Multi-hop Question Answering on HotpotQA (EM, F1, Precision, Recall)
60.5EMGfm-Retriever
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gfm-RetrieverEvaluation Protocol=+ IRCoT2026.03 | 60.5 | 72.9 | 75.5 | 74.5 | |
| HippoRAG 2Evaluation Protocol=Standalone2026.03 | 57.3 | 69.6 | 70.1 | 71.5 | |
| PropRAGEvaluation Protocol=Standalone2026.03 | 57.2 | 70.1 | 69.6 | 71 | |
| GFM-RAGEvaluation Protocol=+ IRCoT2026.03 | 56 | 71.8 | 70.7 | 70.2 | |
| Gfm-RetrieverEvaluation Protocol=Standalone2026.03 | 55.4 | 70.4 | 72.5 | 72.5 | |
| SubgraphRAGEvaluation Protocol=Standalone2026.03 | 52.6 | 65.8 | 66.2 | 67.5 | |
| GFM-RAGEvaluation Protocol=Standalone2026.03 | 51.6 | 66.9 | 67.7 | 68.2 | |
| FLAREEvaluation Protocol=Standalone2026.03 | 48.7 | 60.6 | 61.3 | 61.8 | |
| RAPTOREvaluation Protocol=Standalone2026.03 | 48.2 | 59.2 | 59.9 | 60.3 | |
| HippoRAGEvaluation Protocol=+ IRCoT2026.03 | 45.7 | 59.2 | 59.9 | 60.3 | |
| Adaptive-RAGEvaluation Protocol=Standalone2026.03 | 45.5 | 59.6 | 60.3 | 60.7 | |
| ColBERTv2Evaluation Protocol=+ IRCoT2026.03 | 45.5 | 58.4 | 59.1 | 59.5 | |
| ColBERTv2Evaluation Protocol=Standalone2026.03 | 43.4 | 57.7 | 58.4 | 58.8 | |
| HippoRAGEvaluation Protocol=Standalone2026.03 | 41.8 | 55 | 55.7 | 56 | |
| GPT-4o-miniEvaluation Protocol=Standalone2026.03 | 40 | 53.2 | 55.4 | 72.2 | |
| LightRAGEvaluation Protocol=Standalone2026.03 | 36.8 | 48.3 | 48.9 | 49.2 | |
| GraphRAGEvaluation Protocol=Standalone2026.03 | 35.3 | 54.6 | 55.3 | 55.6 | |
| ContrieverEvaluation Protocol=Standalone2026.03 | 34.9 | 51.2 | 51.8 | 52.2 | |
| GTREvaluation Protocol=Standalone2026.03 | 33.8 | 51.9 | 52.5 | 52.9 | |
| G-RetrieverEvaluation Protocol=Standalone2026.03 | 33.2 | 50.3 | 50.6 | 51.5 |