# GUI to Code Generation on web-based UI HTML/CSS (test)

Source: [GUI to Code Generation on web-based UI HTML/CSS (test)](<https://www.sota2.com/research/sota/gui-to-code-generation-on-web-based-ui-html-css-test>)

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

Data updated: 2026-02-26T05:42:20.806Z

Evaluation of model performance on generating HTML/CSS code directly from web-based UI specifications provided in the test set, measured by error 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 to Code Generation |
| Dataset (including any stated split) | web-based UI HTML/CSS (test) |
| Metric | Error Rate (%) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [Error Rate (%)](<https://www.sota2.com/research/sota/gui-to-code-generation-on-web-based-ui-html-css-test.md?metric=Error%20Rate%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Error Rate (%) | Result date | Report paper |
| --- | --- | --- | --- |
| pix2code | 11.01 | Not recorded | 68fa63a71e209131cea001d0 |
| pix2code | 12.14 | Not recorded | 68fa63a71e209131cea001d0 |
| pix2code | 22.35 | Not recorded | 68fa63a71e209131cea001d0 |

### pix2code

Error Rate (%): 11.01. Result ID: 698bfed0f729bc7f68e7859a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Implementation](<https://github.com/tonybeltramelli/pix2code>)

Recorded evaluation configuration: {"Decoding strategy":"beam search 3"}. This record does not assert independent reproduction.

### pix2code

Error Rate (%): 12.14. Result ID: 698bfed0f729bc7f68e78599.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Implementation](<https://github.com/tonybeltramelli/pix2code>)

Recorded evaluation configuration: {"Decoding strategy":"greedy search"}. This record does not assert independent reproduction.

### pix2code

Error Rate (%): 22.35. Result ID: 698bfed0f729bc7f68e7859b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a71e209131cea001d0.md>)

[Implementation](<https://github.com/tonybeltramelli/pix2code>)

Recorded evaluation configuration: {"Decoding strategy":"beam search 5"}. This record does not assert independent reproduction.

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