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Qing Li

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Preprint Jul 2026

Do LLMs Truly Generalize in the Molecular Domain? A Perturbation-Based Analysis

A Molecular Perturbation framework that generates syntax-valid structural variants of training molecules under controlled Graph Edit Distance (GED) to probe the manifold regularity of molecular LLMs and suggests that it can partially expand the local trust region and offer a promising direction for stabilizing molecular LLMs against structural variation.

Jiatong Li, Weida Wang, Changmeng Zheng et al. · 0 citations
Review Open access Jul 2026

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning

A dual-view approach that connects clinical practice with computational methods is presented, establishing a five-level competency scheme following Miller’s Pyramid and linking deductive, inductive, and abductive reasoning patterns to common medical goals and tasks.

Qi Peng, Jiatong Li, Sirui Huang et al. · 4 citations