General QA on NQ
46.9EMReSeek
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReSeekBackbone=Qwen2.5-7b-Instruct2025.10 | 46.9 | — | |
| ZeroSearchBackbone=Qwen2.5-7b-Instruct2025.10 | 43.6 | — | |
| ReSeekBackbone=Qwen2.5-3b-Instruct2025.10 | 41.5 | — | |
| ZeroSearchBackbone=Qwen2.5-3b-Instruct2025.10 | 41.4 | — | |
| TaSR-RAGBackbone=Qwen2.5-72B-Instruct2026.03 | 40.6 | 48.3 | |
| Search-R1Backbone=Qwen2.5-7b-Instruct2025.10 | 39.3 | — | |
| TaSR-RAGBackbone=Qwen2.5-7B-Instruct2026.03 | 38.2 | 45.2 | |
| ARAMBackbone=Dream-v0-Instruct-7B2026.03 | 37.7 | 51.4 | |
| Dream + ADACADBackbone=Dream-v0-Instruct-7B2026.03 | 37.4 | 50.7 | |
| HippoRAGBackbone=Qwen2.5-72B-Instruct2026.03 | 36.5 | 48.2 | |
| Dream + RAGBackbone=Dream-v0-Instruct-7B2026.03 | 35.9 | 50.5 | |
| Dream + SPREADBackbone=Dream-v0-Instruct-7B2026.03 | 35.9 | 50.1 | |
| RAGBackbone=Qwen2.5-7b-Instruct2025.10 | 34.9 | — | |
| RAGBackbone=Qwen2.5-3b-Instruct2025.10 | 34.8 | — | |
| RAGBackbone=Qwen2.5-72B-Instruct2026.03 | 34.2 | 48.6 | |
| Search-R1Backbone=Qwen2.5-3b-Instruct2025.10 | 34.1 | — | |
| Dream + A-CFGBackbone=Dream-v0-Instruct-7B2026.03 | 34 | 49.2 | |
| RAGBackbone=Qwen2.5-7B-Instruct2026.03 | 32.9 | 40 | |
| LLaMA + RAGBackbone=LLaMA-3.1-8B-Instruct2026.03 | 31.9 | 48.2 | |
| Qwen + RAGBackbone=Qwen2.5-7B-Instruct2026.03 | 31.3 | 46.6 | |
| ARAMBackbone=LLaDA-8B-Instruct2026.03 | 30.3 | 43.2 | |
| Dream + COIECDBackbone=Dream-v0-Instruct-7B2026.03 | 30.2 | 45.9 | |
| StructRAGBackbone=Qwen2.5-72B-Instruct2026.03 | 27.9 | 40.6 | |
| R1Backbone=Qwen2.5-7b-Instruct2025.10 | 27 | — | |
| GraphRAGBackbone=Qwen2.5-72B-Instruct2026.03 | 26.6 | 38.5 | |
| HyperGraphRAGBackbone=Qwen2.5-72B-Instruct2026.03 | 25.7 | 37.3 | |
| Dream + CADBackbone=Dream-v0-Instruct-7B2026.03 | 23.9 | 40.9 | |
| CoTBackbone=Qwen2.5-72B-Instruct2026.03 | 23.8 | 33.8 | |
| Search-o1Backbone=Qwen2.5-3b-Instruct2025.10 | 23.8 | — | |
| IRCoTBackbone=Qwen2.5-72B-Instruct2026.03 | 23.3 | 33.1 | |
| IRCoTBackbone=Qwen2.5-7B-Instruct2026.03 | 22.4 | 34.7 | |
| GraphRAGBackbone=Qwen2.5-7B-Instruct2026.03 | 22 | 21.4 | |
| R1Backbone=Qwen2.5-3b-Instruct2025.10 | 21 | — | |
| StructRAGBackbone=Qwen2.5-7B-Instruct2026.03 | 20.8 | 32.2 | |
| LLaMABackbone=LLaMA-3.1-8B-Instruct2026.03 | 20.5 | 30.9 | |
| Direct InferenceBackbone=Qwen2.5-72B-Instruct2026.03 | 19.9 | 28.3 | |
| LLaDA + SPREADBackbone=LLaDA-8B-Instruct2026.03 | 19.3 | 34.4 | |
| LLaDA + A-CFGBackbone=LLaDA-8B-Instruct2026.03 | 19.1 | 33.9 | |
| HippoRAGBackbone=Qwen2.5-7B-Instruct2026.03 | 18.2 | 25.1 | |
| LLaDA + RAGBackbone=LLaDA-8B-Instruct2026.03 | 17.5 | 31.9 | |
| Search-o1Backbone=Qwen2.5-7b-Instruct2025.10 | 15.1 | — | |
| QwenBackbone=Qwen2.5-7B-Instruct2026.03 | 14.9 | 25.2 | |
| DreamBackbone=Dream-v0-Instruct-7B2026.03 | 14.9 | 24.9 | |
| Direct InferenceBackbone=Qwen2.5-7B-Instruct2026.03 | 13.4 | 23.2 | |
| Direct InferenceBackbone=Qwen2.5-7b-Instruct2025.10 | 13.4 | — | |
| LLaDA + COIECDBackbone=LLaDA-8B-Instruct2026.03 | 13 | 28.4 | |
| Direct InferenceBackbone=Qwen2.5-3b-Instruct2025.10 | 10.6 | — | |
| LLaDA + ADACADBackbone=LLaDA-8B-Instruct2026.03 | 9.3 | 18.2 | |
| LLaDABackbone=LLaDA-8B-Instruct2026.03 | 9.1 | 15.9 | |
| CoTBackbone=Qwen2.5-7B-Instruct2026.03 | 4.8 | 19.3 | |
| CoTBackbone=Qwen2.5-7b-Instruct2025.10 | 4.8 | — | |
| CoTBackbone=Qwen2.5-3b-Instruct2025.10 | 2.3 | — | |
| LLaDA + CADBackbone=LLaDA-8B-Instruct2026.03 | 1.4 | 16.6 | |
| HypergraphRAGBackbone=Qwen2.5-7B-Instruct2026.03 | 1.3 | 2.7 |