Abstract
Hyponymy relations play a crucial role in various natural language processing systems. Automatic acquisition and verification of hyponymy relations is a basic problem in knowledge acquisition from text. We present a method that acquires and verifies hyponymy relations based on multiple patterns and features. It initially obtains a set of removable patterns using Chinese lexico-syntactic patterns. Then the concepts of constituting hyponymy relation are acquired with removable patterns. Finally, hyponymy relations are verified with space structure features, semantic features and context features. Experimental results demonstrate good performance of the method.
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References
Beeferman, D.: Lexical discovery with an enriched semantic network. In: Proceedings of the Workshop on Applications of WordNet in Natural Language Processing Systems, ACL/COLING, pp. 358–364 (1998)
Richardson, S.D., Dolan, W.B., Vanderwende, L.: Mindnet: acquiring and structuring semantic information from text. In: COLING-ACL 1998, pp. 1098–1102 (1998)
Cao, C., Shi, Q.: Acquiring Chinese Historical Knowledge from Encyclopedic Texts. In: Proceedings of the International Conference for Young Computer Scientists, pp. 1194–1198 (2001)
Shinzato, K., Torisawa, K.: Acquiring hyponymy relations from web documents. In: Proceedings of HLT-NAACL, pp. 73–80 (2004)
Marti, A.: Hearst: Automatic acquisition of hyponyms from large text corpora. In: Proceedings of the 14th International Conference on Computational Linguistics, Nantes, France, pp. 539–545 (1992)
Hearst, M.A.: Automated Discovery of WordNet Relations. In: Fellbaum, C. (ed.) WordNet: An Electronic Lexical Database and Some of its Applications, pp. 131–153. MIT Press, Cambridge (1998)
Sharon, A.: Caraballo, Automatic construction of a hypernym-labeled noun hierarchy from text. In: Proceedings of the 37th Annual Meeting of the Association for Computational Linguistics, pp. 120–126 (1999)
Morin, E., Jacquemin, C.: Projecting corpus-based semantic links on a thesaurus. In: Proceedings of the 37th Annual Meeting of the Association for Computational Linguistics, pp. 389–396 (1999)
Lloréns, J., Astudillo, H.: Automatic generation of hierarchical taxonomies from free text using linguistic algorithms. In: Advances in Object-Oriented Information Systems, OOIS 2002 Workshops, Montpellier, France, pp. 74–83 (2002)
Chun-xia, Z., Tian-yong, H.: The State of the Art and Difficulties in Automatic Chinese Word Segmentation. Journal of System Simulation 17(1), 138–143 (2005)
Mei, J.J., Zhu, Y.M., Gao, Y.Q., Yin, H.X.: Tongyici Cilin (Dictionary of Synonymous Words). Shanghai Cishu Publisher, China (1983)
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Liu, L., Zhang, S., Diao, L.H., Yan, S.Y., Cao, C.G. (2008). Extracting and Verifying Hyponymy Relations Based on Multiple Patterns and Features. In: Dengel, A.R., Berns, K., Breuel, T.M., Bomarius, F., Roth-Berghofer, T.R. (eds) KI 2008: Advances in Artificial Intelligence. KI 2008. Lecture Notes in Computer Science(), vol 5243. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85845-4_28
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DOI: https://doi.org/10.1007/978-3-540-85845-4_28
Publisher Name: Springer, Berlin, Heidelberg
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