KnowGPT: KnowledgeGraphbasedPrompTingfor LargeLanguageModels

Large Language Models (LLMs) have demonstrated remarkable capabilities in many real-world applications. Nonetheless, LLMs are often criticized for their tendencytoproduce hallucinations, wherein themodels fabricate incorrectstatements on tasks beyond their knowledge and perception.