Word sense disambiguation for event trigger word detection
作者： David Martinez , Timothy Baldwin
关键词:
摘要: This paper describes a method for detecting event trigger words in biomedical text based on word sense disambiguation (WSD) approach. We first investigate the applicability of existing WSD techniques to BioNLP 2009 shared task data, and find that we are able outperform traditional CRF-based approach certain word-types. On basis this finding, combine with CRF, obtain significant improvements over standalone gaining particularly recall.
acm.org
sci-hub.se 参考文章(20)
Jin-Dong Kim, Tomoko Ohta, Sampo Pyysalo, Yoshinobu Kano, Jun'ichi Tsujii, Overview of BioNLP'09 Shared Task on Event Extraction north american chapter of the association for computational linguistics. pp. 1- 9 ,(2009) , 10.3115/1572340.1572342
David Yarowsky, One sense per collocation Proceedings of the workshop on Human Language Technology - HLT '93. pp. 266- 271 ,(1993) , 10.3115/1075671.1075731
Ekaterina Buyko, Erik Faessler, Joachim Wermter, Udo Hahn, Event Extraction from Trimmed Dependency Graphs north american chapter of the association for computational linguistics. pp. 19- 27 ,(2009) , 10.3115/1572340.1572344
Alexander Yeh, More accurate tests for the statistical significance of result differences international conference on computational linguistics. pp. 947- 953 ,(2000) , 10.3115/992730.992783
Jari Björne, Juho Heimonen, Filip Ginter, Antti Airola, Tapio Pahikkala, Tapio Salakoski, Extracting Complex Biological Events with Rich Graph-Based Feature Sets north american chapter of the association for computational linguistics. pp. 10- 18 ,(2009) , 10.3115/1572340.1572343
Jin-Dong Kim, Tomoko Ohta, Jun'ichi Tsujii, Corpus annotation for mining biomedical events from literature BMC Bioinformatics. ,vol. 9, pp. 10- 10 ,(2008) , 10.1186/1471-2105-9-10
Eneko Agirre, Oier Lopez de Lacalle, Christiane Fellbaum, Andrea Marchetti, Antonio Toral, Piek Vossen, SemEval-2010 task 17 Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions - DEW '09. pp. 123- 128 ,(2009) , 10.3115/1621969.1621991
Roberto Navigli, Word sense disambiguation ACM Computing Surveys. ,vol. 41, pp. 1- 69 ,(2009) , 10.1145/1459352.1459355
Ian Witten, Data Mining ,(2008)
Unified Medical Language System® (UMLS®) Project Encyclopedia of library and information sciences, Vol. 7, 2010 (Software-zoological), págs. 5320-5327. pp. 5320- 5327 ,(2017) , 10.1081/E-ELIS4-120043969