Complex Reasoning on GraphRAG-Bench
86.02RelHippoRAG 2
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HippoRAG 2Category=Graph-based RAG2026.06 | 86.02 | 70.44 | — | |
| RAG2026.06 | 83.71 | 84.88 | — | |
| HippoRAG 2Category=Graph-based RAG2026.06 | 81.44 | 76.7 | — | |
| RAG2026.06 | 80.33 | 59.37 | — | |
| HyperGraphRAGCategory=Hypergraph-based RAG2026.06 | 72.82 | 87.52 | — | |
| Hyper-RAGCategory=Hypergraph-based RAG2026.06 | 72.11 | 80.03 | — | |
| HyperSUCategory=Hypergraph-based RAG2026.06 | 70.14 | 92.58 | — | |
| HyperSUCategory=Hypergraph-based RAG2026.06 | 67.38 | 89.3 | — | |
| Hyper-RAGCategory=Hypergraph-based RAG2026.06 | 61.68 | 80.96 | — | |
| RAPTORCategory=Graph-based RAG2026.06 | 60.88 | 68.39 | — | |
| HyperGraphRAGCategory=Hypergraph-based RAG2026.06 | 60.03 | 82.45 | — | |
| HippoRAGCategory=Graph-based RAG2026.06 | 59.03 | 87.33 | — | |
| RAPTORCategory=Graph-based RAG2026.06 | 53.5 | 89.44 | — | |
| LightRAGCategory=Graph-based RAG2026.06 | 43.13 | 82.44 | — | |
| HippoRAGCategory=Graph-based RAG2026.06 | 41.95 | 84.25 | — | |
| MS-GraphRAGCategory=Graph-based RAG2026.06 | 38.7 | 72.71 | — | |
| LightRAGCategory=Graph-based RAG2026.06 | 37.48 | 85.77 | — | |
| HippoRAG 2type=Graph-based RAG2026.06 | 33.73 | — | 53.16 | |
| HyperSUtype=Hypergraph-based RAG2026.06 | 33.36 | — | 61.79 | |
| HyperGraphRAGtype=Hypergraph-based RAG2026.06 | 31.02 | — | 57.41 | |
| Hyper-RAGtype=Hypergraph-based RAG2026.06 | 29.18 | — | 56.52 | |
| MS-GraphRAGtype=Graph-based RAG2026.06 | 24.24 | — | 51.09 | |
| LightRAGtype=Graph-based RAG2026.06 | 24.08 | — | 48.85 | |
| RAGtype=Standard2026.06 | 15.22 | — | 41.69 | |
| RAPTORtype=Graph-based RAG2026.06 | 11.67 | — | 38.81 | |
| HippoRAGtype=Graph-based RAG2026.06 | 11.1 | — | 38.5 | |
| MS-GraphRAGCategory=Graph-based RAG2026.06 | 4.22 | 61.88 | — |