Question Answering on 2WikiMHQA (EM, Avg)
42.1Exact Match (EM)GraphRAG + GeoRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphRAG + GeoRAGCandidates=top-200→52026.06 | 42.1 | 56.4 | |
| MultiQuery + GeoRAGCandidates=top-200→52026.06 | 41.2 | 56.4 | |
| Hybrid RRF + GeoRAGCandidates=top-200→52026.06 | 39.3 | 55.7 | |
| HyDE + GeoRAGCandidates=top-200→52026.06 | 39.1 | 55.4 | |
| Dense + GeoRAGCandidates=top-200→52026.06 | 37.8 | 54.7 | |
| BM25 + GeoRAGCandidates=top-200→52026.06 | 35.9 | 53.2 | |
| GraphRAG (direct)Candidates=top-52026.06 | 33.4 | 49.7 | |
| MultiQuery (direct)Candidates=top-52026.06 | 32.1 | 49.5 | |
| Hybrid RRF (direct)Candidates=top-52026.06 | 31.1 | 49.2 | |
| HyDE (direct)Candidates=top-52026.06 | 30.8 | 48.8 | |
| Dense (direct)Candidates=top-52026.06 | 29.4 | 47.2 | |
| BM25 (direct)Candidates=top-52026.06 | 27.3 | 46 |