Liu, Y.; Liu, S.; He, Y.; Yan, Z.; Zhao, Y.; Zhang, X.; Li, Z.; Wei, N.
GCMembrane-LLM: An Evidence-Grounded Domain-Specific Large Language Model for Structure–Performance Reasoning in Graphene and Carbon Nanotube Separation Membranes. Membranes 2026, 16, 214.
https://doi.org/10.3390/membranes16060214
AMA Style
Liu Y, Liu S, He Y, Yan Z, Zhao Y, Zhang X, Li Z, Wei N.
GCMembrane-LLM: An Evidence-Grounded Domain-Specific Large Language Model for Structure–Performance Reasoning in Graphene and Carbon Nanotube Separation Membranes. Membranes. 2026; 16(6):214.
https://doi.org/10.3390/membranes16060214
Chicago/Turabian Style
Liu, Youyang, Shuhan Liu, Yao He, Ziyi Yan, Yilu Zhao, Xinyu Zhang, Zhen Li, and Ning Wei.
2026. "GCMembrane-LLM: An Evidence-Grounded Domain-Specific Large Language Model for Structure–Performance Reasoning in Graphene and Carbon Nanotube Separation Membranes" Membranes 16, no. 6: 214.
https://doi.org/10.3390/membranes16060214
APA Style
Liu, Y., Liu, S., He, Y., Yan, Z., Zhao, Y., Zhang, X., Li, Z., & Wei, N.
(2026). GCMembrane-LLM: An Evidence-Grounded Domain-Specific Large Language Model for Structure–Performance Reasoning in Graphene and Carbon Nanotube Separation Membranes. Membranes, 16(6), 214.
https://doi.org/10.3390/membranes16060214
