Approaches to exploring category information for question retrieval in community question-answer archives
Community Question Answering (CQA) is a popular type of service where users ask questions and where answers are obtained from other users or from historical question-answer pairs. CQA archives contain large volumes of questions organized into a hierarchy of categories. As an essential function of CQ...
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sg-ntu-dr.10356-979792020-05-28T07:17:17Z Approaches to exploring category information for question retrieval in community question-answer archives Jensen, Christian S. Cao, Xin Cong, Gao Cui, Bin Yuan, Quan School of Computer Engineering DRNTU::Engineering::Computer science and engineering Community Question Answering (CQA) is a popular type of service where users ask questions and where answers are obtained from other users or from historical question-answer pairs. CQA archives contain large volumes of questions organized into a hierarchy of categories. As an essential function of CQA services, question retrieval in a CQA archive aims to retrieve historical question-answer pairs that are relevant to a query question. This article presents several new approaches to exploiting the category information of questions for improving the performance of question retrieval, and it applies these approaches to existing question retrieval models, including a state-of-the-art question retrieval model. Experiments conducted on real CQA data demonstrate that the proposed techniques are effective and efficient and are capable of outperforming a variety of baseline methods significantly. 2013-07-25T05:59:23Z 2019-12-06T19:48:59Z 2013-07-25T05:59:23Z 2019-12-06T19:48:59Z 2012 2012 Journal Article Cao, X., Cong, G., Cui, B., Jensen, C. S., & Yuan, Q. (2012). Approaches to Exploring Category Information for Question Retrieval in Community Question-Answer Archives. ACM Transactions on Information Systems, 30(2). 1046-8188 https://hdl.handle.net/10356/97979 http://hdl.handle.net/10220/12221 10.1145/2180868.2180869 en ACM transactions on information systems © 2012 ACM. |
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DRNTU::Engineering::Computer science and engineering Jensen, Christian S. Cao, Xin Cong, Gao Cui, Bin Yuan, Quan Approaches to exploring category information for question retrieval in community question-answer archives |
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Community Question Answering (CQA) is a popular type of service where users ask questions and where answers are obtained from other users or from historical question-answer pairs. CQA archives contain large volumes of questions organized into a hierarchy of categories. As an essential function of CQA services, question retrieval in a CQA archive aims to retrieve historical question-answer pairs that are relevant to a query question. This article presents several new approaches to exploiting the category information of questions for improving the performance of question retrieval, and it applies these approaches to existing question retrieval models, including a state-of-the-art question retrieval model. Experiments conducted on real CQA data demonstrate that the proposed techniques are effective and efficient and are capable of outperforming a variety of baseline methods significantly. |
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School of Computer Engineering |
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School of Computer Engineering Jensen, Christian S. Cao, Xin Cong, Gao Cui, Bin Yuan, Quan |
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Article |
author |
Jensen, Christian S. Cao, Xin Cong, Gao Cui, Bin Yuan, Quan |
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Jensen, Christian S. |
title |
Approaches to exploring category information for question retrieval in community question-answer archives |
title_short |
Approaches to exploring category information for question retrieval in community question-answer archives |
title_full |
Approaches to exploring category information for question retrieval in community question-answer archives |
title_fullStr |
Approaches to exploring category information for question retrieval in community question-answer archives |
title_full_unstemmed |
Approaches to exploring category information for question retrieval in community question-answer archives |
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approaches to exploring category information for question retrieval in community question-answer archives |
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2013 |
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https://hdl.handle.net/10356/97979 http://hdl.handle.net/10220/12221 |
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