How large language models need symbolism

Xiaotie Deng; Hanyu Li

doi:10.1093/nsr/nwaf339

How large language models need symbolism

Xiaotie Deng^*
, Hanyu Li^*

^*Corresponding author for this work

Research output: Journal Publications and Reviews › Comment/debate › peer-review

2 Citations (Scopus)

2 Downloads (CityUHK Scholars)

Original language	English
Article number	nwaf339
Journal	National Science Review
Volume	12
Issue number	10
Online published	18 Aug 2025
DOIs	https://doi.org/10.1093/nsr/nwaf339
Publication status	Published - Oct 2025
Externally published	Yes

Funding

This work was supported by the National Natural Science Foundation of China (62172012).

Publisher's Copyright Statement

This full text is made available under CC-BY 4.0. https://creativecommons.org/licenses/by/4.0/

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title = "How large language models need symbolism",

author = "Xiaotie Deng and Hanyu Li",

year = "2025",

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doi = "10.1093/nsr/nwaf339",

language = "English",

volume = "12",

journal = "National Science Review",

issn = "2095-5138",

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AU - Li, Hanyu

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UR - https://www.scopus.com/pages/publications/105016821145#tab=impact

U2 - 10.1093/nsr/nwaf339

DO - 10.1093/nsr/nwaf339

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VL - 12

JO - National Science Review

JF - National Science Review

IS - 10

M1 - nwaf339

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How large language models need symbolism

Funding

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