Semantic Role Labeling via tree kernel joint inference

Proceedings of the Tenth Conference on Computational Natural Language Learning, CoNLL-X

Volumn , Issue , 2006, Pages 61-68

  Moschitti, Alessandro ^a   Pighin, Daniele ^a   Basili, Roberto ^a  

^a UNIVERSITY OF ROME TOR VERGATA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

FORESTRY; SEMANTICS; SUPPORT VECTOR MACHINES;

ARGUMENT STRUCTURES; HIGH-ACCURACY; JOINT PROBABILITY; RE-RANKING; SEMANTIC ROLE LABELING; SUBTREES; TREE KERNELS;

TREES (MATHEMATICS);

EID: 84862274561     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/1596276.1596289     Document Type: Article

References (17)

1. Xavier Carreras and Llúi{dotless}s Màrquez. 2005. Introduction to the CoNLL-2005 shared task: Semantic role labeling. In Proceedings of CoNLL05.
2. Michael Collins and Nigel Duffy. 2002. New ranking algorithms for parsing and tagging: Kernels over discrete structures, and the voted perceptron. In ACL02.
3. Chad Cumby and Dan Roth. 2003. Kernel methods for relational learning. In Proceedings of ICML03, Washington, DC, USA.
4. Daniel Gildea and Daniel Jurasfky. 2002. Automatic labeling of semantic roles. Computational Linguistic, 28(3):496-530.
5. T. Joachims. 1999. Making large-scale SVM learning practical. In B. Schölkopf, C. Burges, and A. Smola, editors, Advances in Kernel Methods-Support Vector Learning.
6. Paul Kingsbury and Martha Palmer. 2002. From Treebank to PropBank. In Proceedings of LREC'02), Las Palmas, Spain.
7. H.T. Lin, C.J. Lin, and R.C. Weng. 2003. A note on platt's probabilistic outputs for support vector machines. Technical report, National Taiwan University.
8. Alessandro Moschitti, Bonaventura Coppola, Daniele Pighin, and Roberto Basili. 2005. Hierarchical semantic role labeling. In Proceedings of CoNLL05 shared task, Ann Arbor (MI), USA.
9. Alessandro Moschitti. 2004. A study on convolution kernels for shallow semantic parsing. In Proceedings of ACL'04, Barcelona, Spain.
10. Alessandro Moschitti. 2006. Making tree kernels practical for natural language learning. In Proceedings of EACL'06, Trento, Italy.
11. J. Platt. 2000. Probabilistic outputs for support vector machines and comparison to regularized likelihood methods. MIT Press.
12. 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.
13. Sameer Pradhan, Wayne Ward, Kadri Hacioglu, James Martin, and Daniel Jurafsky. 2005b. Semantic role labeling using different syntactic views. In Proceedings ACL'05.
14. V. Punyakanok, D. Roth, and W. Yih. 2005. The necessity of syntactic parsing for semantic role labeling. In Proceedings of IJCAI 2005.
15. Libin Shen, Anoop Sarkar, and Aravind Joshi. 2003. Using ltag based features in parse reranking. In Conference on EMNLP03, Sapporo, Japan.
16. Kristina Toutanova, Penka Markova, and Christopher D. Manning. 2004. The leaf projection path view of parse trees: Exploring string kernels for hpsg parse selection. In In Proceedings of EMNLP04.
17. Kristina Toutanova, Aria Haghighi, and Christopher Manning. 2005. Joint learning improves semantic role labeling. In Proceedings of ACL05.