DocumentCode :
2358056
Title :
Answer filtering via text categorization in question answering systems
Author :
Moschitti, Alessandro
Author_Institution :
Human Language Technol. Res. Inst., Univ. of Texas at Dallas, Richardson, TX, USA
fYear :
2003
fDate :
3-5 Nov. 2003
Firstpage :
241
Lastpage :
248
Abstract :
Modern Information Technologies and Web-based services are faced with the problem of selecting, filtering and managing growing amounts of textual information to which access is usually critical. On one hand, text categorization models allow users to browse more easily the set of texts of their own interests, by navigating in category hierarchies. On the other hand, question/answering is a method of retrieving information from vast document collections. In spite of their shared goal, these two information retrieval techniques have been ever applied separately. In this paper we present a question/answering system that takes advantage from category information by exploiting several models of question and answer categorization. Knowing the question category has the potential of enhancing a more efficient answer extraction mechanism as the matching of the question category with the answer category allows to: (1) re-rank the answers; and (2) eliminate incorrect answers. Experimental results show the effects of question and answer categorization on the overall question answering performance.
Keywords :
Internet; Web sites; information retrieval; learning (artificial intelligence); support vector machines; text analysis; Web-based services; World Wide Web; answer extraction; answer filtering; answer reranking; category hierarchies; document collection; information retrieval; information technology; question answering system; text categorization; textual information; Data mining; Face; Humans; Information filtering; Information filters; Information retrieval; Information technology; Navigation; Ontologies; Text categorization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence, 2003. Proceedings. 15th IEEE International Conference on
ISSN :
1082-3409
Print_ISBN :
0-7695-2038-3
Type :
conf
DOI :
10.1109/TAI.2003.1250197
Filename :
1250197
Link To Document :
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