Question Answering on Graph-Bench Novel
61Fact Retrieval AccuracyAtomicRAG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AtomicRAG2026.02 | 61 | 53.4 | 68.5 | 60 | 60.7 | |
| RAGreranking=with2026.02 | 60.9 | 42.9 | 51.3 | 38.3 | 48.3 | |
| HippoRAG22026.02 | 60.1 | 53.4 | 64.1 | 48.3 | 56.5 | |
| RAGreranking=without2026.02 | 58.7 | 41.4 | 50.1 | 41.5 | 47.9 | |
| LightRAG2026.02 | 58.6 | 49.1 | 48.9 | 23.8 | 45.1 | |
| Fast-GraphRAG2026.02 | 56.9 | 48.5 | 56.4 | 46.2 | 52 | |
| KET-RAG2026.02 | 55.4 | 36.6 | 52.5 | 46 | 47.6 | |
| KGP2026.02 | 54.2 | 46.3 | 51.2 | 40.3 | 48 | |
| StructRAG2026.02 | 53.8 | 46.3 | 54.3 | 42.2 | 49.1 | |
| HippoRAG2026.02 | 52.9 | 38.5 | 48.7 | 38.9 | 44.8 | |
| Lazy-GraphRAG2026.02 | 51.7 | 49.2 | 58.3 | 43.2 | 50.6 | |
| GFM-RAG2026.02 | 51 | 49.8 | 66.3 | 57.8 | 56.2 | |
| MS-GraphRAGscope=local2026.02 | 49.3 | 50.9 | 64.4 | 39.1 | 50.9 | |
| RAPTOR2026.02 | 49.3 | 38.6 | 47.1 | 38 | 43.2 | |
| MS-GraphRAGscope=global2026.02 | 36.9 | 43.2 | 56.9 | 41.1 | 44.5 |