# Visual Grounding on ScreenSpot-Pro 1.0 (test)

Source: [Visual Grounding on ScreenSpot-Pro 1.0 (test)](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test>)

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

Data updated: 2026-02-26T05:40:48.934Z

Evaluation of Visual Grounding performance on the test split of the ScreenSpot-Pro 1.0 dataset, reporting scores across various domains (Development, Creative, CAD, Scientific, Office, OS).

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 | Visual Grounding |
| Dataset (including any stated split) | ScreenSpot-Pro 1.0 (test) |
| Metric | Development Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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

- [Development Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=Development%20Score>): Higher is better; unit: SCALAR.

- [Creative Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=Creative%20Score>): Higher is better; unit: SCALAR.

- [CAD Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=CAD%20Score>): Higher is better; unit: SCALAR.

- [Scientific Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=Scientific%20Score>): Higher is better; unit: SCALAR.

- [Office Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=Office%20Score>): Higher is better; unit: SCALAR.

- [OS Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=OS%20Score>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/visual-grounding-on-screenspot-pro-1-0-test.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Development Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen3VL-32B-Instruct | 71.6 | Not recorded | 6938fe876cfd488761a53c83 |
| UI-TARS-1.5 | 63.9 | Not recorded | 6938fe876cfd488761a53c83 |
| Qwen3VL-8B-Instruct | 61.5 | Not recorded | 6938fe876cfd488761a53c83 |
| UI-Venus-72B | 59.5 | Not recorded | 6938fe876cfd488761a53c83 |
| GTA1-7B | 58.9 | Not recorded | 6938fe876cfd488761a53c83 |
| GUI-Cursor-7B | 57.5 | Not recorded | 6938fe876cfd488761a53c83 |
| GTA1-72B | 57.2 | Not recorded | 6938fe876cfd488761a53c83 |
| UI-INS-32B | 55.8 | Not recorded | 6938fe876cfd488761a53c83 |
| Seed1.5-VL | 53.8 | Not recorded | 6938fe876cfd488761a53c83 |
| GUI-Spotlight | 53.3 | Not recorded | 6938fe876cfd488761a53c83 |
| Qwen3VL-8B-Instruct | 52.8 | Not recorded | 6938fe876cfd488761a53c83 |
| UI-TARS-1.5-7B | 51.8 | Not recorded | 6938fe876cfd488761a53c83 |
| RegionFocus (Qwen2.5VL-72B) | 51.2 | Not recorded | 6938fe876cfd488761a53c83 |
| Qwen2.5-VL-32B-Instruct | 48.8 | Not recorded | 6938fe876cfd488761a53c83 |
| HyperClick | 46.9 | Not recorded | 6938fe876cfd488761a53c83 |
| V2P-7B | 46.8 | Not recorded | 6938fe876cfd488761a53c83 |
| GMS (Gemini-2.5-Flash-Lite) | 44.8 | Not recorded | 6938fe876cfd488761a53c83 |
| SE-GUI-7B | 44.5 | Not recorded | 6938fe876cfd488761a53c83 |
| GTA1-7B | 43.4 | Not recorded | 6938fe876cfd488761a53c83 |
| Qwen3VL-32B-Instruct | 43.1 | Not recorded | 6938fe876cfd488761a53c83 |
| GUI-Actor-2.5VL-7B | 38.1 | Not recorded | 6938fe876cfd488761a53c83 |
| UI-TARS-1.5-7B | 36.4 | Not recorded | 6938fe876cfd488761a53c83 |
| UGround-V1-72B | 31.1 | Not recorded | 6938fe876cfd488761a53c83 |
| UGround-V1-7B | 28.1 | Not recorded | 6938fe876cfd488761a53c83 |
| Claude Computer Use | 12.6 | Not recorded | 6938fe876cfd488761a53c83 |
| GPT-4o | 0.7 | Not recorded | 6938fe876cfd488761a53c83 |
| SeeClick-7B | 0.3 | Not recorded | 6938fe876cfd488761a53c83 |

### Qwen3VL-32B-Instruct

Development Score: 71.6. Result ID: 69986e745698665ec4ce5c80.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"MVP"}. This record does not assert independent reproduction.

