Structure Is All You Need to Reuse: Accelerating GraphRAG via Meta-Structure-Aware KV Caching
MetaKV is proposed, the first structure-aware KV caching mechanism that explicitly decouples static structural logic from dynamic entity semantics in GraphRAG inference, enabling high-throughput, low-latency GraphRAG without sacrificing adherence to graph topology.