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Distributional Semantics: Meaning Through Culture and Interaction.

Pablo Contreras Kallens1, Morten H Christiansen2,3

  • 1Department of Language Science and Technology, Saarland University.

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|November 26, 2024
PubMed
Summary
This summary is machine-generated.

Distributional semantics, a key method in cognitive science of language, explains how language meaning is acquired. This approach captures the statistical structure of language, enabling communication shaped by human cognition and cultural evolution.

Keywords:
Cultural evolutionDistributional modelsEmbodimentLanguage learningLarge language modelsSemanticsSymbol grounding

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Area of Science:

  • Cognitive Science
  • Linguistics
  • Computational Linguistics

Background:

  • Understanding how language conveys meaning is a central challenge in linguistics.
  • Distributional semantics has emerged as a powerful methodology in the cognitive science of language.

Purpose of the Study:

  • To review the successes and limitations of distributional semantics in capturing semantic phenomena.
  • To explore the "distributional paradox": how models without sensorimotor grounding explain meaning.

Main Methods:

  • Review of distributional semantics methodology.
  • Analysis of its application in cognitive science of language.
  • Discussion of the "distributional paradox" in semantic processing.

Main Results:

  • Distributional models effectively capture statistical aspects of language acquisition and communication.
  • These models highlight the role of statistical scaffolding in semantic understanding.
  • The "distributional paradox" suggests that statistical patterns are crucial for meaning, even without direct grounding.

Conclusions:

  • Distributional semantics provides valuable insights into language meaning by focusing on statistical patterns.
  • Human language and communication are shaped by cognitive features over cultural evolutionary timescales.
  • Future research should consider how statistical learning interacts with other cognitive processes in language acquisition.