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Whither symbols in the era of advanced neural networks?

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Title: Whither symbols in the era of advanced neural networks?
Authors: Griffiths TL; Department of Psychology, Princeton University, Princeton, NJ, USA; Department of Computer Science, Princeton University, Princeton, NJ, USA. Electronic address: tomg@princeton.edu., Lake BM; Department of Psychology, Princeton University, Princeton, NJ, USA; Department of Computer Science, Princeton University, Princeton, NJ, USA., McCoy RT; Department of Linguistics and Wu Tsai Institute, Yale University, New Haven, CT, USA., Pavlick E; Department of Computer Science, Brown University, Providence, RI, USA., Webb TW; Department of Psychology, Université de Montréal and Mila - Quebec AI Institute, Montreal, Quebec, Canada.
Source: Trends in cognitive sciences [Trends Cogn Sci] 2026 Apr 15. Date of Electronic Publication: 2026 Apr 15.
Publication Type: Journal Article; Review
Journal Info: Publisher: Elsevier Science Country of Publication: England NLM ID: 9708669 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-307X (Electronic) Linking ISSN: 13646613 NLM ISO Abbreviation: Trends Cogn Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Griffiths+TL%22">Griffiths TL</searchLink>; Department of Psychology, Princeton University, Princeton, NJ, USA; Department of Computer Science, Princeton University, Princeton, NJ, USA. Electronic address: tomg@princeton.edu.<br /><searchLink fieldCode="AU" term="%22Lake+BM%22">Lake BM</searchLink>; Department of Psychology, Princeton University, Princeton, NJ, USA; Department of Computer Science, Princeton University, Princeton, NJ, USA.<br /><searchLink fieldCode="AU" term="%22McCoy+RT%22">McCoy RT</searchLink>; Department of Linguistics and Wu Tsai Institute, Yale University, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Pavlick+E%22">Pavlick E</searchLink>; Department of Computer Science, Brown University, Providence, RI, USA.<br /><searchLink fieldCode="AU" term="%22Webb+TW%22">Webb TW</searchLink>; Department of Psychology, Université de Montréal and Mila - Quebec AI Institute, Montreal, Quebec, Canada.
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