Interactive Scientific Reasoning on ScienceWorld OOD (test)
57.81SuccessSkillFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SkillFlowMethod Type=Ours, Backbone Model=Qwen3.5-9B2026.05 | 57.81 | 67.87 | |
| FlowSteerMethod Type=Agent+RL, Backbone Model=Qwen3.5-9B2026.05 | 47.66 | 58.91 | |
| AgentFlowMethod Type=Agent+RL, Backbone Model=Qwen3.5-9B2026.05 | 44.53 | 56.85 | |
| v4-flashMethod Type=Baseline, Backbone Model=v4-flash2026.05 | 43.43 | 58.64 | |
| SkillRLMethod Type=Agent+RL, Backbone Model=Qwen3.5-9B2026.05 | 39.06 | 50.11 | |
| AFlowMethod Type=Search-based workflow, Backbone Model=Qwen3.5-9B2026.05 | 29.69 | 43.65 | |
| Qwen3.5Method Type=Baseline, Backbone Model=Qwen3.5-9B2026.05 | 25.78 | 41.86 | |
| Qwen3.5Method Type=GRPO, Backbone Model=Qwen3.5-9B2026.05 | 24.22 | 40 | |
| Qwen3.5Method Type=SFT, Backbone Model=Qwen3.5-9B2026.05 | 15.62 | 34.69 |