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Liansuo Zu

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#large language models Open access Oct 2026

Drug Molecular and Route Similarity-Aware Retrieval-Augmented LLM Generation with Knowledge Graph for Semantic Reasoning

To address the inherent limitations of large language models (LLMs) in chemical synthesis—hallucinations, and low knowledge dense—this study presents a Knowledge Graph–enhanced Retrieval-Augmented Generation framework (KG-RAG-LLM) with a multi-scale calculation of molecular and route similarity. Empirical evaluations d...

Jiaxin Lao, Liansuo Zu · ChemRxiv · 0 citations