IntelliChain: An Integrated Framework for Enhanced Socratic Method Dialogue with LLMs and Knowledge Graphs

IntelliChain is a framework that integrates LLMs with knowledge graphs to enable Socratic method dialogue for mathematics education, using a multi-agent system with chain-of-thought reasoning to provide personalized tutoring interactions. The system was empirically tested in K-12 mathematics teaching contexts to enhance educational accuracy and learning outcomes.

With the continuous advancement of educational technology, the demand for Large Language Models (LLMs) as intelligent educational agents in providing personalized learning experiences is rapidly increasing. This study aims to explore how to optimize the design and collaboration of a multi-agent system tailored for Socratic teaching through the integration of LLMs and knowledge graphs in a chain-of-thought dialogue approach, thereby enhancing the accuracy and reliability of educational applicatio

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