Evidence map›Paper›PMID 41832239›Full record

ArticleScientific reports2026

Implicit voice learning through discrimination outperforms explicit listen-and-memorize tasks.

Andrea Fröhlich, Meike Ramon, Peter French, Volker Dellwo

Abstract read
In one paragraph

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

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

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

4 authors.

Andrea FröhlichPhonetics and Speech Sciences, Department of Computational Linguistics, University of Zurich, Zurich, Switzerland. andrea.froehlich@uzh.ch.
Meike RamonApplied Face Cognition Lab, Institute of Applied Data Science and Finance, Bern University of Applied Sciences, Bern, Switzerland.
Peter FrenchCentre for Forensic Phonetics and Acoustics, Department of Computational Linguistics, University of Zurich, Zurich, Switzerland.
Volker DellwoPhonetics and Speech Sciences, Department of Computational Linguistics, University of Zurich, Zurich, Switzerland.

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung 185399Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung PR00P1 179872
6 · The paper itself

Abstract

Voice learning primarily occurs implicitly in everyday situations—as an incidental by-product of other activities such as participating in conversation or listening to voices in the media. Most research on voice learning is conducted in laboratory settings, where participants are explicitly instructed to attend to and memorize voices for later recognition. Yet, the impact of task awareness (awareness regarding the goal of voice learning) on voice recognition performance remains poorly understood. To address this gap, we conducted a study comparing two voice-learning modalities: explicit learning, instructing participants to listen to and memorize voices for later recognition, and implicit learning, based on exposure during a voice discrimination task, without awareness of a subsequent recognition test. After both exposure phases, participants completed a surreptitious old–new voice recognition task. To further examine whether task awareness is modulated by voice load (number of voice identities introduced in the experiment), we implemented both a simple and a challenging version of the experiment. We found that, irrespective of voice load, implicit learning through participation in a discrimination task, resulted in higher recognition performance than explicit listen-and-memorize training. These findings suggest that highly demanding explicit listen-and-memorize tasks may benefit from incorporating ecologically valid familiarization paradigms, such as voice discrimination. We discuss the implications of our findings in relation to previous empirical research and their relevance for forensic applications.

Indexed as

LearningMemoryVoiceVoice RecognitionAdultFemaleHumansMaleRecognition, PsychologyYoung AdultImplicit vs. explicit exposureSpeaker identitySpeaker similarityVoice learningVoice loadVoice memorization

Identifiers

PMID41832239
PMCPMC13111622

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.