Evidence map›Paper›PMID 42272552›Full record

ArticleComputational brain & behavior2026

Are Semantic Representations Stable? A Bayesian Framework Applied to the Study of Quantifier Meaning.

Alexandra Sarafoglou, Anne S F Giacobello, Henrik R Godmann, Tamar Johnson, Ingmar Visser, Julia M Haaf, Jakub Szymanik

Abstract read
In one paragraph

Article in Computational brain & behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Alexandra SarafoglouDepartment of Psychology, University of Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0003-0031-685X
Anne S F GiacobelloDepartment of Psychological Research Methods, University of Potsdam, Potsdam, Germany.ORCID 0009-0005-2759-6734
Henrik R GodmannDepartment of Psychology, University of Amsterdam, Amsterdam, The Netherlands.ORCID 0009-0003-6410-4765
Tamar JohnsonDepartment of Psychology, University of Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0003-1071-6750
Ingmar VisserDepartment of Psychology, University of Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0003-3855-2778
Julia M Haaf *Department of Psychological Research Methods, University of Potsdam, Potsdam, Germany.ORCID 0000-0001-5122-706X
Jakub Szymanik *Center for Brain/Mind Sciences and the Department of Information Engineering and Computer Science, University of Trento, Trento, Italy.ORCID 0000-0002-6145-6322

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Researchers have begun using Bayesian hierarchical modeling to study semantic representations, for instance, in the context of natural language quantifiers such as

Indexed as

Bayes factorsIndividual differencesInequality constraintsSemantic representations

Identifiers

PMID42272552
PMCPMC13246847

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.