Fact Verification on FEVER (Accuracy, Avg)
77.2AccuracyGraphRAG + GeoRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphRAG + GeoRAGCandidates=top-200→52026.06 | 77.2 | 56.4 | |
| GraphRAG (direct)Candidates=top-52026.06 | 76.8 | 49.7 | |
| Hybrid RRF + GeoRAGCandidates=top-200→52026.06 | 76.6 | 55.7 | |
| Hybrid RRF (direct)Candidates=top-52026.06 | 76.1 | 49.2 | |
| MultiQuery + GeoRAGCandidates=top-200→52026.06 | 75.8 | 56.4 | |
| Dense + GeoRAGCandidates=top-200→52026.06 | 75.3 | 54.7 | |
| BM25 + GeoRAGCandidates=top-200→52026.06 | 74.8 | 53.2 | |
| MultiQuery (direct)Candidates=top-52026.06 | 74.6 | 49.5 | |
| Dense (direct)Candidates=top-52026.06 | 74.1 | 47.2 | |
| HyDE + GeoRAGCandidates=top-200→52026.06 | 74.1 | 55.4 | |
| BM25 (direct)Candidates=top-52026.06 | 73.9 | 46 | |
| HyDE (direct)Candidates=top-52026.06 | 73.2 | 48.8 |