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MPI-I-2010-5-001

A language modeling approach for temporal information needs

Berberich, Klaus and Bedathur, Srikanta and Alonso, Omar and Weikum, Gerhard

MPI-I-2010-5-001. March 2010, 29 pages. | Status: available - back from printing | Next --> Entry | Previous <-- Entry

Abstract in LaTeX format:
This work addresses information needs that have a temporal
dimension conveyed by a temporal expression in the
user's query. Temporal expressions such as \textsf{``in the 1990s''}
are
frequent, easily extractable, but not leveraged by existing
retrieval models. One challenge when dealing with them is their
inherent uncertainty. It is often unclear which exact time interval
a temporal expression refers to.

We integrate temporal expressions into a language modeling approach,
thus making them first-class citizens of the retrieval model and
considering their inherent uncertainty. Experiments on the New York
Times Annotated Corpus using Amazon Mechanical Turk to collect
queries and obtain relevance assessments demonstrate that
our approach yields substantial improvements in retrieval
effectiveness.
Acknowledgement:
References to related material:

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Hide details for BibTeXBibTeX
@TECHREPORT{BerberichBedathurAlonsoWeikum2010,
  AUTHOR = {Berberich, Klaus and Bedathur, Srikanta and Alonso, Omar and Weikum, Gerhard},
  TITLE = {A language modeling approach for temporal information needs},
  TYPE = {Research Report},
  INSTITUTION = {Max-Planck-Institut f{\"u}r Informatik},
  ADDRESS = {Stuhlsatzenhausweg 85, 66123 Saarbr{\"u}cken, Germany},
  NUMBER = {MPI-I-2010-5-001},
  MONTH = {March},
  YEAR = {2010},
  ISSN = {0946-011X},
}