TY - GEN
T1 - Harvesting Related Entities with a Search Engine
AU - Sun, Shuqi
AU - Zhao, Shiqi
AU - Yang, Muyun
AU - Wang, Haifeng
AU - Li, Sheng
N1 - Publisher Copyright:
© 2011 AFNLP
PY - 2011
Y1 - 2011
N2 - This paper addresses the problem of related entity extraction and focuses on extracting related persons as a case study. The proposed method builds on a search engine. Specifically, we mine candidate related persons for a query person q using q's search results and the query logs containing q. The acquired candidates are then automatically rated and ranked using a SVM regression model that investigates multiple features. Experimental results on a set of 200 randomly sampled query persons show that the precision of the extracted top-1, 5, and 10 related persons exceeds 91%, 90%, and 84%, respectively, which significantly outperforms a state-of-the-art baseline.
AB - This paper addresses the problem of related entity extraction and focuses on extracting related persons as a case study. The proposed method builds on a search engine. Specifically, we mine candidate related persons for a query person q using q's search results and the query logs containing q. The acquired candidates are then automatically rated and ranked using a SVM regression model that investigates multiple features. Experimental results on a set of 200 randomly sampled query persons show that the precision of the extracted top-1, 5, and 10 related persons exceeds 91%, 90%, and 84%, respectively, which significantly outperforms a state-of-the-art baseline.
UR - https://www.scopus.com/pages/publications/85123571360
M3 - 会议稿件
AN - SCOPUS:85123571360
T3 - IJCNLP 2011 - Proceedings of the 5th International Joint Conference on Natural Language Processing
SP - 1019
EP - 1027
BT - IJCNLP 2011 - Proceedings of the 5th International Joint Conference on Natural Language Processing
A2 - Wang, Haifeng
A2 - Yarowsky, David
PB - Association for Computational Linguistics (ACL)
T2 - 5th International Joint Conference on Natural Language Processing, IJCNLP 2011
Y2 - 8 November 2011 through 13 November 2011
ER -