Combining Terminology Resources and Statistical Methods for Entity Recognition: an Evaluation

Angus Roberts, Robert Gaizasukas, Mark Hepple, Yikun Guo

Abstract
Terminologies and other knowledge resources are widely used to aid entity recognition in specialist domain texts. As well as providing lexicons of specialist terms, linkage from the text back to a resource can make additional knowledge available to applications. Use of such resources is especially pertinent in the biomedical domain, where large numbers of these resources are available, and where they are widely used in informatics applications. Terminology resources can be most readily used by simple lexical lookup of terms in the text. A major drawback with such lexical lookup, however, is poor precision caused by ambiguity between domain terms and general language words. We combine lexical lookup with simple filtering of ambiguous terms, to improve precision. We compare this lexical lookup with a statistical method of entity recognition, and to a method which combines the two approaches. We show that the combined method boosts precision with little loss of recall, and that linkage from recognised entities back to the domain knowledge resources can be maintained.
Anthology ID:
L08-1173
Volume:
Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC'08)
Month:
May
Year:
2008
Address:
Marrakech, Morocco
Editors:
Nicoletta Calzolari, Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odijk, Stelios Piperidis, Daniel Tapias
Venue:
LREC
SIG:
Publisher:
European Language Resources Association (ELRA)
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Language:
URL:
http://www.lrec-conf.org/proceedings/lrec2008/pdf/758_paper.pdf
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Cite (ACL):
Angus Roberts, Robert Gaizasukas, Mark Hepple, and Yikun Guo. 2008. Combining Terminology Resources and Statistical Methods for Entity Recognition: an Evaluation. In Proceedings of the Sixth International Conference on Language Resources and Evaluation (LREC'08), Marrakech, Morocco. European Language Resources Association (ELRA).
Cite (Informal):
Combining Terminology Resources and Statistical Methods for Entity Recognition: an Evaluation (Roberts et al., LREC 2008)
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http://www.lrec-conf.org/proceedings/lrec2008/pdf/758_paper.pdf
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