HARD Track Overview in TREC 2003 High Accuracy Retrieval from Documents

Abstract

The effectiveness of ad-hoc retrieval systems appears to have reached a plateau. After several years of 10% gains every year in TREC, improvements dwindled or even stopped. This lack of progress was undoubtedly one of the reasons behind abandoning suspending the ad-hoc TREC after TREC-9. One plausible reason that document retrieval has been unable to improve is that the nature of the task requires that systems adopt "one size fits all" approaches. Given a query, a system will generally do best to return results that are good for an "average" user. Doing otherwise (i.e., targeting the results for a particular type of user) might result in substantial improvements on a query, but it is just as likely (in a TREC environment) to cause horrible degradation. By ignoring the user (or, more accurately, by treating all users identically), systems cannot possibly advance beyond a particular level of accuracy on average for a specific user. The goal of this track is to bring the user out of hiding, making him or her an integral part of both the search process and the evaluation. Systems do not have just a query to chew on, but also have as much information as possible about the person making the request, ranging from biographical data, through information seeking context, to expected type of result.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 2005
Accession Number
ADA439446

Entities

People

  • James Allan

Organizations

  • University of Massachusetts Amherst

Tags

DTIC Thesaurus Topics

  • Accuracy
  • Automated Text Summarization
  • Computer Science
  • Feedback
  • Governments
  • Information Retrieval
  • Information Science
  • Judgment
  • Language
  • Metadata
  • Natural Language Processing
  • Natural Languages
  • Personality
  • Precision
  • Printing
  • Standards
  • Universities

Fields of Study

  • Computer science

Readers

  • Educational Psychology
  • Information Retrieval
  • Mathematics or Statistics