Multi-hop Question Answering on MuSiQue (EM, F1, Precision, Recall)
42.8EMGfm-Retriever
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gfm-RetrieverEvaluation Protocol=+ IRCoT2026.03 | 42.8 | 48.7 | 48.9 | 50.4 | |
| PropRAGEvaluation Protocol=Standalone2026.03 | 38.9 | 41.3 | 40.6 | 40.4 | |
| GFM-RAGEvaluation Protocol=+ IRCoT2026.03 | 36.6 | 49.2 | 47.7 | 47.3 | |
| Gfm-RetrieverEvaluation Protocol=Standalone2026.03 | 34.8 | 41.5 | 42.3 | 42.5 | |
| HippoRAG 2Evaluation Protocol=Standalone2026.03 | 33.9 | 40.5 | 40.8 | 41.6 | |
| SubgraphRAGEvaluation Protocol=Standalone2026.03 | 33 | 39.2 | 39.5 | 40.2 | |
| GFM-RAGEvaluation Protocol=Standalone2026.03 | 30.2 | 40.4 | 40.8 | 41.3 | |
| HippoRAGEvaluation Protocol=+ IRCoT2026.03 | 21.9 | 33.3 | 33.7 | 34 | |
| GPT-4o-miniEvaluation Protocol=Standalone2026.03 | 19.5 | 23.6 | 32.3 | 41.2 | |
| HippoRAGEvaluation Protocol=Standalone2026.03 | 19.2 | 29.8 | 30.1 | 30.5 | |
| ColBERTv2Evaluation Protocol=+ IRCoT2026.03 | 19.1 | 30.5 | 30.8 | 31.2 | |
| LightRAGEvaluation Protocol=Standalone2026.03 | 18.1 | 27.5 | 27.8 | 28.1 | |
| G-RetrieverEvaluation Protocol=Standalone2026.03 | 18 | 25.9 | 26.1 | 26.6 | |
| RAPTOREvaluation Protocol=Standalone2026.03 | 17.6 | 28.9 | 29.2 | 29.5 | |
| ContrieverEvaluation Protocol=Standalone2026.03 | 16.3 | 21.6 | 21.9 | 22 | |
| FLAREEvaluation Protocol=Standalone2026.03 | 16.2 | 28.4 | 28.7 | 29.1 | |
| ColBERTv2Evaluation Protocol=Standalone2026.03 | 15.5 | 26.4 | 26.7 | 27 | |
| GTREvaluation Protocol=Standalone2026.03 | 15.1 | 25.2 | 25.5 | 25.7 | |
| Adaptive-RAGEvaluation Protocol=Standalone2026.03 | 13.8 | 25.6 | 25.9 | 26.1 | |
| GraphRAGEvaluation Protocol=Standalone2026.03 | 13.4 | 29.5 | 29.8 | 30.1 |