| Finding question-answer pairs from online forums |
| Full text |
Pdf
(285 KB)
|
Source
|
Annual ACM Conference on Research and Development in Information Retrieval
archive
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
table of contents
Singapore, Singapore
SESSION: Question-answering
table of contents
Pages 467-474
Year of Publication: 2008
ISBN:978-1-60558-164-4
|
|
Authors
|
|
Gao Cong
|
Aalborg University, Aalborg, Denmark
|
|
Long Wang
|
Tianjin University, Tianjin, China
|
|
Chin-Yew Lin
|
Microsoft Research Asia, Beijing, China
|
|
Young-In Song
|
Korea University, Seoul, South Korea
|
|
Yueheng Sun
|
Tianjin University, Tianjin, China
|
|
| Sponsors |
|
| Publisher |
|
| Bibliometrics |
Downloads (6 Weeks): 57, Downloads (12 Months): 445, Citation Count: 5
|
|
|
ABSTRACT
Online forums contain a huge amount of valuable user generated content. In this paper we address the problem of extracting question-answer pairs from forums. Question-answer pairs extracted from forums can be used to help Question Answering services (e.g. Yahoo! Answers) among other applications. We propose a sequential patterns based classification method to detect questions in a forum thread, and a graph based propagation method to detect answers for questions in the same thread. Experimental results show that our techniques are very promising.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
 |
1
|
Adam Berger , Rich Caruana , David Cohn , Dayne Freitag , Vibhu Mittal, Bridging the lexical chasm: statistical approaches to answer-finding, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.192-199, July 24-28, 2000, Athens, Greece
[doi> 10.1145/345508.345576]
|
| |
2
|
|
| |
3
|
H. T. Dang, J. Lin, and D. Kelly. Overview of the trec 2007 question answering track. In Proc. of TREC, 2007.
|
| |
4
|
S. Ding, G. Cong, C.-Y. Lin, and X. Zhu. Using conditional random fields to extract contexts and answers of questions from online forums. In ACL, 2008.
|
 |
5
|
|
| |
6
|
|
| |
7
|
J. Huang, M. Zhou, and D. Yang. Extracting chatbot knowledge from online discussion forums. In Proc. of IJCAI, 2007.
|
 |
8
|
|
 |
9
|
|
 |
10
|
|
 |
11
|
|
 |
12
|
|
 |
13
|
John Lafferty , Chengxiang Zhai, Document language models, query models, and risk minimization for information retrieval, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.111-119, September 2001, New Orleans, Louisiana, United States
[doi> 10.1145/383952.383970]
|
| |
14
|
W. G. Lehnert. The process of question answering: A computer simulation of cognition. Lawrence Erlbaum Associates, 1978.
|
| |
15
|
Jahna Otterbacher , Güneş Erkan , Dragomir R. Radev, Using random walks for question-focused sentence retrieval, Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing, p.915-922, October 06-08, 2005, Vancouver, British Columbia, Canada
[doi> 10.3115/1220575.1220690]
|
| |
16
|
Jian Pei , Jiawei Han , Behzad Mortazavi-Asl , Helen Pinto , Qiming Chen , Umeshwar Dayal , Meichun Hsu, PrefixSpan: Mining Sequential Patterns by Prefix-Projected Growth, Proceedings of the 17th International Conference on Data Engineering, p.215-224, April 02-06, 2001
|
| |
17
|
S. Riezler, A. Vasserman, I. Tsochantaridis, V. Mittal, and Y. Liu. Statistical machine translation for query expansion in answer retrieval. In ACL, 2007.
|
| |
18
|
|
| |
19
|
G. Sun, G. Cong, X. Liu, C.-Y. Lin, and M. Zhou. Mining sequential patterns and tree patterns to detect erroneous sentences. In AAAI, 2007.
|
| |
20
|
E. M. Voorhees and D. M. Tice. The trec-8 question answering track evaluation. In TREC, 1999.
|
 |
21
|
|
| |
22
|
D. Zhang and W. S. Lee. A language modeling approach to passage question answering. In Proc. of TREC, 2003.
|
| |
23
|
|
CITED BY 5
|
|
Chen Lin , Jiang-Ming Yang , Rui Cai , Xin-Jing Wang , Wei Wang, Simultaneously modeling semantics and structure of threaded discussions: a sparse coding approach and its applications, Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval, July 19-23, 2009, Boston, MA, USA
|
|
|
Jiang-Ming Yang , Rui Cai , Yida Wang , Jun Zhu , Lei Zhang , Wei-Ying Ma, Incorporating site-level knowledge to extract structured data from web forums, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
|
|
|
|
|
|
Jiang-Ming Yang , Rui Cai , Chunsong Wang , Hua Huang , Lei Zhang , Wei-Ying Ma, Incorporating site-level knowledge for incremental crawling of web forums: a list-wise strategy, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, June 28-July 01, 2009, Paris, France
|
|
|
|
|