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Chemical Reviews|February 5, 2026
General-Purpose Models for the Chemical Sciences: LLMs and BeyondNawaf Alampara, Anagha Aneesh, Martiño Ríos-García, et al.Chemical Society Reviews|December 20, 2024
From text to insight: large language models for chemical data extractionMara Schilling-Wilhelmi, Martiño Ríos-García, Sherjeel Shabih, et al.Nature Computational Science|August 11, 2025
Probing the limitations of multimodal language models for chemistry and materials researchNawaf Alampara, Mara Schilling-Wilhelmi, Martiño Ríos-García, et al.Nature Chemistry|May 20, 2025
A framework for evaluating the chemical knowledge and reasoning abilities of large language models against the expertise of chemistsAdrian Mirza, Nawaf Alampara, Sreekanth Kunchapu, et al.Pageof 1