UIBenchKit: A unified toolkit for design-to-code model evaluation
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arXiv
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| Autores principales: | , , , , |
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| Formato: | Preprint |
| Publicado: |
2026
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| _version_ | 1866917490746982400 |
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| author | Le, Chinh T. Siang, Trevor Ong Yee Xiao, Jingyu Wan, Yuxuan Huo, Yintong |
| author_facet | Le, Chinh T. Siang, Trevor Ong Yee Xiao, Jingyu Wan, Yuxuan Huo, Yintong |
| contents | Recent years have seen substantial progress in automated design-to-code generation, with many methods proposed for generating HTML and CSS from webpage screenshots. However, the absence of a standardized evaluation platform makes it difficult to compare these methods fairly, limiting both practical adoption and systematic research progress. To bridge this gap, we introduce UIBenchKit, an open-source, integrated toolkit designed to unify the evaluation of design-to-code tasks. UIBenchKit abstracts the complexities of environment setup, model inference, and code rendering, offering researchers a plug-and-play architecture to compare various methods under consistent settings. In addition, it offers an analytical interface for comparison across multiple metrics. Using UIBenchKit, we conduct a benchmarking study of existing tools and derive several findings that highlight directions for future improvement. By providing a streamlined environment for both experimentation and evaluation, UIBenchKit aims to accelerate future benchmarking and innovations in web engineering. The evaluation platform and toolkit are available at the project page https://www.uibenchkit.com/. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2605_13141 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | UIBenchKit: A unified toolkit for design-to-code model evaluation Le, Chinh T. Siang, Trevor Ong Yee Xiao, Jingyu Wan, Yuxuan Huo, Yintong Software Engineering Recent years have seen substantial progress in automated design-to-code generation, with many methods proposed for generating HTML and CSS from webpage screenshots. However, the absence of a standardized evaluation platform makes it difficult to compare these methods fairly, limiting both practical adoption and systematic research progress. To bridge this gap, we introduce UIBenchKit, an open-source, integrated toolkit designed to unify the evaluation of design-to-code tasks. UIBenchKit abstracts the complexities of environment setup, model inference, and code rendering, offering researchers a plug-and-play architecture to compare various methods under consistent settings. In addition, it offers an analytical interface for comparison across multiple metrics. Using UIBenchKit, we conduct a benchmarking study of existing tools and derive several findings that highlight directions for future improvement. By providing a streamlined environment for both experimentation and evaluation, UIBenchKit aims to accelerate future benchmarking and innovations in web engineering. The evaluation platform and toolkit are available at the project page https://www.uibenchkit.com/. |
| title | UIBenchKit: A unified toolkit for design-to-code model evaluation |
| topic | Software Engineering |
| url | https://arxiv.org/abs/2605.13141 |