UNIBA: Distributional semantics for textual similarity

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

Volumn 2, Issue , 2012, Pages 591-596

  Caputo, Annalina ^a   Basile, Pierpaolo ^a   Semeraro, Giovanni ^a  

^a UNIVERSITY OF BARI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

VECTOR SPACES;

DISTRIBUTIONAL MODELS; DISTRIBUTIONAL SEMANTICS; LARGE CORPORA; LATENT SEMANTIC ANALYSIS; RANDOM INDEXING; TEXTUAL SIMILARITIES; WORD SPACES;

SEMANTICS;

EID: 85040574569     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. Eneko Agirre, Daniel Cer, Mona Diab, and Aitor Gonzalez-Agirre. 2012. Semeval-2012 task 6: A pilot on semantic textual similarity. In Proceedings of the 6th International Workshop on Semantic Evaluation (SemEval 2012), in conjunction with the First Joint Conference on Lexical and Computational Semantics (SEM 2012).
2. Pierpaolo Basile, Annalina Caputo, and Giovanni Semeraro. 2011. Encoding syntactic dependencies by vector permutation. In Proceedings of the EMNLP 2011 Workshop on GEometrical Models of Natural Language Semantics, GEMS 11, pages 43-51, Stroudsburg, PA, USA. Association for Computational Linguistics.
3. Curt Burgess, Kay Livesay, and Kevin Lund. 1998. Explorations in context space: Words, sentences, discourse. Discourse Processes, 25(2-3):211-257.
4. Stephen Clark and Stephen Pulman. 2007. Combining symbolic and distributional models of meaning. In Proceedings of the AAAI Spring Symposium on Quantum Interaction, pages 52-55.
5. Stephen Clark, Bob Coecke, and Mehrnoosh Sadrzadeh. 2008. A compositional distributional model of meaning. In Proceedings of the Second Quantum Interaction Symposium (QI-2008), pages 133-140.
6. Daoud Clarke. 2012. A context-Theoretic framework for compositionality in distributional semantics. Computational Linguistics, 38(1):41-71.
7. Bob Coecke, Mehrnoosh Sadrzadeh, and Stephen Clark. 2010. Mathematical foundations for a compositional distributional model of meaning. CoRR, abs/1003.4394.
8. Trevor Cohen, Dominic Widdows, Roger W. Schvaneveldt, and Thomas C. Rindflesch. 2010. Logical leaps and quantum connectives: Forging paths through predication space. In AAAI-Fall 2010 Symposium on Quantum Informatics for Cognitive, Social, and Semantic Processes, pages 11-13.
9. 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.
10. Zellig Harris. 1968. Mathematical Structures of Language. New York: Interscience.
11. William B. Johnson and Joram Lindenstrauss. 1984. Extensions of Lipschitz mappings into a Hilbert space. Conference on Modern Analysis and Probability, Contemporary Mathematics, 26:189-206.
12. Michael N. Jones and Douglas J. K. Mewhort. 2007. Representing word meaning and order information in a composite holographic lexicon. Psychological Review, 114(1):1-37.
13. Pentti Kanerva. 1988. Sparse Distributed Memory. MIT Press.
14. Jeff Mitchell and Mirella Lapata. 2010. Composition in distributional models of semantics. Cognitive Science, 34(8):1388-1429.
15. Joakim Nivre, Johan Hall, Jens Nilsson, Atanas Chanev, Gölsen Eryigit, Sandra Köbler, Svetoslav Marinov, and Erwin Marsi. 2007. Maltparser: A languageindependent system for data-driven dependency parsing. Natural Language Engineering, 13(02):95-135.
16. Magnus Sahlgren, Anders Holst, and Pentti Kanerva. 2008. Permutations as a means to encode order in word space. In V. Sloutsky, B. Love, and K. Mcrae, editors, Proceedings of the 30th Annual Meeting of the Cognitive Science Society (CogSci08), July 23-26, Washington D.C., USA, pages 1300-1305. Cognitive Science Society, Austin, TX.
17. Hinrich Schötze and Jan O. Pedersen. 1995. Information retrieval based on word senses. In Proceedings of the 4th Annual Symposium on Document Analysis and Information Retrieval, pages 161-175.
18. Linus Sellberg and Arne Jönsson. 2008. Using random indexing to improve singular value decomposition for latent semantic analysis. In Nicoletta Calzolari, Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odjik, Stelios Piperidis, and Daniel Tapias, editors, Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC2008), pages 2335-2338, Marrakech, Morocco. European Language Resources Association (ELRA).
19. Dominic Widdows and Kathleen Ferraro. 2008. Semantic Vectors: A Scalable Open Source Package and Online Technology Management Application. In Nicoletta Calzolari, Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odjik, Stelios Piperidis, and Daniel Tapias, editors, Proceedings of the 6th International Conference on Language Resources and Evaluation (LREC2008), pages 1183-1190, Marrakech, Morocco. European Language Resources Association (ELRA).