Web-search Reasoning on Web-search reasoning suite (HotpotQA, 2Wiki, MuSiQue) (test)
69Accuracy (HotpotQA)HASP-Evolve + RS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HASP-Evolve + RSSize=7B-Inst, Method Setting=Training-based2026.05 | 69 | 74 | 38 | 60.3 | — | |
| HASP-Intervention (w. Teacher)Size=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 64.5 | 70 | 34 | 56.2 | — | |
| HASP-Intervention (PF-only)Size=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 59 | 67 | 27 | 51 | 5.2 | |
| AgentFlow (w/ Flow-GRPO)Size=7B-Inst, Method Setting=Training-based2026.05 | 57 | 77.2 | 25.3 | 53.2 | 7.1 | |
| GPT-4oSize=~200B, Method Setting=Training-free / inference-time2026.05 | 54 | 49.5 | 24 | 42.5 | 13.7 | |
| AutoGenSize=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 50 | 44 | 15.9 | 36.6 | 19.6 | |
| VerlToolSize=7B-Base, Method Setting=Training-based2026.05 | 44.8 | 45.3 | 19.3 | 36.5 | 23.8 | |
| ReSearchSize=7B-Base, Method Setting=Training-based2026.05 | 43.5 | 47.6 | 22.3 | 37.8 | 22.5 | |
| GPT-4o-miniSize=~8B, Method Setting=Training-free / inference-time2026.05 | 41 | 35.6 | 15 | 30.5 | 25.7 | |
| SKILL0Size=7B-Inst, Method Setting=Training-based2026.05 | 40 | 38.3 | 16.4 | 31.6 | 28.7 | |
| RA-Agent (multi-loop)Size=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 39.5 | 34 | 20 | 31.2 | 25 | |
| StepSearchSize=7B-Base, Method Setting=Training-based2026.05 | 38.6 | 36.6 | 22.6 | 32.6 | 27.7 | |
| Search-R1Size=7B-Inst, Method Setting=Training-based2026.05 | 37 | 38.2 | 14.6 | 29.9 | 30.4 | |
| ZeroSearchSize=7B-Base, Method Setting=Training-based2026.05 | 34.6 | 35.2 | 18 | 29.3 | 31 | |
| Prompt-Only SkillsSize=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 28 | 26 | 7.5 | 20.5 | 35.7 | |
| Iter-RetGenSize=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 22 | 25.9 | 6.6 | 18.2 | 38 | |
| SFT (vanilla)Size=7B-Inst, Method Setting=Training-based2026.05 | 22 | 25.9 | 6.6 | 18.2 | 42.1 | |
| Qwen2.5-7B-InstructSize=7B-Inst, Method Setting=Training-free / inference-time2026.05 | 21 | 23 | 6 | 16.7 | 39.5 |