Retrieval-Augmented Generation on UltraDomain Pathology (test)
92.35ComprehensionHyper-KGGen+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Hyper-KGGen+learned skills=true2026.02 | 92.35 | 85.71 | 81.1 | 88.27 | 86.17 | 86.72 | |
| Hyper-KGGenlearned skills=false2026.02 | 91.9 | 85 | 79.7 | 88.5 | 87.38 | 86.5 | |
| HyperGraphRAG2026.02 | 91.7 | 83.64 | 79.96 | 87.54 | 86.34 | 85.84 | |
| LightRAG2026.02 | 91.5 | 83.74 | 78.7 | 86.76 | 85.58 | 85.26 | |
| Hyper-RAG2026.02 | 91.4 | 84.92 | 80.6 | 87.22 | 86 | 86.03 | |
| Cog-RAG2026.02 | 91.1 | 85.3 | 79.02 | 88.3 | 86.84 | 86.11 | |
| HiRAG2026.02 | 90.9 | 83.56 | 80.98 | 87.16 | 86.34 | 85.79 | |
| GraphRAG2026.02 | 90.6 | 82.2 | 78.78 | 87.2 | 86.42 | 85.04 | |
| NativeRAG2026.02 | 90.5 | 83.6 | 77 | 86.5 | 86.5 | 84.22 |