Abstract: General-purpose Large Language Models (LLMs) and standard Retrieval-Augmented Generation (RAG) systems fail to address the multifaceted, context-dependent nature of agricultural queries, ...

Abstract: In the modern social governance system, policy documents are the core carriers of public services and social norms, carrying a large amount of key information. However, as the policy system ...

Introduction: Clinical decision-making in hepatology is currently challenged by the rapid expansion of medical knowledge and the limitations of Large Language Models (LLMs), specifically their ...