# Usability Assessment on uxWeb Designer Preferences

Source: [Usability Assessment on uxWeb Designer Preferences](<https://www.sota2.com/research/sota/usability-assessment-on-uxweb-designer-preferences>)

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

Data updated: 2026-04-30T06:32:16.670Z

Evaluation of model performance on the uxWeb Designer Preferences dataset using metrics such as AUC, Agreement Rate, and Delta.

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 | Usability Assessment |
| Dataset (including any stated split) | uxWeb Designer Preferences |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/usability-assessment-on-uxweb-designer-preferences.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Agreement Rate](<https://www.sota2.com/research/sota/usability-assessment-on-uxweb-designer-preferences.md?metric=Agreement%20Rate>): Higher is better; unit: PERCENT.

- [Delta](<https://www.sota2.com/research/sota/usability-assessment-on-uxweb-designer-preferences.md?metric=Delta>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| uxCUA | 60.7 | Not recorded | 69f2e1e655a3c32af89fc4d0 |
| GPT-5-mini | 59.2 | Not recorded | 69f2e1e655a3c32af89fc4d0 |
| Kimi K2.5 | 58.8 | Not recorded | 69f2e1e655a3c32af89fc4d0 |
| EvoCUA | 52.2 | Not recorded | 69f2e1e655a3c32af89fc4d0 |

### uxCUA

AUC: 60.7. Result ID: 69f2f5e947f34ce924d8a901.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e1e655a3c32af89fc4d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f2e1e655a3c32af89fc4d0.md>)

Recorded evaluation configuration: {"Condition":"Designers + uxCUA"}. This record does not assert independent reproduction.

### GPT-5-mini

AUC: 59.2. Result ID: 69f2f5e947f34ce924d8a8fe.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e1e655a3c32af89fc4d0.md>)

Recorded evaluation configuration: {"Condition":"Designers + GPT-5-mini"}. This record does not assert independent reproduction.

### Kimi K2.5

AUC: 58.8. Result ID: 69f2f5e947f34ce924d8a8ff.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e1e655a3c32af89fc4d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181b4a8b01e76cc8e2812.md>)

[Implementation](<https://github.com/MoonshotAI/Kimi-K2.5>)

Recorded evaluation configuration: {"Condition":"Designers + Kimi K2.5"}. This record does not assert independent reproduction.

### EvoCUA

AUC: 52.2. Result ID: 69f2f5e947f34ce924d8a900.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e1e655a3c32af89fc4d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6973007bb2be0ed85a78c9c4.md>)

[Implementation](<https://github.com/meituan/EvoCUA>)

Recorded evaluation configuration: {"Condition":"Designers + EvoCUA"}. This record does not assert independent reproduction.

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