# Interactive Scientific Reasoning on ScienceWorld OOD (test)

Source: [Interactive Scientific Reasoning on ScienceWorld OOD (test)](<https://www.sota2.com/research/sota/interactive-scientific-reasoning-on-scienceworld-ood-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-15T07:38:04.034Z

Evaluation of model performance on the Out-of-Distribution (OOD) test split of the ScienceWorld environment, focusing on interactive scientific reasoning tasks, measured by Success and Average Score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Interactive Scientific Reasoning |
| Dataset (including any stated split) | ScienceWorld OOD (test) |
| Metric | Success |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Success](<https://www.sota2.com/research/sota/interactive-scientific-reasoning-on-scienceworld-ood-test.md?metric=Success>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/interactive-scientific-reasoning-on-scienceworld-ood-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success | Result date | Report paper |
| --- | --- | --- | --- |
| SkillFlow | 57.81 | Not recorded | 6a06a89bdbc836b87d82a078 |
| FlowSteer | 47.66 | Not recorded | 6a06a89bdbc836b87d82a078 |
| AgentFlow | 44.53 | Not recorded | 6a06a89bdbc836b87d82a078 |
| v4-flash | 43.43 | Not recorded | 6a06a89bdbc836b87d82a078 |
| SkillRL | 39.06 | Not recorded | 6a06a89bdbc836b87d82a078 |
| AFlow | 29.69 | Not recorded | 6a06a89bdbc836b87d82a078 |
| Qwen3.5 | 25.78 | Not recorded | 6a06a89bdbc836b87d82a078 |
| Qwen3.5 | 24.22 | Not recorded | 6a06a89bdbc836b87d82a078 |
| Qwen3.5 | 15.62 | Not recorded | 6a06a89bdbc836b87d82a078 |

### SkillFlow

Success: 57.81. Result ID: 6a06cd5147f34ce924ee174a.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

Recorded evaluation configuration: {"Method Type":"Ours","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### FlowSteer

Success: 47.66. Result ID: 6a06cd5147f34ce924ee1748.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181e5a8b01e76cc8e28fa.md>)

Recorded evaluation configuration: {"Method Type":"Agent+RL","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### AgentFlow

Success: 44.53. Result ID: 6a06cd5147f34ce924ee1747.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bf01e209131cea8b6fa.md>)

Recorded evaluation configuration: {"Method Type":"Agent+RL","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### v4-flash

Success: 43.43. Result ID: 6a06cd5147f34ce924ee1743.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

Recorded evaluation configuration: {"Method Type":"Baseline","Backbone Model":"v4-flash"}. This record does not assert independent reproduction.

### SkillRL

Success: 39.06. Result ID: 6a06cd5147f34ce924ee1749.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abbd1c97a0b3e3b5de1d0.md>)

[Implementation](<https://github.com/aiming-lab/SkillRL>)

Recorded evaluation configuration: {"Method Type":"Agent+RL","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### AFlow

Success: 29.69. Result ID: 6a06cd5147f34ce924ee1746.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78111e209131cea769ef.md>)

Recorded evaluation configuration: {"Method Type":"Search-based workflow","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### Qwen3.5

Success: 25.78. Result ID: 6a06cd5147f34ce924ee1742.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

Recorded evaluation configuration: {"Method Type":"Baseline","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### Qwen3.5

Success: 24.22. Result ID: 6a06cd5147f34ce924ee1745.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

Recorded evaluation configuration: {"Method Type":"GRPO","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

### Qwen3.5

Success: 15.62. Result ID: 6a06cd5147f34ce924ee1744.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a89bdbc836b87d82a078.md>)

Recorded evaluation configuration: {"Method Type":"SFT","Backbone Model":"Qwen3.5-9B"}. This record does not assert independent reproduction.

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