Skip to main content

Language Model Based Query Classification

  • Conference paper
Advances in Information Retrieval (ECIR 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4425))

Included in the following conference series:

Abstract

In this paper we propose a new way of using language models in query classification for question answering systems. We used a Bayes classifier as classification paradigm. Experimental results show that our approach outperforms current classification methods like Naive Bayes and SVM.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Li, X., Roth, D.: Learning Question Classifiers. In: Proceedings of the 19th International Conference on Computational Linguistics (2002)

    Google Scholar 

  2. Ney, H., Essen, U., Kneser, R.: On Structuring Probabilistic Dependencies in Stochastic Language Modeling. Computer Speech and Language 8, 1–38 (1994)

    Article  Google Scholar 

  3. Ponte, J.M., Croft, B.: A Language Modeling Approach to Information Retrieval. In: Proceedings SIGIR (1998)

    Google Scholar 

  4. Zhang, D., Lee, W.S.: Question Classification using Support Vector Machines. In: Proceedings SIGIR (2003)

    Google Scholar 

  5. Zhai, C., Lafferty, J.: A Study of Smoothing Methods for Language Models Applied to Ad Hoc Information Retrieval. In: Proceedings SIGIR (2001)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Giambattista Amati Claudio Carpineto Giovanni Romano

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer Berlin Heidelberg

About this paper

Cite this paper

Merkel, A., Klakow, D. (2007). Language Model Based Query Classification. In: Amati, G., Carpineto, C., Romano, G. (eds) Advances in Information Retrieval. ECIR 2007. Lecture Notes in Computer Science, vol 4425. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-71496-5_77

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-71496-5_77

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-71494-1

  • Online ISBN: 978-3-540-71496-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics