# EEG-based multivariate and univariate analyses reveal the mechanisms underlying the recognition-based production effect: evidence from mixed-list design

**Authors:** Bohua Zhang, Alhassan Abdullah, Minmin Yan, Yongqing Hou, Antao Chen, Helen McLaren

PMC · DOI: 10.3389/fnhum.2025.1507782 · Frontiers in Human Neuroscience · 2025-01-29

## TL;DR

This study uses EEG to show that reading words aloud improves memory by enhancing distinctiveness and recollection, not just memory strength.

## Contribution

This is the first study to use MVPA to decode memory strategies in the context of the production effect.

## Key findings

- The production effect enhances both recollection and familiarity, with the largest ERP effect in the aloud condition for recollection.
- MVPA decoding between memory strategies occurred between 760 and 840 ms, aligning with the LPC old/new effect.
- Results challenge the Feature Space Theory by showing the PE is more consistent with distinctiveness than unconscious retrieval.

## Abstract

The production effect (PE) is a phenomenon where reading words aloud, rather than silently, during study leads to improved recognition memory. Human recognition memory can be divided into recollection (recognition based on complex contextual information) and familiarity (recognition based on a sense of familiarity). This study explored how reading aloud affects recollection and familiarity using electroencephalography (EEG) in a mixed-list design. Participants encoded each list item, either aloud or silently during the study phase and made remember/know/new judgments in the test phase, while EEG data were recorded. The behavioral results replicated the classic PE pattern and indicated that the PE was present in both recollection and familiarity. At the Event-Related Potential (ERP) level, the recollection-based LPC (late positive complex) old/new effect at test was largest in the aloud condition; however, the familiarity-based FN400 old/new effect was equivalent when comparing the aloud condition and the silent condition. Moreover, this study was the first to employ multivariate pattern analysis (MVPA) to decode the time course between two distinct memory strategies (aloud vs. silent). The results revealed significant decoding between 760 and 840 ms, which is consistent with the LPC old/new effect. The paper discusses both traditional theories and the Feature Space Theory based on our results, highlighting inconsistencies with assumptions regarding unconscious retrieval in the Feature Space Theory. In summary, the current results support the role of distinctiveness (enhanced memory for auditory or action information, consistent with recollection) in the PE, rather than the role of strength (enhanced memory trace, consistent with familiarity). This study suggests that enhanced distinctiveness/recollection may be a shared mechanism underlying certain advantageous memory strategies.

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

63 references — full list in the complete paper: https://tomesphere.com/paper/PMC11849048/full.md

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Source: https://tomesphere.com/paper/PMC11849048