acl acl2011 acl2011-258 acl2011-258-reference knowledge-graph by maker-knowledge-mining
Source: pdf
Author: Marius Pasca
Abstract: The role of search queries, as available within query sessions or in isolation from one another, in examined in the context of ranking the class labels (e.g., brazilian cities, business centers, hilly sites) extracted from Web documents for various instances (e.g., rio de janeiro). The co-occurrence of a class label and an instance, in the same query or within the same query session, is used to reinforce the estimated relevance of the class label for the instance. Experiments over evaluation sets of instances associated with Web search queries illustrate the higher quality of the query-based, re-ranked class labels, relative to ranking baselines using documentbased counts.
R. Baeza-Yates and A. Tiberi. 2007. Extracting semantic relations from query logs. In Proceedings of the 13th ACM Conference on Knowledge Discovery and Data Mining (KDD-07), pages 76–85, San Jose, California. M. Banko, Michael J Cafarella, S. Soderland, M. Broadhead, and O. Etzioni. 2007. Open information extraction from the Web. In Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI-07), pages 2670–2676, Hyderabad, India. B. Billerbeck, G. Demartini, C. Firan, T. Iofciu, and R. Krestel. 2010. Ranking entities using Web search query logs. In Proceedings of the 14th European Conference on Research and Advanced Technology for Digital Libraries (ECDL-10), pages 273–281, Glasgow, Scotland. M. Cafarella, A. Halevy, D. Wang, E. Wu, and Y. Zhang. 2008. WebTables: Exploring the power of tables on the Web. In Proceedings of the 34th Conference on Very Large Data Bases (VLDB-08), pages 538–549, Auckland, New Zealand. G. Demartini, T. Iofciu, and A. de Vries. 2009. Overview of the INEX 2009 Entity Ranking track. In INitiative for the Evaluation of XML Retrieval Workshop, pages 254–264, Brisbane, Australia. O. Etzioni, M. Cafarella, D. Downey, A. Popescu, T. Shaked, S. Soderland, D. Weld, and A. Yates. 2005. Unsupervised named-entity extraction from the Web: an experimental study. Artificial Intelligence, 165(1):91–134. C. Fellbaum, editor. 1998. WordNet: An Electronic Lexical Database and Some ofitsApplications. MIT Press. M. Hearst. 1992. Automatic acquisition of hyponyms from large text corpora. In Proceedings of the 14th International Conference on Computational Linguistics (COLING-92), pages 539–545, Nantes, France. A. Jain and M. Pennacchiotti. 2010. Open entity extraction from Web search query logs. In Proceedings of the 23rd International Conference on Computational Linguistics (COLING-10), pages 5 10–518, Beijing, China. R. Jones, B. Rey, O. Madani, and W. Greiner. 2006. Generating query substitutions. In Proceedings of the 15h 1615 World Wide Web Conference (WWW-06), pages 387– 396, Edinburgh, Scotland. Z. Kozareva, E. Riloff, and E. Hovy. 2008. Semantic class learning from the Web with hyponym pattern linkage graphs. In Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics (ACL-08), pages 1048–1056, Columbus, Ohio. M. Pas ¸ca and B. Van Durme. 2007. What you seek is what you get: Extraction of class attributes from query logs. In Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI-07), pages 2832–2837, Hyderabad, India. M. Pas ¸ca. 2010. The role of queries in ranking labeled instances extracted from text. In Proceedings of the 23rd International Conference on Computational Linguistics (COLING-10), pages 955–962, Beijing, China. M. Pennacchiotti and P. Pantel. 2009. Entity extraction via ensemble semantics. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing (EMNLP-09), pages 238–247, Singapore. R. Snow, D. Jurafsky, and A. Ng. 2006. Semantic taxonomy induction from heterogenous evidence. In Proceedings of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the Association for Computational Linguistics (COLINGACL-06), pages 801–808, Sydney, Australia. P. Talukdar, J. Reisinger, M. Pas ¸ca, D. Ravichandran, R. Bhagat, and F. Pereira. 2008. Weakly-supervised acquisition of labeled class instances using graph random walks. In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing (EMNLP-08), pages 582–590, Honolulu, Hawaii. B. Van Durme and M. Pas ¸ca. 2008. Finding cars, goddesses and enzymes: Parametrizable acquisition of labeled instances for open-domain information extraction. In Proceedings of the 23rd National Conference on Artificial Intelligence (AAAI-08), pages 1243– 1248, Chicago, Illinois. V. Vyas and P. Pantel. 2009. Semi-automatic entity set refinement. In Proceedings of the 2009 Conference of the North American Association for Computational Linguistics (NAACL-HLT-09), pages 290–298, Boulder, Colorado.