: An empirical investigation. In Proceedings of the GEMS 2010 Workshop, pages 7-16, Uppsala, Sweden.
7. Danilo Croce, Alessandro Moschitti, and Roberto Basili. 2011. Structured lexical similarity via convolution kernels on dependency trees. In Proceedings of EMNLP, Edinburgh, Scotland, UK.
8. Aminul Islam and Diana Inkpen. 2008. Semantic text similarity using corpus-based word similarity and string similarity. ACM Trans. Knowl. Discov. Data, 2:10:1-10:25, July.
9. Richard Johansson and Pierre Nugues. 2007. Semantic structure extraction using nonprojective dependency trees. In Proceedings of SemEval-2007, Prague, Czech Republic, June 23-24.
10. P. Koehn. 2002. Europarl: A multilingual corpus for evaluation of machine translation. Draft.
11. Thomas K Landauer and Susan T. Dumais. 1997. A solution to platos problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge. Psychological review, pages 211-240.
12. Rada Mihalcea, Courtney Corley, and Carlo Strapparava. 2006. Corpus-based and knowledge-based measures of text semantic similarity. In In AAAI06.
13. Jeff Mitchell and Mirella Lapata. 2010. Composition in distributional models of semantics. Cognitive Science, 34(8):1388-1429.
14. Alessandro Moschitti. 2006. Efficient convolution kernels for dependency and constituent syntactic trees. In Proceedings of ECML06, pages 318-329.
15. Bo Pang and Lillian Lee. 2005. Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales. In Proceedings of the ACL.
16. Mehran Sahami and Timothy D. Heilman. 2006. A webbased kernel function for measuring the similarity of short text snippets. In Proceedings of the 15th international conference on World Wide Web, WWW 06, pages 377-386, New York, NY, USA. ACM.
17. Magnus Sahlgren. 2006. The Word-Space Model. Ph.D.Thesis, Stockholm University.
18. Alex J. Smola and Bernhard Schölkopf. 2004. A tutorial on support vector regression. Statistics and Computing, 14(3):199-222, August.
19. Vladimir N. Vapnik. 1995. The Nature of Statistical Learning Theory. Springer-Verlag, New York.