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Authors
Zhang, Shuyuan https://orcid.org/0000-0002-9297-4333
Zhang, Jiyizhe
Lapkin, Alexei A. https://orcid.org/0000-0001-7621-0889
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Funding
Funding for this research was provided by:
RCUK | Engineering and Physical Sciences Research Council (EP/W031019/1)
RCUK | Engineering and Physical Sciences Research Council (EP/Z531339/1)
RCUK | Engineering and Physical Sciences Research Council (EP/Z531339/1)
RCUK | Engineering and Physical Sciences Research Council (EP/W031019/1)
Agency for Science, Technology and Research (M23B3a0015)
Agency for Science, Technology and Research (M23B3a0015)
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Article History
Received: 10 May 2025
Accepted: 15 April 2026
First Online: 14 May 2026
Competing interests
: A.A.L. is a co-founder of Chemical Data Intelligence (CDI) Pte Ltd, which is developing a scalable version of the knowledge-graph modeling environment described in this Article. The other authors declare no competing interests.
