# Skill-assisted task execution on SkillsBench 1.0 (test)

Source: [Skill-assisted task execution on SkillsBench 1.0 (test)](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test>)

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

Data updated: 2026-03-31T06:59:53.575Z

Evaluation of model performance on skill-assisted task execution using the SkillsBench 1.0 test set, measured by success rates (Pass@X), execution steps, and task cost.

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 | Skill-assisted task execution |
| Dataset (including any stated split) | SkillsBench 1.0 (test) |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Pass@1](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test.md?metric=Pass%401>): Higher is better; unit: PERCENT.

- [Pass@3](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test.md?metric=Pass%403>): Higher is better; unit: PERCENT.

- [Pass@3 (k=3)](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test.md?metric=Pass%403%20(k%3D3)>): Higher is better; unit: PERCENT.

- [Avg Steps per Task](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test.md?metric=Avg%20Steps%20per%20Task>): Lower is better; unit: SCALAR.

- [Task Cost (USD)](<https://www.sota2.com/research/sota/skill-assisted-task-execution-on-skillsbench-1-0-test.md?metric=Task%20Cost%20(USD)>): Lower is better; unit: OTHER.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | 19.5 | Not recorded | 68fa77dc1e209131cea759e1 |
| SkillFlow | 16.4 | Not recorded | 68fa77dc1e209131cea759e1 |
| Vercel | 9.7 | Not recorded | 68fa77dc1e209131cea759e1 |
| No Skills | 9.2 | Not recorded | 68fa77dc1e209131cea759e1 |

### Oracle

Pass@1: 19.5. Result ID: 69cb6f5747f34ce924b33298.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea759e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a45f9ebc499c97406aea.md>)

[Implementation](<https://github.com/benchflow-ai/skillsbench>)

Recorded evaluation configuration: {"Skillset":"Oracle"}. This record does not assert independent reproduction.

### SkillFlow

Pass@1: 16.4. Result ID: 69cb6f5747f34ce924b3329b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea759e1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea759e1.md>)

Recorded evaluation configuration: {"Skillset":"SkillFlow"}. This record does not assert independent reproduction.

### Vercel

Pass@1: 9.7. Result ID: 69cb6f5747f34ce924b3329a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea759e1.md>)

Recorded evaluation configuration: {"Skillset":"Vercel"}. This record does not assert independent reproduction.

### No Skills

Pass@1: 9.2. Result ID: 69cb6f5747f34ce924b33299.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea759e1.md>)

Recorded evaluation configuration: {"Skillset":"No Skills"}. This record does not assert independent reproduction.

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