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Human-like cognitive generalization for large models via mental representation-guided supervision.

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Title: Human-like cognitive generalization for large models via mental representation-guided supervision.
Authors: Chen J; College of Computer Science and Technology, Zhejiang University, Hangzhou, China.; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China., Qi Y; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China. qiyu@zju.edu.cn.; Affiliated Mental Health Center and Hangzhou Seventh People's Hospital, MOE Frontier Science Center for Brain Science and Brain-Machine Integration, Zhejiang University, Hangzhou, China. qiyu@zju.edu.cn., Wang Y; College of Computer Science and Technology, Zhejiang University, Hangzhou, China., Pan G; College of Computer Science and Technology, Zhejiang University, Hangzhou, China. gpan@zju.edu.cn.; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China. gpan@zju.edu.cn.
Source: Nature communications [Nat Commun] 2026 Apr 01; Vol. 17 (1). Date of Electronic Publication: 2026 Apr 01.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; College of Computer Science and Technology, Zhejiang University, Hangzhou, China.; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Qi+Y%22">Qi Y</searchLink>; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China. qiyu@zju.edu.cn.; Affiliated Mental Health Center and Hangzhou Seventh People's Hospital, MOE Frontier Science Center for Brain Science and Brain-Machine Integration, Zhejiang University, Hangzhou, China. qiyu@zju.edu.cn.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; College of Computer Science and Technology, Zhejiang University, Hangzhou, China.<br /><searchLink fieldCode="AU" term="%22Pan+G%22">Pan G</searchLink>; College of Computer Science and Technology, Zhejiang University, Hangzhou, China. gpan@zju.edu.cn.; State Key Lab of Brain-Machine Intelligence, Zhejiang University, Hangzhou, China. gpan@zju.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2026 Apr 01; Vol. 17 (1). <i>Date of Electronic Publication: </i>2026 Apr 01.
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        Value: 10.1038/s41467-026-71267-5
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