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Domain adaptive answer extraction for discussion boards

Published:16 April 2012Publication History

ABSTRACT

Answer extraction from discussion boards is an extensively studied problem. Most of the existing work is focused on supervised methods for extracting answers using similarity features and forum-specific features. Although this works well for the domain or forum data that it has been trained on, it is difficult to use the same models for a domain where the vocabulary is different and some forum specific features may not be available. In this poster, we report initial results of a domain adaptive answer extractor that performs the extraction in two steps: a) an answer recognizer identifies the sentences in a post which are likely to be answers, and b) a domain relevance module determines the domain significance of the identified answer. We use domain independent methodology that can be easily adapted to any given domain with minimum effort.

References

  1. G. Cong, L. Wang, C. Y. Lin, Y. I. Song, and Y. Sun. Finding question-answer pairs from online forums. Proceedings of 31st annual international ACM SIGIR, pages 469--474, July 2008. Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. J. Pei, J. Han, B. Mortazavi-As, and H. Pinto. Prefixspan: Mining sequential patterns efficiently by prefix-projected pattern growth. ICDE'01, pages 215--224, April 2001. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. K. Wang and T. S. Chua. Exploiting salient patterns for question detection and question retrieval in community-based question answering. Proceedings of 23rd COLING 2010, pages 1155--1163, August 2010. Google ScholarGoogle ScholarDigital LibraryDigital Library

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  1. Domain adaptive answer extraction for discussion boards

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    • Published in

      cover image ACM Other conferences
      WWW '12 Companion: Proceedings of the 21st International Conference on World Wide Web
      April 2012
      1250 pages
      ISBN:9781450312301
      DOI:10.1145/2187980

      Copyright © 2012 Authors

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 16 April 2012

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