Literature DB >> 33840880

The Emergence of Richly Organized Semantic Knowledge from Simple Statistics: A Synthetic Review.

Layla Unger1, Anna V Fisher2.   

Abstract

As adults, we draw upon our ample knowledge about the world to support such vital cognitive feats as using language, reasoning, retrieving knowledge relevant to our current goals, planning for the future, adapting to unexpected events, and navigating through the environment. Our knowledge readily supports these feats because it is not merely a collection of stored facts, but rather functions as an organized, semantic network of concepts connected by meaningful relations. How do the relations that fundamentally organize semantic concepts emerge with development? Here, we cast a spotlight on a potentially powerful but often overlooked driver of semantic organization: Rich statistical regularities that are ubiquitous in both language and visual input. In this synthetic review, we show that a driving role for statistical regularities is convergently supported by evidence from diverse fields, including computational modeling, statistical learning, and semantic development. Finally, we identify a number of key avenues of future research into how statistical regularities may drive the development of semantic organization.

Entities:  

Keywords:  association; semantic development; semantic knowledge; semantic organization; statistical learning; taxonomic relations

Year:  2021        PMID: 33840880      PMCID: PMC8026144          DOI: 10.1016/j.dr.2021.100949

Source DB:  PubMed          Journal:  Dev Rev        ISSN: 0273-2297


  107 in total

1.  Associative knowledge controls deployment of visual selective attention.

Authors:  Elisabeth Moores; Liana Laiti; Leonardo Chelazzi
Journal:  Nat Neurosci       Date:  2003-02       Impact factor: 24.884

2.  Acquired equivalence and distinctiveness in human discrimination learning: evidence for associative mediation.

Authors:  Geoffrey Hall; Chris Mitchell; Steven Graham; Yvonna Lavis
Journal:  J Exp Psychol Gen       Date:  2003-06

3.  Changes with age in the verbal determinants of word association.

Authors:  S M ERVIN
Journal:  Am J Psychol       Date:  1961-09

4.  Object co-occurrence serves as a contextual cue to guide and facilitate visual search in a natural viewing environment.

Authors:  Stephen C Mack; Miguel P Eckstein
Journal:  J Vis       Date:  2011-08-19       Impact factor: 2.240

Review 5.  Reconciling embodied and distributional accounts of meaning in language.

Authors:  Mark Andrews; Stefan Frank; Gabriella Vigliocco
Journal:  Top Cogn Sci       Date:  2014-06-17

6.  Processing of perceptual information is more robust than processing of conceptual information in preschool-age children: evidence from costs of switching.

Authors:  Anna V Fisher
Journal:  Cognition       Date:  2011-02-23

7.  A novel co-occurrence-based approach to predict pure associative and semantic priming.

Authors:  Andre Roelke; Nicole Franke; Chris Biemann; Ralph Radach; Arthur M Jacobs; Markus J Hofmann
Journal:  Psychon Bull Rev       Date:  2018-08

8.  The Role of Co-Occurrence Statistics in Developing Semantic Knowledge.

Authors:  Layla Unger; Catarina Vales; Anna V Fisher
Journal:  Cogn Sci       Date:  2020-09

9.  The development of category-based induction.

Authors:  A López; S A Gelman; G Gutheil; E E Smith
Journal:  Child Dev       Date:  1992-10
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  1 in total

1.  Semantic projection recovers rich human knowledge of multiple object features from word embeddings.

Authors:  Gabriel Grand; Idan Asher Blank; Francisco Pereira; Evelina Fedorenko
Journal:  Nat Hum Behav       Date:  2022-04-14
  1 in total

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