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A GraphRAG framework integrates large language models with a spatiotemporal knowledge graph to enhance spatial reasoning. The graph explicitly models campus facilities, events, accessible entrances, and real-time parking availability. The approach, authored by Wenyu Zhang and shared under CC-BY-4.0, is implemented as a decision-support chatbot with a visual analytics interface.
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