Language independent NER using a maximum entropy tagger

作者: James R. Curran , Stephen Clark

DOI: 10.3115/1119176.1119200

关键词:

摘要: Named Entity Recognition (NER) systems need to integrate a wide variety of information for optimal performance. This paper demonstrates that maximum entropy tagger can effectively encode such and identify named entities with very high accuracy. The uses features which be obtained languages works not only English, but also other as German Dutch.

参考文章(12)
Ralph Grishman, Andrew Eliot Borthwick, A maximum entropy approach to named entity recognition Ph. D. Thesis New York University. ,(1999)
Xavier Carreras, Lluís Màrquez, Lluís Padró, Named Entity Extraction using AdaBoost international conference on computational linguistics. pp. 1- 4 ,(2002) , 10.3115/1118853.1118857
John D. Burger, John C. Henderson, William T. Morgan, Statistical named entity recognizer adaptation international conference on computational linguistics. pp. 1- 4 ,(2002) , 10.3115/1118853.1118856
Robert Malouf, Markov models for language-independent named entity recognition international conference on computational linguistics. pp. 1- 4 ,(2002) , 10.3115/1118853.1118872
John Chen, Srinivas Bangalore, K. Vijay-Shanker, New models for improving supertag disambiguation Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics -. pp. 188- 195 ,(1999) , 10.3115/977035.977061
Koji Tsukamoto, Yutaka Mitsuishi, Manabu Sassano, Learning with multiple stacking for named entity recognition international conference on computational linguistics. pp. 1- 4 ,(2002) , 10.3115/1118853.1118884
James R. Curran, Stephen Clark, Investigating GIS and smoothing for maximum entropy taggers conference of the european chapter of the association for computational linguistics. pp. 91- 98 ,(2003) , 10.3115/1067807.1067821
James R. Curran, Miles Osborne, A very very large corpus doesn't always yield reliable estimates international conference on computational linguistics. pp. 1- 6 ,(2002) , 10.3115/1118853.1118861
GuoDong Zhou, Jian Su, Named entity recognition using an HMM-based chunk tagger Proceedings of the 40th Annual Meeting on Association for Computational Linguistics - ACL '02. pp. 473- 480 ,(2001) , 10.3115/1073083.1073163
Michael Collins, Ranking algorithms for named-entity extraction Proceedings of the 40th Annual Meeting on Association for Computational Linguistics - ACL '02. pp. 489- 496 ,(2001) , 10.3115/1073083.1073165