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Lexico-semantic structure and the word-frequency effect in recognition memory.

Joseph D Monaco1, L F Abbott, Michael J Kahana

  • 1Center for Neurobiology and Behavior, Department of Physiology and Cellular Biophysics, Columbia University College of Physicians and Surgeons, Kolb Research Annex, New York, New York 10032-2695, USA. joe@neurotheory.columbia.edu

Learning & Memory (Cold Spring Harbor, N.Y.)
|March 14, 2007
PubMed
Summary

Rare words are better recognized than common words, a phenomenon known as the word-frequency effect. A new model shows word frequency is embedded in language

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Area of Science:

  • Cognitive Psychology
  • Computational Linguistics
  • Psycholinguistics

Background:

  • The word-frequency effect (WFE) describes better recognition of rare words over common words.
  • Existing models often struggle to fully explain WFE across different memory measures.

Purpose of the Study:

  • To investigate the role of semantic structure in the word-frequency effect.
  • To model WFE using a familiarity-discrimination approach within a semantic space.

Main Methods:

  • Utilized a familiarity-discrimination model.
  • Analyzed data within a semantic word-association space.
  • Examined both hit rates and false-alarm rates in recognition memory.

Main Results:

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  • The model successfully replicated a robust word-frequency effect.
  • The model demonstrated WFE in both hit and false-alarm rates.
  • Semantic encoding of word frequency was identified as a key factor.
  • Conclusions:

    • Word frequency is inherently encoded within the semantic structure of language.
    • This semantic encoding significantly contributes to the word-frequency effect in recognition memory.
    • The familiarity-discrimination model provides a viable framework for understanding WFE.