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README.md

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----
-license: cc-by-nc-sa-4.0
----
+---
+license: apache-2.0
+task_categories:
+- text-generation
+language:
+- en
+tags:
+- agent
+size_categories:
+- n<1K
+configs:
+- config_name: webpage
+  data_files:
+  - split: test
+    path: "webpage/test.parquet"
+
+- config_name: frontend
+  data_files:
+  - split: test
+    path: "frontend/test.parquet"
+
+- config_name: website
+  data_files:
+  - split: test
+    path: "website/test.parquet"
+---
+
+# Vision2Web: A Hierarchical Benchmark for Visual Website Development with Agent Verification
+
+![Web Development](https://img.shields.io/badge/Task-Web%20Development-red)
+![Multi-Modal](https://img.shields.io/badge/Task-Multi--Modal-red)
+![Vision2Web](https://img.shields.io/badge/Dataset-Vision2Web-blue)
+
+<div align='center'>
+
+[[🏠 Project Page](https://vision2web-benchmark.github.io/)] [[📖 arXiv Paper](#)][[🏆 Leaderboard](https://vision2web-benchmark.github.io/#leaderboard)] [[📮 Submit Results](https://huggingface.co/datasets/he-zh22/Vision2Web-leaderboard)]
+
+</div>
+
+<p align="center">
+    <img src="./docs/images/vision2web-cover.png" width="85%">
+</p>
+
+Vision2Web is a comprehensive benchmark designed to evaluate multimodal coding agents on **visual website development tasks spanning the full software development lifecycle**.
+
+This dataset repository contains the **benchmark tasks, UI prototypes, test workflows, and resources** used to evaluate agent performance.
+
+---
+
+# 👀 Introduction
+
+Vision2Web is a hierarchical benchmark for evaluating multimodal coding agents on **end-to-end visual website development**, measuring their ability to integrate:
+
+- UI understanding
+- requirements reasoning
+- interactive logic
+- full-stack implementation
+
+in **long-horizon development scenarios**.
+
+<p align="center">
+  <img src="./docs/images/compare_bench.png" width="70%">
+</p>
+
+The benchmark is organized into three progressive levels:
+
+### Level 1 – Static Webpage
+
+Generate responsive executable webpages from multi-device UI prototypes  
+(desktop / tablet / mobile).
+
+**Metric**
+
+- Visual Score (VS)
+
+---
+
+### Level 2 – Interactive Frontend
+
+Develop multi-page interactive frontends from multiple prototypes and textual specifications.
+
+**Metrics**
+
+- Visual Score (VS)
+- Functional Score (FS)
+
+---
+
+### Level 3 – Full-Stack Website
+
+Build complete full-stack web systems from requirement documents and UI prototypes.
+
+Agents must implement:
+
+- backend logic
+- state management
+- frontend interactions
+
+**Metrics**
+
+- Visual Score (VS)
+- Functional Score (FS)
+
+---
+
+Evaluation uses a **workflow-based agent verification paradigm** combining:
+
+- **GUI Agent verifiers** for functional correctness
+- **VLM-based judges** for visual fidelity
+
+This enables **scalable and implementation-agnostic evaluation** across increasing levels of complexity.
+
+---
+
+# 📊 Benchmark Statistics
+
+Vision2Web contains:
+
+- **193 tasks**
+- **16 subcategories**
+- **4 major domains**
+
+Domains include:
+
+- E-Commerce
+- SaaS
+- Content Platforms
+- Public Service
+
+The dataset includes:
+
+- **918 prototype images**
+- **1,255 functional test cases**
+
+<table align="center">
+<tr>
+<td align="center" width="50%">
+  <img src="./docs/images/task_distribution.png" width="100%"/>
+</td>
+
+<td align="center" width="50%">
+  <img src="./docs/images/test_case_distribution.png" width="100%"/><br/><br/>
+  <img src="./docs/images/compare_task.png" width="80%"/>
+</td>
+</tr>
+</table>
+
+---
+
+# 📥 Using the Dataset
+
+The dataset can be downloaded directly from Hugging Face.
+
+After downloading, extract the dataset and place it in your project directory with the following structure:
+
+```
+
+datasets/
+├── webpage/    # Level 1: Static Webpage (100 tasks)
+├── frontend/   # Level 2: Interactive Frontend (66 tasks)
+└── website/    # Level 3: Full-Stack Website (27 tasks)
+
+```
+
+Each task directory contains the following components:
+
+| File / Folder | Description |
+|---|---|
+| `prototypes/` | UI prototype images (desktop / tablet / mobile) |
+| `resources/` | Multimedia assets used in tasks |
+| `workflow.json` | Functional test workflow specification |
+| `prompt.txt` | Textual requirements (Level 2 only) |
+| `prd.md` | Requirement document (Level 3 only) |
+
+Once extracted, ensure the dataset directory is placed at the root of the Vision2Web project so that the evaluation pipeline can locate the benchmark tasks correctly.
+
+---
+
+# ⚠️ License
+
+Vision2Web is released under the **CC-BY-NC-SA-4.0 license**.
+
+---
+
+# ✒️ Citation
+
+If you find Vision2Web useful in your research, please cite:
+
+```bibtex
+@article{he2026vision2web,
+  title={Vision2Web: A Hierarchical Benchmark for Visual Website Development with Agent Verification},
+  author={He, Zehai and Hong, Wenyi and Yang, Zhen and Pan, Ziyang and Liu, Mingdao and Gu, Xiaotao and Tang, Jie},
+  journal={arXiv preprint},
+  year={2026}
+}
+````

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