Multi-task Graph-based Question Answering and Generation on GraphBench Medical 1.0 (test)
73.95Fact Retrieval ACCCogitoRAG
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| CogitoRAG2026.02 | 73.95 | 39.34 | 74.43 | 37.11 | 74.77 | 45.29 | 61.99 | 32.68 | 30.91 | 71.29 | |
| HippoRAG22026.02 | 66.28 | 36.69 | 61.98 | 36.97 | 63.08 | 46.13 | 68.05 | 58.78 | 51.54 | 64.85 | |
| RAGrerank=true2026.02 | 64.73 | 30.75 | 58.64 | 15.57 | 65.75 | 78.54 | 60.61 | 36.74 | 58.72 | 62.43 | |
| RAGrerank=false2026.02 | 63.72 | 29.21 | 57.61 | 13.98 | 63.72 | 77.34 | 58.94 | 35.88 | 57.87 | 61 | |
| LightRAG2026.02 | 63.32 | 37.19 | 61.32 | 24.98 | 63.14 | 51.16 | 67.91 | 78.76 | 51.58 | 63.92 | |
| Fast-GraphRAG2026.02 | 60.93 | 31.04 | 61.73 | 21.37 | 67.88 | 52.07 | 65.93 | 56.07 | 44.73 | 64.12 | |
| Lazy-GraphRAG2026.02 | 60.25 | 31.66 | 47.82 | 22.68 | 57.28 | 55.92 | 62.22 | 30.95 | 43.79 | 56.89 | |
| HippoRAG2026.02 | 56.14 | 20.95 | 55.87 | 13.57 | 59.86 | 62.73 | 64.43 | 69.21 | 65.56 | 59.08 | |
| RAPTOR2026.02 | 54.07 | 17.93 | 53.2 | 11.73 | 58.73 | 78.28 | 62.38 | 59.98 | 63.63 | 57.1 | |
| MS-GraphRAG2026.02 | 38.63 | 26.8 | 47.04 | 21.99 | 41.87 | 22.98 | 53.11 | 32.65 | 39.42 | 45.16 |