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Unpublished Paper
Challenges in Information Retrieval and Language Modeling
(2003)
  • Jay Aslam
  • Nichols Belkin
  • Chris Buckley
  • Jamie Callan
  • Sue Dumais
  • Norbert Fuhr
  • Donna Harman
  • David J. Harper
  • Djoerd Hiemstra
  • Thomas Hofmann
  • Eduard Hovy
  • Wessel Kraaij
  • John Lafferty
  • Victor Lavrenko
  • David Lewis
  • Liz Liddy
  • R. Manmatha, University of Massachusetts - Amherst
  • Andrew McCallum
  • Jay Ponte
  • John Prager
  • Dragomir Radev
  • Philip Resnik
  • Stephen Robertson
  • Roni Rosenfeld
  • Salim Roukos
  • Mark Sanderson
  • Rich Schwartz
  • Amit Singhal
  • Alan Smeaton
  • Howard Turtle
  • Ellen Voorhees
  • Ralph Weischedel
  • Jinxi Xu
  • ChengXiang Zhai
Abstract

Information retrieval (IR) research has reached a point where it is appropriate to assess progress and to define a research agenda for the next five to ten years. This report summarizes a discussion of IR research challenges that took place at a recent workshop.

The attendees of the workshop considered information retrieval research in a range of areas chosen to give broad coverage of topic areas that engage information retrieval researchers. Those areas are retrieval models, cross-lingual retrieval, Web search, user modeling, filtering, topic detection and tracking, classification, summarization, question answering, metasearch, distributed retrieval, multimedia retrieval, information extraction, as well as testbed requirements for future work. The potential use of language modeling techniques in these areas was also discussed.

The workshop identified major challenges within each of those areas. The following are recurring themes that ran throughout:

• User and context sensitive retrieval

• Multi-lingual and multi-media issues

• Better target tasks

• Improved objective evaluations

• Substantially more labeled data

• Greater variety of data sources

• Improved formal models

Contextual retrieval and global information access were identified as particularly important long-term challenges.

Disciplines
Publication Date
2003
Comments
This is the pre-published version harvested from CIIR.
Citation Information
Jay Aslam, Nichols Belkin, Chris Buckley, Jamie Callan, et al.. "Challenges in Information Retrieval and Language Modeling" (2003)
Available at: http://works.bepress.com/r_manmatha/6/