Evidence map›Paper›PMID 37081237›Full record

ArticleBehavior research methods2024

Iconicity ratings for 14,000+ English words.

Bodo Winter, Gary Lupyan, Lynn K Perry, Mark Dingemanse, Marcus Perlman

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Article in Behavior research methods, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

32 citing papers in PubMed.

  1. Article
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  7. Incipient Constituents: Phonesthemes Facilitate Word Processing in English.Open mind : discoveries in cognitive science · 2026
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  14. Sounds of the future and past.British journal of psychology (London, England : 1953) · 2025
    Article
  15. Iconicity as an organizing principle of the lexicon.Proceedings of the National Academy of Sciences of the United States of America · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Bodo WinterDepartment of English Language & Linguistics, University of Birmingham, Birmingham, UK. bodo@bodowinter.com.
Gary LupyanDepartment of Psychology, University of Wisconsin-Madison, Madison, WI, USA.
Lynn K PerryDepartment of Psychology, University of Miami, Coral Gables, FL, USA.
Mark DingemanseCentre for Language Studies, Radboud University, Nijmegen, The Netherlands.
Marcus PerlmanDepartment of English Language & Linguistics, University of Birmingham, Birmingham, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Iconic words and signs are characterized by a perceived resemblance between aspects of their form and aspects of their meaning. For example, in English, iconic words include peep and crash, which mimic the sounds they denote, and wiggle and zigzag, which mimic motion. As a semiotic property of words and signs, iconicity has been demonstrated to play a role in word learning, language processing, and language evolution. This paper presents the results of a large-scale norming study for more than 14,000 English words conducted with over 1400 American English speakers. We demonstrate the utility of these ratings by replicating a number of existing findings showing that iconicity ratings are related to age of acquisition, sensory modality, semantic neighborhood density, structural markedness, and playfulness. We discuss possible use cases and limitations of the rating dataset, which is made publicly available.

Indexed as

LanguageSemanticsHumansLanguage DevelopmentSoundVerbal LearningArbitrariness of the signCrossmodal correspondenceIdeophonesLexiconOnomatopoeiaSound symbolism

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.