Evidence map›Paper›PMID 41730120›Full record

ArticleCognitive science2026

The Effects of Cognitive Fatigue and Articulatory Suppression on Statistical Language Learning Depend on the Strength of Cognitive Resources.

Eleonore H M Smalle, Evgenia Karantinou, Riikka Möttönen

Abstract read
In one paragraph

Article in Cognitive science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

3 authors.

Eleonore H M SmalleDepartment of Developmental Psychology, Tilburg University.ORCID 0000-0003-2363-5693
Evgenia KarantinouDepartment of Digital Humanities, University of Helsinki.
Riikka MöttönenDepartment of Digital Humanities, University of Helsinki.ORCID 0000-0003-4533-4277

Funding

The Research Council of Finland 342979The Research Foundation - Flanders 1211421NThe Research Foundation - Flanders 3E091720The Strategic Research Council DALAI-FIN,373227
6 · The paper itself

Abstract

In adults, cognitive fatigue enhances statistical language learning-the ability to detect repeating hidden patterns in continuous speech, and a core component of implicit language acquisition. This supports the cognitive cost hypothesis, which proposes that the adult cognitive architecture, especially executive functions (EFs), constrains effortless language learning. In contrast, articulatory suppression impairs statistical language learning, suggesting the involvement of lower-level auditory-motor mechanisms in acquiring new linguistic knowledge from speech streams. This study examined whether the effects of cognitive fatigue and articulatory suppression on statistical language learning depend on individuals' cognitive resources (CRs). Specifically, we tested whether individual differences in late-developing EFs (1) are associated with statistical language learning ability and (2) modulate the effects of cognitive fatigue and articulatory suppression. Fifty Dutch-speaking first-year university students participated in a multisession statistical-learning experiment. EFs were assessed using three tasks measuring working memory, inhibitory control, and cognitive flexibility. Cognitive fatigue was induced using a time-loaded dual N-back task at participants' maximum speed prior to speech exposure. Articulatory suppression was induced by instructing participants to whisper continuously while listening to the speech stream. Learning was assessed using a post-exposure two-alternative forced-choice recognition task, where participants selected between a pseudoword from the stream and a foil. Based on a factor and cluster analysis of EF scores, participants were grouped into high and low CR groups. In line with the cognitive cost hypothesis, the high CR group performed less well in statistical language learning than the low CR group but benefited from cognitive fatigue. Articulatory suppression impaired statistical learning in the low CR group only, suggesting they rely more on auditory-motor mechanisms. These findings demonstrate that cognitive functioning impacts statistical language learning, suggesting that the ability to acquire new linguistic knowledge from speech streams depends on the interaction between higher-level cognitive and lower-level auditory-motor mechanisms.

Indexed as

CognitionExecutive FunctionLanguageLearningMental FatigueSpeechAdultCognitive FlexibilityFemaleHumansMaleMemory, Short-TermSpeech PerceptionYoung AdultArticulatory suppressionCognitive fatigueExecutive functionsStatistical language learning

Identifiers

PMID41730120
PMCPMC12928678

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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.