摘要: In this paper, we report on our participation in Entity Recognition and Disambiguation Challenge 2014. We present WebSAIL Wikifier, an entity recognition disambiguation system that identifies links textual mentions to their referent entities Wikipedia later maps the ERD set of target entities. Wikifier can handle both short text long queries. The uses hybrid rule-based NER discover a supervised machine learning approach disambiguate achieves F1 0.641 0.687 track respectively.
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sci-hub.se 参考文章(17)
Silviu Cucerzan, Large-Scale Named Entity Disambiguation Based on Wikipedia Data empirical methods in natural language processing. pp. 708- 716 ,(2007)
Ting-Fan Wu, Chih-Jen Lin, Ruby Weng, None, Probability Estimates for Multi-class Classification by Pairwise Coupling Journal of Machine Learning Research. ,vol. 5, pp. 975- 1005 ,(2004) , 10.5555/1005332.1016791
Razvan C. Bunescu, Marius Pasca, Using Encyclopedic Knowledge for Named Entity Disambiguation conference of the european chapter of the association for computational linguistics. ,(2006)
Andreas Stolcke, SRILM – An Extensible Language Modeling Toolkit conference of the international speech communication association. ,(2002)
R. Kneser, H. Ney, Improved backing-off for M-gram language modeling international conference on acoustics, speech, and signal processing. ,vol. 1, pp. 181- 184 ,(1995) , 10.1109/ICASSP.1995.479394
David Milne, Ian H. Witten, An effective, low-cost measure of semantic relatedness obtained from Wikipedia links AAAI Press. pp. 25- 30 ,(2008)
Kristina Toutanova, Dan Klein, Christopher D. Manning, Yoram Singer, Feature-rich part-of-speech tagging with a cyclic dependency network Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - NAACL '03. pp. 173- 180 ,(2003) , 10.3115/1073445.1073478
Brent Hecht, Samuel H. Carton, Mahmood Quaderi, Johannes Schöning, Martin Raubal, Darren Gergle, Doug Downey, Explanatory semantic relatedness and explicit spatialization for exploratory search Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '12. pp. 415- 424 ,(2012) , 10.1145/2348283.2348341
S. Le Cessie, J. C. Van Houwelingen, Ridge Estimators in Logistic Regression Applied statistics. ,vol. 41, pp. 191- 201 ,(1992) , 10.2307/2347628
Adam Pauls, Dan Klein, Faster and Smaller N-Gram Language Models meeting of the association for computational linguistics. pp. 258- 267 ,(2011)