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
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.
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
|
 
|
📥 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:
@misc{he2026vision2webhierarchicalbenchmarkvisual,
title={Vision2Web: A Hierarchical Benchmark for Visual Website Development with Agent Verification},
author={Zehai He and Wenyi Hong and Zhen Yang and Ziyang Pan and Mingdao Liu and Xiaotao Gu and Jie Tang},
year={2026},
eprint={2603.26648},
archivePrefix={arXiv},
primaryClass={cs.SE},
url={https://arxiv.org/abs/2603.26648},
}