Question Answering on GraphRAG-Benchmark MEDICAL
73.95Fact Retrieval (FR)CogitoRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CogitoRAG2026.02 | 73.95 | 74.43 | 74.77 | |
| ToPG-Naive2026.01 | 72.9 | 68.5 | 67.7 | |
| ToPG-Localmax-iter=32026.01 | 72.6 | 69.2 | 68.3 | |
| ToPG-Localmax-iter=12026.01 | 72.5 | 68.5 | 68.8 | |
| HippoRAG 22026.01 | 66.3 | 62 | 63.1 | |
| HippoRAG22026.02 | 66.28 | 61.98 | 63.08 | |
| Vanilla-RAG2026.01 | 63.7 | 57.6 | 63.7 | |
| LightRAG2026.02 | 63.32 | 61.32 | 63.14 | |
| LightRAGmode=local2026.01 | 62.6 | 63.3 | 61.3 | |
| ComoRAGreproduced=true2026.02 | 58.92 | 63.65 | 67.62 | |
| GraphRAG2026.02 | 58.14 | 55.42 | 61.09 | |
| HippoRAG2026.02 | 56.14 | 55.87 | 59.86 | |
| ToG2reproduced=true2026.02 | 55.11 | 40.24 | 64.88 | |
| RAPTOR2026.02 | 54.07 | 53.2 | 58.73 | |
| GraphRAGmode=local2026.01 | 38.6 | 47 | 41.9 |