Entity-Relationship Question Answering on CM-ERQA
61.1Hit@1SG-RAG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SG-RAG2026.04 | 61.1 | 60.5 | 61.2 | 60.8 | 1.641 | |
| KAG2026.04 | 30.2 | 30.7 | 30.2 | 30.4 | 1.407 | |
| SubgraphRAG2026.04 | 30.1 | 29.8 | 32.9 | 31.3 | 1.21 | |
| HyperGraphRAG2026.04 | 21.4 | 17.3 | 23.9 | 20.1 | 0.986 | |
| GraphRAG2026.04 | 20.2 | 12.7 | 22.3 | 16.2 | 1.007 | |
| DyPRAG2026.04 | 19.1 | 20.5 | 21.9 | 21.2 | 0.908 | |
| LinearRAG2026.04 | 15.9 | 16.2 | 18.3 | 17.2 | 0.831 | |
| NaiveRAG2026.04 | 14.2 | 8.2 | 17.2 | 11.1 | 0.564 | |
| LightRAG2026.04 | 14.1 | 8.3 | 17 | 11.2 | 0.734 | |
| RAPTOR2026.04 | 9.5 | 8.7 | 9.5 | 9.1 | 0.095 | |
| GPT-5.12026.04 | 6.5 | 15.3 | 6.5 | 9.1 | 0.192 |