Evidence map›Paper›PMID 39511344›Full record

ArticleNature human behaviour2025

Two-dimensional neural geometry underpins hierarchical organization of sequence in human working memory.

Ying Fan, Muzhi Wang, Fang Fang, Nai Ding, Huan Luo

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Article in Nature human behaviour, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Building hierarchically nested structure by rapid neural sequences.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  4. 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

5 authors.

Ying FanSchool of Psychological and Cognitive Sciences, Peking University, Beijing, China.ORCID 0000-0002-3809-7966
Muzhi WangSchool of Psychological and Cognitive Sciences, Peking University, Beijing, China.ORCID 0000-0002-5473-0768
Fang FangSchool of Psychological and Cognitive Sciences, Peking University, Beijing, China.ORCID 0000-0002-7718-2354
Nai DingKey Laboratory for Biomedical Engineering of Ministry of Education, College of Biomedical Engineering and Instrument Sciences, Zhejiang University, Hangzhou, China. ding_nai@zju.edu.cn.
Huan LuoSchool of Psychological and Cognitive Sciences, Peking University, Beijing, China. huan.luo@pku.edu.cn.ORCID 0000-0002-8349-9796

Funding

China Postdoctoral Science Foundation 2023M740124National Natural Science Foundation of China (National Science Foundation of China) 31930052National Natural Science Foundation of China (National Science Foundation of China) 31930053National Natural Science Foundation of China (National Science Foundation of China) 32222035Science Fund for Creative Research Groups (Fund for Creative Research Groups) T2421004
6 · The paper itself

Abstract

Working memory (WM) is constructive in nature. Instead of passively retaining information, WM reorganizes complex sequences into hierarchically embedded chunks to overcome capacity limits and facilitate flexible behaviour. Here, to investigate the neural mechanisms underlying hierarchical reorganization in WM, we performed two electroencephalography and one magnetoencephalography experiments, wherein humans retain in WM a temporal sequence of items, that is, syllables, which are organized into chunks, that is, multisyllabic words. We demonstrate that the one-dimensional sequence is represented by two-dimensional neural representational geometry in WM arising from left prefrontal and temporoparietal regions, with separate dimensions encoding item position within a chunk and chunk position in the sequence. Critically, this two-dimensional geometry is observed consistently in different experimental settings, even during tasks not encouraging hierarchical reorganization in WM and correlates with WM behaviour. Overall, these findings strongly support that complex sequences are reorganized into factorized multidimensional neural representational geometry in WM, which also speaks to general structure-based organizational principles given WM's involvement in many cognitive functions.

Indexed as

BrainMemory, Short-TermAdultBrain MappingElectroencephalographyFemaleHumansMagnetoencephalographyMaleParietal LobePrefrontal CortexTemporal LobeYoung Adult

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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.