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The paper 'Knowledge Graph Combined with Retrieval-Augmented Generation for Enhancing LMs Reasoning: A Survey' provides a comprehensive review of studies on enhancing LLM reasoning abilities by integrating Knowledge Graphs with Retrieval-Augmented Generation, covering basic concepts, mainstream technical approaches, research challenges, and future development trends.

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