README.md

---
license: cc-by-4.0
configs:
- config_name: Element_Classification
  data_files:
  - split: test
    path: Element_Classification/test-*
- config_name: Attribute_Regconition
  data_files:
  - split: test
    path: Attribute_Regconition/test-*
- config_name: Visual_Grounding
  data_files:
  - split: test
    path: Visual_Grounding/test-*
- config_name: OCR
  data_files:
  - split: test
    path: OCR/test-*
- config_name: Code_Error_Correction
  data_files:
  - split: test
    path: Code_Error_Correction/test-*
- config_name: Code_Function_Editing
  data_files:
  - split: test
    path: Code_Function_Editing/test-*
- config_name: Webpage_HTML_Matching
  data_files:
  - split: test
    path: Webpage_HTML_Matching/test-*
- config_name: Webpage_HTMl_Retrieval
  data_files:
  - split: test
    path: Webpage_HTML_Retrieval/test-*
dataset_info:
- config_name: Element_Classification
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 442962174
    num_examples: 950
  download_size: 442962174
  dataset_size: 442962174
- config_name: Attribute_Regconition
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 1679258113
    num_examples: 3718
  download_size: 1679258113
  dataset_size: 1679258113
- config_name: Visual_Grounding
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 1897962456
    num_examples: 3934
  download_size: 1897962456
  dataset_size: 1897962456
- config_name: OCR
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: target_[x1,y1,x2,y2]
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 1147237990
    num_examples: 2460
  download_size: 1147237990
  dataset_size: 1147237990
- config_name: Code_Error_Correction
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: code_with_error
    dtype: string
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 2885440
    num_examples: 2635
  download_size: 2885440
  dataset_size: 2885440
- config_name: Code_Function_Editing
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: function_description
    dtype: string
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 2712168
    num_examples: 2290
  download_size: 2712168
  dataset_size: 2712168
- config_name: Webpage_HTML_Matching
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 1003289265
    num_examples: 2143
  download_size: 1003289265
  dataset_size: 1003289265
- config_name: Webpage_HTML_Retrieval
  features:
  - name: id
    dtype: string
  - name: question
    dtype: string
  - name: image_id
    dtype: string
  - name: image
    dtype: image
  - name: answer
    dtype: string
  - name: subtask
    dtype: string
  splits:
  - name: test
    num_bytes: 1109887493
    num_examples: 2345
  download_size: 1109887493
  dataset_size: 1109887493
---

# WebUIBench

Dataset for the paper: [WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code](https://arxiv.org/abs/2404.05955)

🏠 [Homepage](https://github.com/MAIL-Tele-AI/WebUIBench) | [**📖 arXiv**](https://arxiv.org/abs/2404.05955)

## Introduction

<!-- ![Task overview of WebUIBench from the WebUI Perception, HTML Programming, WebUI-HTML Understanding subtask and WebUI-to-Code task](https://github.com/MAIL-Tele-AI/WebUIBench/blob/main/imgs/overview.png)  -->

We introduce WebUIBench, a large-scale and comprehensive benchmark designed to evaluate the WebUI-to-Code capabilities of Multimodal Large Language Models (MLLMs). WebUIBench comprises over **21K question-answer pairs** derived from more than **0.7K real-world websites**, encompassing **9 distinct subtasks**. We conducted extensive experiments on 7 state-of-the-art closed-source and 22 prominent open-source MLLMs. Our key findings highlight the models' deficiencies in webpage generation tasks across various dimensions, including cross-modality reasoning, element localization, and webpage layout generation.


## Contact
- Zhiyu Lin: [zyllin@bjtu.edu.cn](zyllin@bjtu.edu.cn)
- Zhengda Zhou: [zhengdazhou@smail.nju.edu.cn](zhengdazhou@smail.nju.edu.cn)
- Zhiyuan Zhao: [tuzixini@gmail.com](tuzixini@gmail.com)

# 🚩Citation

If you find this work is helpful, please kindly cite as follows. Thanks !

```bibtex
@article{webuibench,
  title={WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code},
  author={Zhiyu Lin, Zhengda Zhou, Zhiyuan Zhao, Tianrui Wan, Yilun Ma, Junyu Gao, XueLong Li},
  journal={arXiv preprint arXiv:xx},
  year={2025}
}
```