GraphRAG-Bench supplies 1,018 expert-crafted, college-level questions across 16 CS topics with gold rationales, and its evaluation of nine GraphRAG methods shows small accuracy gains and larger reasoning-score gains whose reliability depends on LLM-as-judge scoring.
In-depth analysis of graph-based rag in a unified framework,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation
GraphRAG-Bench supplies 1,018 expert-crafted, college-level questions across 16 CS topics with gold rationales, and its evaluation of nine GraphRAG methods shows small accuracy gains and larger reasoning-score gains whose reliability depends on LLM-as-judge scoring.