# GUI Agent Interaction on OSWorld (Step Success Rate)

Source: [GUI Agent Interaction on OSWorld (Step Success Rate)](<https://www.sota2.com/research/sota/gui-agent-interaction-on-osworld-step-success-rate>)

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

Data updated: 2026-06-24T08:34:46.531Z

Evaluation of GUI Agent Interaction performance on the OSWorld dataset, reporting success rates based on specific maximum step constraints (e.g., 15 steps, 50 steps).

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 Agent Interaction |
| Dataset (including any stated split) | OSWorld |
| Metric | Success Rate (Max Steps: 15) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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 Rate (Max Steps: 15)](<https://www.sota2.com/research/sota/gui-agent-interaction-on-osworld-step-success-rate.md?metric=Success%20Rate%20(Max%20Steps%3A%2015)>): Higher is better; unit: PERCENT.

- [All-Pass@4 Success Rate (Max Steps: 50)](<https://www.sota2.com/research/sota/gui-agent-interaction-on-osworld-step-success-rate.md?metric=All-Pass%404%20Success%20Rate%20(Max%20Steps%3A%2050)>): Higher is better; unit: PERCENT.

- [Success Rate (Max Steps: ≥ 50)](<https://www.sota2.com/research/sota/gui-agent-interaction-on-osworld-step-success-rate.md?metric=Success%20Rate%20(Max%20Steps%3A%20%E2%89%A5%2050)>): Higher is better; unit: PERCENT.

- [Task Success Rate](<https://www.sota2.com/research/sota/gui-agent-interaction-on-osworld-step-success-rate.md?metric=Task%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate (Max Steps: 15) | Result date | Report paper |
| --- | --- | --- | --- |
| Claude 4.5 Sonnet | 42.9 | Not recorded | 6a191d78dbd7150506f826f9 |
| RoTS-32B | 42.8 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen3-VL-Plus | 33.1 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen3-VL-Flash | 32.1 | Not recorded | 6a191d78dbd7150506f826f9 |
| Doubao-1.5-Thinking | 31.9 | Not recorded | 6a191d78dbd7150506f826f9 |
| RoTS-7B | 31.7 | Not recorded | 6a191d78dbd7150506f826f9 |
| OpenCUA-32B | 29.7 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen3-VL-8B-Thinking | 29.2 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen3-VL-32B-Thinking | 28.1 | Not recorded | 6a191d78dbd7150506f826f9 |
| GUI-OWL-7B | 27.1 | Not recorded | 6a191d78dbd7150506f826f9 |
| OpenAI CUA | 26 | Not recorded | 6a191d78dbd7150506f826f9 |
| UI-TARS-1.5-7B | 24.5 | Not recorded | 6a191d78dbd7150506f826f9 |
| OpenCUA-7B | 24.3 | Not recorded | 6a191d78dbd7150506f826f9 |
| UI-TARS-72B-DPO | 24 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen2.5-VL-72B | 4.4 | Not recorded | 6a191d78dbd7150506f826f9 |
| Qwen2.5-VL-32B | 3 | Not recorded | 6a191d78dbd7150506f826f9 |

### Claude 4.5 Sonnet

Success Rate (Max Steps: 15): 42.9. Result ID: 6a19531afbc373592c13c7a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary Models","Data Type":"In-house"}. This record does not assert independent reproduction.

### RoTS-32B

Success Rate (Max Steps: 15): 42.8. Result ID: 6a19531afbc373592c13c7b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Implementation](<https://github.com/AlibabaResearch/RoTS>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"Open-source"}. This record does not assert independent reproduction.

### Qwen3-VL-Plus

Success Rate (Max Steps: 15): 33.1. Result ID: 6a19531afbc373592c13c7a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary Models","Data Type":"In-house"}. This record does not assert independent reproduction.

### Qwen3-VL-Flash

Success Rate (Max Steps: 15): 32.1. Result ID: 6a19531afbc373592c13c7a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary Models","Data Type":"In-house"}. This record does not assert independent reproduction.

### Doubao-1.5-Thinking

Success Rate (Max Steps: 15): 31.9. Result ID: 6a19531afbc373592c13c7a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788a1.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary Models","Data Type":"In-house"}. This record does not assert independent reproduction.

### RoTS-7B

Success Rate (Max Steps: 15): 31.7. Result ID: 6a19531afbc373592c13c7aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Implementation](<https://github.com/AlibabaResearch/RoTS>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Smaller Size)","Data Type":"Open-source"}. This record does not assert independent reproduction.

### OpenCUA-32B

Success Rate (Max Steps: 15): 29.7. Result ID: 6a19531afbc373592c13c7ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2f4.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"Open-source"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Thinking

Success Rate (Max Steps: 15): 29.2. Result ID: 6a19531afbc373592c13c7a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Smaller Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### Qwen3-VL-32B-Thinking

Success Rate (Max Steps: 15): 28.1. Result ID: 6a19531afbc373592c13c7af.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### GUI-OWL-7B

Success Rate (Max Steps: 15): 27.1. Result ID: 6a19531afbc373592c13c7a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b111e209131cea867fb.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Smaller Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### OpenAI CUA

Success Rate (Max Steps: 15): 26. Result ID: 6a19531afbc373592c13c7a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary Models","Data Type":"In-house"}. This record does not assert independent reproduction.

### UI-TARS-1.5-7B

Success Rate (Max Steps: 15): 24.5. Result ID: 6a19531afbc373592c13c7a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e2ba.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Smaller Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### OpenCUA-7B

Success Rate (Max Steps: 15): 24.3. Result ID: 6a19531afbc373592c13c7a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2f4.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Smaller Size)","Data Type":"Open-source"}. This record does not assert independent reproduction.

### UI-TARS-72B-DPO

Success Rate (Max Steps: 15): 24. Result ID: 6a19531afbc373592c13c7ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e2ba.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### Qwen2.5-VL-72B

Success Rate (Max Steps: 15): 4.4. Result ID: 6a19531afbc373592c13c7ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

### Qwen2.5-VL-32B

Success Rate (Max Steps: 15): 3. Result ID: 6a19531afbc373592c13c7ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a191d78dbd7150506f826f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Category":"Open-Weights Models (Larger Size)","Data Type":"In-house"}. This record does not assert independent reproduction.

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