GraphRunner improves graph-based retrieval by generating and validating a complete traversal plan before executing high-level multi-hop actions, outperforming Graph-CoT on GRBENCH with 10 to 50 percent higher accuracy and 3 to 13 times lower inference cost.
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GraphRunner: A Multi-Stage Framework for Efficient and Accurate Graph-Based Retrieval
GraphRunner improves graph-based retrieval by generating and validating a complete traversal plan before executing high-level multi-hop actions, outperforming Graph-CoT on GRBENCH with 10 to 50 percent higher accuracy and 3 to 13 times lower inference cost.