### UI-TARS-1.5

Development Score: 63.9. Result ID: 69986e745698665ec4ce5c68.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"Model Type":"Closed-source"}. This record does not assert independent reproduction.

### Qwen3VL-8B-Instruct

Development Score: 61.5. Result ID: 69986e745698665ec4ce5c7e.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"MVP"}. This record does not assert independent reproduction.

### UI-Venus-72B

Development Score: 59.5. Result ID: 69986e745698665ec4ce5c72.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea849f9.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### GTA1-7B

Development Score: 58.9. Result ID: 69986e745698665ec4ce5c7c.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"MVP"}. This record does not assert independent reproduction.

### GUI-Cursor-7B

Development Score: 57.5. Result ID: 69986e745698665ec4ce5c76.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b911e209131cea892ed.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### GTA1-72B

Development Score: 57.2. Result ID: 69986e745698665ec4ce5c6f.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2ba.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### UI-INS-32B

Development Score: 55.8. Result ID: 69986e745698665ec4ce5c77.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc59643ef7ccd74e452573.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### Seed1.5-VL

Development Score: 53.8. Result ID: 69986e745698665ec4ce5c69.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

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

Recorded evaluation configuration: {"Model Type":"Closed-source"}. This record does not assert independent reproduction.

### GUI-Spotlight

Development Score: 53.3. Result ID: 69986e745698665ec4ce5c75.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdf1e209131cea8aec1.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### Qwen3VL-8B-Instruct

Development Score: 52.8. Result ID: 69986e745698665ec4ce5c7d.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"Baseline"}. This record does not assert independent reproduction.

### UI-TARS-1.5-7B

Development Score: 51.8. Result ID: 69986e745698665ec4ce5c7a.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"MVP"}. This record does not assert independent reproduction.

### RegionFocus (Qwen2.5VL-72B)

Development Score: 51.2. Result ID: 69986e745698665ec4ce5c6e.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a101e209131cea80e13.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### Qwen2.5-VL-32B-Instruct

Development Score: 48.8. Result ID: 69986e745698665ec4ce5c6d.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

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

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### HyperClick

Development Score: 46.9. Result ID: 69986e745698665ec4ce5c78.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690836da3ef7ccd74e5e518a.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### V2P-7B

Development Score: 46.8. Result ID: 69986e745698665ec4ce5c73.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### GMS (Gemini-2.5-Flash-Lite)

Development Score: 44.8. Result ID: 69986e745698665ec4ce5c74.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb51e209131cea8a120.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### SE-GUI-7B

Development Score: 44.5. Result ID: 69986e745698665ec4ce5c71.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c71e209131cea7a748.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### GTA1-7B

Development Score: 43.4. Result ID: 69986e745698665ec4ce5c7b.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"Baseline"}. This record does not assert independent reproduction.

### Qwen3VL-32B-Instruct

Development Score: 43.1. Result ID: 69986e745698665ec4ce5c7f.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"Baseline"}. This record does not assert independent reproduction.

### GUI-Actor-2.5VL-7B

Development Score: 38.1. Result ID: 69986e745698665ec4ce5c70.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791f1e209131cea7c3aa.md>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### UI-TARS-1.5-7B

Development Score: 36.4. Result ID: 69986e745698665ec4ce5c79.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"framework":"Baseline"}. This record does not assert independent reproduction.

### UGround-V1-72B

Development Score: 31.1. Result ID: 69986e745698665ec4ce5c6c.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### UGround-V1-7B

Development Score: 28.1. Result ID: 69986e745698665ec4ce5c6b.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

### Claude Computer Use

Development Score: 12.6. Result ID: 69986e745698665ec4ce5c67.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"Model Type":"Closed-source"}. This record does not assert independent reproduction.

### GPT-4o

Development Score: 0.7. Result ID: 69986e745698665ec4ce5c66.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

Recorded evaluation configuration: {"Model Type":"Closed-source"}. This record does not assert independent reproduction.

### SeeClick-7B

Development Score: 0.3. Result ID: 69986e745698665ec4ce5c6a.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe876cfd488761a53c83.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

[Implementation](<https://github.com/njucckevin/SeeClick>)

Recorded evaluation configuration: {"Model Type":"Open-source"}. This record does not assert independent reproduction.

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