Entity-Relationship Question Answering on FB-ERQA
82.5Hit@1SG-RAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SG-RAG2026.04 | 82.5 | 82.4 | 82.6 | 82.5 | 1.855 | |
| GraphRAG2026.04 | 61.8 | 61.7 | 61.8 | 61.8 | 1.432 | |
| RAPTOR2026.04 | 61.1 | 60.5 | 61.1 | 60.8 | 0.128 | |
| KAG2026.04 | 40.7 | 40.7 | 40.8 | 40.8 | 1.396 | |
| SubgraphRAG2026.04 | 33.4 | 33.6 | 33.8 | 33.7 | 1.323 | |
| HyperGraphRAG2026.04 | 30.6 | 31.4 | 31.5 | 31.4 | 1.005 | |
| DyPRAG2026.04 | 28.5 | 29 | 29.2 | 29.1 | 0.949 | |
| LinearRAG2026.04 | 25.2 | 25.7 | 26.1 | 25.9 | 0.867 | |
| LightRAG2026.04 | 20.3 | 20 | 20.4 | 20.2 | 0.934 | |
| GPT-5.12026.04 | 19.1 | 17.8 | 19.2 | 18.5 | 0.412 | |
| NaiveRAG2026.04 | 14.8 | 14.5 | 15.1 | 14.8 | 0.781 |