# GUI Automation on OSWorld overall

Source: [GUI Automation on OSWorld overall](<https://www.sota2.com/research/sota/gui-automation-on-osworld-overall>)

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

Data updated: 2026-06-16T08:59:55.927Z

Evaluation of GUI automation performance on the overall OSWorld dataset, reporting the overall success rate.

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 | GUI automation |
| Dataset (including any stated split) | OSWorld overall |
| Metric | Overall Success Rate |
| 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

- [Overall Success Rate](<https://www.sota2.com/research/sota/gui-automation-on-osworld-overall.md?metric=Overall%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LLM-as-Code w/ Claude Sonnet 4.6 | 86.8 | Not recorded | 6a30d8a7d33dfb23e783cd12 |
| Holo3-35B-A3B | 80.4 | Not recorded | 6a30d8a7d33dfb23e783cd12 |
| OpenAPA w/ Gemini-3.1-pro | 78.3 | Not recorded | 6a30d8a7d33dfb23e783cd12 |
| Claude Sonnet 4.6 | 72.1 | Not recorded | 6a30d8a7d33dfb23e783cd12 |

### LLM-as-Code w/ Claude Sonnet 4.6

Overall Success Rate: 86.8. Result ID: 6a311051fbc373592c2d8671.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8a7d33dfb23e783cd12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8a7d33dfb23e783cd12.md>)

Recorded evaluation configuration: {"Max Steps":"15"}. This record does not assert independent reproduction.

### Holo3-35B-A3B

Overall Success Rate: 80.4. Result ID: 6a311051fbc373592c2d866e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8a7d33dfb23e783cd12.md>)

Recorded evaluation configuration: {"Max Steps":"100"}. This record does not assert independent reproduction.

### OpenAPA w/ Gemini-3.1-pro

Overall Success Rate: 78.3. Result ID: 6a311051fbc373592c2d866f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8a7d33dfb23e783cd12.md>)

Recorded evaluation configuration: {"Max Steps":"100"}. This record does not assert independent reproduction.

### Claude Sonnet 4.6

Overall Success Rate: 72.1. Result ID: 6a311051fbc373592c2d8670.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8a7d33dfb23e783cd12.md>)

Recorded evaluation configuration: {"Max Steps":"100"}. This record does not assert independent reproduction.

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