Corpus-based semantic class mining: Distributional vs. pattern-based approaches

Coling 2010 - 23rd International Conference on Computational Linguistics, Proceedings of the Conference

Volumn 2, Issue , 2010, Pages 993-1001

  Shi, Shuming ^a   Zhang, Huibin ^b   Yuan, Xiaojie ^b   Wen, Ji Rong ^a  

^a MICROSOFT RESEARCH ASIA   (China)

^b NANKAI UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

DATA SETS; DISTRIBUTIONAL SIMILARITIES; EMPIRICAL COMPARISON; SEMANTIC CLASS;

COMPUTATIONAL LINGUISTICS; USER INTERFACES;

SEMANTICS;

EID: 80053427864     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (27)

1. Eneko Agirre, Enrique Alfonseca, Keith Hall, Jana Kravalova, Marius Pasca, Aitor Soroa. A Study on Similarity and Relatedness Using Distributional and WordNet-based Approaches. NAACL-HLT 2009.
2. Philip Edmonds. 1997. Choosing the Word most Typical in Context Using a Lexical Co-Occurrence Network. ACL'97, pages 507-509.
3. Oren Etzioni, Michael Cafarella, Doug Downey, Stanley Kok, Ana-Maria Popescu, Tal Shaked, Stephen Soderland, Daniel Weld, and Alexander Yates. 2004. Web-Scale Information Extraction in KnowItAll. WWW'04, pages 100-110, New York. (Pubitemid 40752745)
4. Zelig S. Harris. 1985. Distributional Structure. The Philosophy of Linguistics. New York: Oxford University Press.
5. Marti A. Hearst. 1992. Automatic Acquisition of Hyponyms from Large Text Corpora. COLING'92, Nantes, France.
6. Donald Hindle. 1990. Noun Classification from Predicate- Argument Structures. In ACL'90, pages 268- 275, Pittsburg, Pennsylvania, June.
7. Mamoru Komachi and Hisami Suzuki. Minimally Supervised Learning of Semantic Knowledge from Query Logs. IJCNLP 2008, pages 358-365, 2008.
8. Zornitsa Kozareva, Ellen Riloff, Eduard Hovy. 2008. Semantic Class Learning from the Web with Hyponym Pattern Linkage Graphs. ACL'08: HLT.
9. Dekang Lin. 1994. Principar - an Efficient, Broad- Coverage, Principle-based Parser. COLING'94, pp. 482-488.
10. Dekang Lin. 1998. Automatic Retrieval and Clustering of Similar Words. COLING-ACL'98, pages 768-774.
11. Dekang Lin and Patrick Pantel. 2001. Induction of Semantic Classes from Natural Language Text. SIGKDD'01, pages 317-322.
12. Hiroaki Ohshima, Satoshi Oyama and Katsumi Tanaka. 2006. Searching Coordinate Terms with their Context from the Web. WISE'06.
13. Patrick Pantel, Eric Crestan, Arkady Borkovsky, Ana-Maria Popescu and Vishnu Vyas. 2009. Web-Scale Distributional Similarity and Entity Set Expansion. EMNLP'09. Singapore.
14. Patrick Pantel and Dekang Lin. 2002. Discovering Word Senses from Text. SIGKDD'02.
15. Patric Pantel, Deepak Ravichandran, and Eduard Hovy. 2004. Towards Terascale Knowledge Acquisition. COLING'04, Geneva, Switzerland.
16. Marius Pasca. 2004. Acquisition of Categorized Named Entities for Web Search. CIKM'04.
17. Marius Pasca. 2007. Weakly-Supervised Discovery of Named Entities Using Web Search Queries. CIKM'07. pp. 683-690.
18. Marius Pasca and Benjamin Van Durme. 2008. Weakly- supervised Acquisition of Open-Domain Classes and Class Attributes from Web Documents and Query Logs. ACL'08.
19. Marius Pasca, Dekang Lin, Jeffrey Bigham, Andrei Lifchits, and Alpa Jain. 2006. Organizing and Searching the World Wide Web of Facts - Step One: The One-Million Fact Extraction Challenge. In AAAI'06.
20. Marco Pennacchiotti and Patrick Pantel. 2009. Entity Extraction via Ensemble Semantics. EMNLP'09.
21. Gerda Ruge. 1992. Experiments on Linguistically- Based Term Associations. Information Processing & Management, 28(3): 317-32.
22. Keiji Shinzato and Kentaro Torisawa. 2005. A Simple WWW-based Method for Semantic Word Class Acquisition. Recent Advances in Natural Language Processing (RANLP'05), Borovets, Bulgaria.
23. Shuming Shi, Xiaokang Liu, Ji-Rong Wen. 2008. Pattern- based Semantic Class Discovery with Multi- Membership Support. CIKM'08, Napa Valley, California, USA.
24. Hristo Tanev and Bernardo Magnini. 2006. Weakly Supervised Approaches for Ontology Population. EACL'2006, Trento, Italy.
25. Richard C. Wang and William W. Cohen. 2008. Iterative Set Expansion of Named Entities Using the Web. ICDM'08, pages 1091-1096.
26. Masashi Yamaguchi, Hiroaki Ohshima, Satoshi Oyama, and Katsumi Tanaka. Unsupervised Discovery of Coordinate Terms for Multiple Aspects from Search Engine Query Logs. The 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology.
27. Huibin Zhang, Mingjie Zhu, Shuming Shi, and Ji-Rong Wen. 2009. Employing Topic Models for Pattern-based Semantic Class Discovery. ACL'09, Singapore.