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This paper proposes SGR, a framework that enhances LLM stepwise reasoning by integrating external knowledge graphs through query-relevant subgraph generation, combining Cypher-based reasoning with collaborative reasoning integration. Experiments on CWQ, WebQSP, GrailQA, and KQA Pro show improved reasoning accuracy over standard prompting and knowledge-enhanced baselines.