A hybrid convolution tree kernel for semantic role labeling

COLING/ACL 2006 - 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics, Proceedings of the Main Conference Poster Sessions

Volumn , Issue , 2006, Pages 73-80

  Che, Wanxiang ^a   Zhang, Min ^b   Liu, Ting ^a   Li, Sheng ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

^b INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; FORESTRY; NATURAL LANGUAGE PROCESSING SYSTEMS; SEMANTICS; SYNTACTICS;

COMBINATIONAL METHODS; CONVOLUTION KERNEL; FLAT FEATURE-BASED METHODS; HYBRID TREES; KERNEL BASED METHODS; LINK FEATURES; SEMANTIC ROLE LABELING; STRUCTURE FEATURES; SYNTACTIC STRUCTURE; TREE KERNELS;

CONVOLUTION;

EID: 35348959878     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. Collin F. Baker, Charles J. Fillmore, and John B. Lowe. 1998. The Berkeley FrameNet project. In Proceedings of the ACL-Coling-1998, pages 86-90.
2. Xavier Carreras and Lluís Màrquez. 2004. Introduction to the CoNLL-2004 shared task: Semantic role labeling. In Proceedings of CoNLL-2004, pages 89-97.
3. Xavier Carreras and Lluís Màrquez. 2005. Introduction to the CoNLL-2005 shared task: Semantic role labeling. In Proceedings of CoNLL-2005, pages 152-164.
4. Eugene Charniak. 2000. A maximum-entropy-inspired parser. In Proceedings of NAACL-2000.
5. Hai Leong Chieu and Hwee Tou Ng. 2003. Named entity recognition with a maximum entropy approach. In Proceedings of CoNLL-2003, pages 160-163.
6. Michael Collins and Nigel Duffy. 2001. Convolution kernels for natural language. In Proceedings of NIPS-2001.
7. Nello Cristianini and John Shawe-Taylor. 2000. An Introduction to Support Vector Machines. Cambridge University Press, Cambirdge University.
8. Aron Culotta and Jeffrey Sorensen. 2004. Dependency tree kernels for relation extraction. In Proceedings of ACL-2004, pages 423-429.
9. Yoav Freund and Robert E. Schapire. 1998. Large margin classification using the perceptron algorithm. In Computational Learning Theory, pages 209-217.
10. Daniel Gildea and Daniel Jurafsky. 2002. Automatic labeling of semantic roles. Computational Linguistics, 28(3):245-288.
11. Daniel Gildea and Martha Palmer. 2002. The necessity of parsing for predicate argument recognition. In Proceedings of ACL-2002, pages 239-246.
12. Jesús Giménez and Lluís Màrquez. 2003. Fast and accurate part-of-speech tagging: The svm approach revisited. In Proceedings of RANLP-2003.
13. David Haussler. 1999. Convolution kernels on discrete structures. Technical Report UCSC-CRL-99-10, July.
14. Zheng Ping Jiang, Jia Li, and Hwee Tou Ng. 2005. Semantic argument classification exploiting argument interdependence. In Proceedings of IJCAI-2005.
15. Thorsten Joachims, Nello Cristianini, and John Shawe-Taylor. 2001. Composite kernels for hypertext categorisation. In Proceedings of ICML-2001, pages 250-257.
16. Ting Liu, Wanxiang Che, Sheng Li, Yuxuan Hu, and Huaijun Liu. 2005. Semantic role labeling system using maximum entropy classifier. In Proceedings of CoNLL-2005, pages 189-192.
17. Huma Lodhi, Craig Saunders, John Shawe-Taylor, Nello Cristianini, and Chris Watkins. 2002. Text classification using string kernels. Journal of Machine Learning Research, 2:419-444.
18. Mitchell P. Marcus, Mary Ann Marcinkiewicz, and Beatrice Santorini. 1993. Building a large annotated corpus of english: the penn treebank. Computational Linguistics, 19(2):313-330.
19. Alessandro Moschitti. 2004. A study on convolution kernels for shallow statistic parsing. In Proceedings of ACL-2004, pages 335-342.
20. Rodney D. Nielsen and Sameer Pradhan. 2004. Mixing weak learners in semantic parsing. In Proceedings of EMNLP-2004.
21. Martha Palmer, Dan Gildea, and Paul Kingsbury. 2005. The proposition bank: An annotated corpus of semantic roles. Computational Linguistics, 31(1).
22. Sameer Pradhan, Kadri Hacioglu, Valeri Krugler, Wayne Ward, James H. Martin, and Daniel Jurafsky. 2005a. Support vector learning for semantic argument classification. Machine Learning Journal.
23. Sameer Pradhan, Wayne Ward, Kadri Hacioglu, James Martin, and Daniel Jurafsky. 2005b. Semantic role labeling using different syntactic views. In Proceedings of ACL-2005, pages 581-588.
24. Vasin Punyakanok, Dan Roth, Wen-tau Yih, and Dav Zimak. 2004. Semantic role labeling via integer linear programming inference. In Proceedings of Coling-2004, pages 1346-1352.
25. Vasin Punyakanok, Dan Roth, and Wen tau Yih. 2005. The necessity of syntactic parsing for semantic role labeling. In Proceedings of IJCAI-2005, pages 1117-1123.
26. Chris Watkins. 1999. Dynamic alignment kernels. Technical Report CSD-TR-98-11, Jan.
27. Nianwen Xue and Martha Palmer. 2004. Calibrating features for semantic role labeling. In Proceedings of EMNLP 2004.
28. Dmitry Zelenko, Chinatsu Aone, and Anthony Richardella. 2003. Kernel methods for relation extraction. Journal of Machine Learning Research, 3:1083-1106.