Weixiang Hong et al. prototype-guided transfer of sparse literature knowledge for electrolyte additive discovery in Guangzhou, China; enrichment factors 9.2-45.6 while screening <2%

Weixiang Hong et al. prototype-guided transfer of sparse literature knowledge for electrolyte additive discovery in Guangzhou, China; enrichment factors 9.2-45.6 while screening <2% 1 Prototype-guided transfer of sparse literature knowledge for electrolyte additive discovery Weixiang HONG1,5, Hongting DU1,5, Jiayue TANG1, Ruifeng TAN1, Yangjian QUAN2, Jia LI3,, Jiaqiang HUANG1,4, 1 Sustainable Energy and Environment Thrust and Guangzhou Municipal Key Laboratory of Materials Informatics, The Hong Kong University of Science and Technology (Guangzhou), Nansha, Guangzhou, 511400, Guangdong, P.R. China 2 Department of Chemistry, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, P.R. China 3 Data Science and Analytics Thrust and Guangzhou Municipal Key Laboratory of Materials Informatics, The Hong Kong University of Science and Technology (Guangzhou), Nansha, Guangzhou, 511400, Guangdong, P.R. China 4 Academy of Interdisciplinary Studies, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, P.R. China 5 These authors contributed equally: Weixiang HONG, Hongting DU ...

September 3, 2026