DCU: Using Distributional Semantics and Domain Adaptation for the Semantic Textual Similarity SemEval-2015 Task 2

SemEval 2015 - 9th International Workshop on Semantic Evaluation, co-located with the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2015 - Proceedings

Volumn , Issue , 2015, Pages 143-147

  Arora, Piyush ^a   Hokamp, Chris ^a   Foster, Jennifer ^a   Jones, Gareth J F ^a  

^a DUBLIN CITY UNIVERSITY   (Ireland)

Author keywords

[No Author keywords available]

Indexed keywords

NATURAL LANGUAGE PROCESSING SYSTEMS; REGRESSION ANALYSIS;

DISTRIBUTIONAL SEMANTICS; DOMAIN ADAPTATION; LEARN+; REGRESSION MODELLING; SEMANTIC ADAPTATION; SEMANTIC SIMILARITY; SENTENCE SIMILARITY; SIMILARITY SCORES; TEST SETS; TEXTUAL SIMILARITIES;

SEMANTICS;

EID: 84994103913     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (16)

1. Eneko Agirre, Mona Diab, Daniel Cer, and Aitor Gonzalez-Agirre. 2012. SemEval-2012 Task 6: A Pilot on Semantic Textual Similarity. In Proceedings of 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, pages 385-393, Montréal, Canada.
2. Eneko Agirre, Daniel Cer, Mona Diab, Aitor Gonzalez-Agirre, and Weiwei Guo. 2013. *SEM 2013 shared task: Semantic Textual Similarity. In Second Joint Conference on Lexical and Computational Semantics (*SEM), Volume 1: Proceedings of the Main Conference and the Shared Task: Semantic Textual Similarity, pages 32-43, Atlanta, Georgia, USA.
3. Eneko Agirre, Carmen Banea, Claire Cardie, Daniel Cer, Mona Diab, Aitor Gonzalez-Agirre, Weiwei Guo, Rada Mihalcea, German Rigau, and Janyce Wiebe. 2014. SemEval-2014 Task 10: Multilingual Semantic Textual Similarity. In Proceedings of the 8th International Workshop on Semantic Evaluation (SemEval 2014), pages 81-91, Dublin, Ireland.
4. David M. Blei, Thomas L. Griffiths, Michael I. Jordan, and Joshua B. Tenenbaum. 2003a. Hierarchical Topic Models and the Nested Chinese Restaurant Process. In Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, NIPS 2003], pages 17-24, Vancouver and Whistler, British Columbia, Canada.
5. David M. Blei, Andrew Y. Ng, and Michael I. Jordan. 2003b. Latent Dirichlet Allocation. Journal of Machine Learning Research - Volume 3, pages 993-1022.
6. Lushan Han, Abhay L. Kashyap, Tim Finin, James Mayfield, and Johnathan Weese. 2013. UMBC EBIQUITY-CORE: Semantic Textual Similarity Systems. In Proceedings of the Second Joint Conference on Lexical and Computational Semantics, pages 42-54, Atlanta, Georgia, USA.
7. Thomas Hofmann. 1999. Probabilistic Latent Semantic Indexing. In Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 50-57, Berkeley, California, USA.
8. Christopher D Manning, Prabhakar Raghavan, and Hinrich Schütze. 2008. Scoring, term weighting and the vector space model. Introduction to Information Retrieval, pages 118-120.
9. Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven J. Bethard, and David McClosky. 2014. The Stanford CoreNLP Natural Language Processing Toolkit. In Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations, pages 55-60, Baltimore, Maryland.
10. Rada Mihalcea, Courtney Corley, and Carlo Strapparava. 2006. Corpus-based and knowledge-based measures of text semantic similarity. In Proceedings of the 21st National Conference on Artificial Intelligence - Volume 1, pages 775-780, Boston, Massachusetts.
11. Tomas Mikolov, Quoc V. Le, and Ilya Sutskever. 2013. Exploiting Similarities among Languages for Machine Translation. CoRR, abs/1309.4168.
12. Jeff Mitchell and Mirella Lapata. 2008. Vector-based Models of Semantic Composition. In Proceedings of ACL-08: HLT, pages 236-244, Columbus, Ohio.
13. Martin F Porter. 1980. An algorithm for suffix stripping. Program - Volume 14, pages 130-137.
14. Radim Řehůřek and Petr Sojka. 2010. Software Framework for Topic Modelling with Large Corpora. In Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks, pages 45-50, Valletta, Malta.
15. Arafat Md Sultan, Steven Bethard, and Tamara Sumner. 2014. Back to Basics for Monolingual Alignment: Exploiting Word Similarity and Contextual Evidence. Transactions of the Association of Computational Linguistics - Volume 2, Issue 1, pages 219-230.
16. Frane Šarić, Goran Glavaš, Mladen Karan, Jan Šnajder, and Bojana Dalbelo Bašić. 2012. TakeLab: Systems for Measuring Semantic Text Similarity. In Proceedings of 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'12, pages 441-448, Montréal, Canada.