Guided Navigation in Knowledge-Dense Environments: Structured Semantic Exploration with Guidance Graphs

Dehao Tao, Guangjie Liu, Weizheng +2

While Large Language Models (LLMs) exhibit strong linguistic capabilities, their reliance on static knowledge and opaque reasoning processes limits their performance in knowledge i…