Retrieval-Augmented Generation on UltraDomain Mix (test)
91.24ComprehensivenessHyper-KGGen+
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Hyper-KGGen+learned skills=true2026.02 | 91.24 | 83 | 79.91 | 85.61 | 85.74 | 85.1 | |
| Hyper-RAG2026.02 | 90.5 | 83.4 | 78.32 | 85.4 | 83.96 | 84.32 | |
| HyperGraphRAG2026.02 | 90.2 | 81.5 | 78.7 | 84.94 | 83.46 | 83.76 | |
| Cog-RAG2026.02 | 90.1 | 83.34 | 78.52 | 85.94 | 84.96 | 84.57 | |
| Hyper-KGGenlearned skills=false2026.02 | 90.02 | 82.1 | 79.04 | 86.78 | 85.42 | 84.67 | |
| GraphRAG2026.02 | 89 | 79.7 | 74.66 | 83 | 82.32 | 81.74 | |
| LightRAG2026.02 | 88.2 | 75.9 | 74.94 | 83.8 | 82.92 | 81.15 | |
| HiRAG2026.02 | 88 | 79.86 | 76.8 | 84.06 | 83.44 | 82.43 | |
| NativeRAG2026.02 | 87.1 | 76.64 | 74.62 | 82.06 | 80.46 | 80.18 |