Entity-Relationship Question Answering on UD-ERQA
61.8Hit@1SG-RAG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SG-RAG2026.04 | 61.8 | 65 | 67.5 | 66.2 | 1.611 | |
| SubgraphRAG2026.04 | 35.7 | 35.9 | 36.1 | 36 | 1.273 | |
| HyperGraphRAG2026.04 | 28.3 | 28.8 | 29.1 | 28.9 | 0.996 | |
| KAG2026.04 | 24.8 | 25.1 | 25 | 25 | 1.278 | |
| LinearRAG2026.04 | 23.6 | 23.5 | 23.8 | 23.6 | 0.912 | |
| DyPRAG2026.04 | 21.5 | 21.1 | 22.9 | 22 | 0.909 | |
| GraphRAG2026.04 | 18.8 | 14.1 | 20 | 16.5 | 1.204 | |
| LightRAG2026.04 | 17.6 | 14 | 18.8 | 16.1 | 0.795 | |
| NaiveRAG2026.04 | 14.4 | 12.2 | 15.7 | 13.7 | 0.681 | |
| RAPTOR2026.04 | 10.7 | 9.7 | 11.4 | 10.5 | 0.115 | |
| GPT-5.12026.04 | 10 | 8.4 | 11.1 | 9.6 | 0.287 |