Question Answering on Graph-Bench Medical
73.2Average AccuracyAtomicRAG
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AtomicRAG2026.02 | 73.2 | — | — | — | — | 2.24 | 2.63 | 4.87 | 0.79 | 1.97 | 0.67 | |
| AtomicRAG2026.02 | 73.1 | 72.6 | 74.8 | 76.8 | 68.3 | — | — | — | — | — | — | |
| HippoRAG22026.02 | 64.9 | — | — | — | — | 1.54 | 4.29 | 5.83 | 4.5 | 3.96 | 0.34 | |
| HippoRAG22026.02 | 64.8 | 66.3 | 61.9 | 63.1 | 68.1 | — | — | — | — | — | — | |
| Fast-GraphRAG2026.02 | 64.1 | 60.9 | 61.7 | 67.9 | 65.9 | — | — | — | — | — | — | |
| LightRAG2026.02 | 63.9 | 63.3 | 61.3 | 63.1 | 67.9 | — | — | — | — | — | — | |
| LightRAG2026.02 | 63.9 | — | — | — | — | 2.66 | 61.51 | 64.17 | 13.99 | 60.74 | 0.77 | |
| RAGreranking=with2026.02 | 62.4 | 64.7 | 58.6 | 65.8 | 60.6 | — | — | — | — | — | — | |
| Vanilla RAG2026.02 | 62.4 | — | — | — | — | 0 | 2.87 | 2.87 | 0.01 | 2.68 | 0.19 | |
| GFM-RAG2026.02 | 61.4 | 63.5 | 67.3 | 51.5 | 63.3 | — | — | — | — | — | — | |
| GFM-RAG2026.02 | 61.4 | — | — | — | — | 1.52 | 2.08 | 3.6 | 6.08 | 1.72 | 0.36 | |
| RAGreranking=without2026.02 | 61 | 63.7 | 57.6 | 63.7 | 58.9 | — | — | — | — | — | — | |
| HippoRAG2026.02 | 59 | 56.1 | 55.8 | 59.8 | 64.4 | — | — | — | — | — | — | |
| StructRAG2026.02 | 58.6 | 55.4 | 56.2 | 62.5 | 60.2 | — | — | — | — | — | — | |
| RAPTOR2026.02 | 57.1 | 54 | 53.2 | 58.7 | 62.4 | — | — | — | — | — | — | |
| Lazy-GraphRAG2026.02 | 56.9 | 60.3 | 47.8 | 57.3 | 62.2 | — | — | — | — | — | — | |
| KGP2026.02 | 55.5 | 52.3 | 51.5 | 54.5 | 63.8 | — | — | — | — | — | — | |
| KET-RAG2026.02 | 47.1 | 60.4 | 39.6 | 45.3 | 43 | — | — | — | — | — | — | |
| KET-RAG2026.02 | 47.1 | — | — | — | — | 2.31 | 24.45 | 26.76 | 2.73 | 24.42 | 0.03 | |
| MS-GraphRAGscope=local2026.02 | 45.1 | 38.6 | 47 | 41.8 | 53.1 | — | — | — | — | — | — | |
| MS-GraphRAGscope=global2026.02 | 18.1 | 16.4 | 15.6 | 19.8 | 20.8 | — | — | — | — | — | — |