Xian Liu

Large language models for knowledge-centric scientific intelligence: methods, challenges, and lessons from geoscience

2026 · Artificial Intelligence Review

Abstract Large language models (LLMs) are increasingly being explored in geoscience, where scientific knowledge is expressed through specialized terminology, heterogeneous documents, maps, imagery, geospatial structures, and temporally ordered interpretations. This review critically examines the emerging …