WebClick 是一个高质量的网页理解基准数据集，用于评估多模态模型和智能体理解网页界面、解读用户指令以及在数字环境中采取精准行动的能力。 该数据集包含来自 100 多个网站的 1,639 张英文网页截图，这些截图配有精确标注的自然语言指令和像素级点击目标。

数据集结构：

• agentbrowse(36%)：SurferH 代理在解决 WebVoyager 的 Web 检索任务时遇到的页面
• humanbrowse(31.8%)：人类执行日常任务（电子购物、旅行计划、个人组织）时与之交互的页面和元素
• calendars(32.2%)：专注于日历界面的专门子集，这是 UI 理解模型的一个已知挑战

Citation

@dataset{hcompany2025uinavigate,
author = {H Company Research Team},
title = {WebClick: A Multimodal Localization Benchmark for Web-Navigation Models},
year = {2025},
publisher = {H Company},
}
@misc{andreux2025surferhmeetsholo1costefficient,
title={Surfer-H Meets Holo1: Cost-Efficient Web Agent Powered by Open Weights},
author={Mathieu Andreux and Breno Baldas Skuk and Hamza Benchekroun and Emilien Biré and Antoine Bonnet and Riaz Bordie and Matthias Brunel and Pierre-Louis Cedoz and Antoine Chassang and Mickaël Chen and Alexandra D. Constantinou and Antoine d'Andigné and Hubert de La Jonquière and Aurélien Delfosse and Ludovic Denoyer and Alexis Deprez and Augustin Derupti and Michael Eickenberg and Mathïs Federico and Charles Kantor and Xavier Koegler and Yann Labbé and Matthew C. H. Lee and Erwan Le Jumeau de Kergaradec and Amir Mahla and Avshalom Manevich and Adrien Maret and Charles Masson and Rafaël Maurin and Arturo Mena and Philippe Modard and Axel Moyal and Axel Nguyen Kerbel and Julien Revelle and Mats L. Richter and María Santos and Laurent Sifre and Maxime Theillard and Marc Thibault and Louis Thiry and Léo Tronchon and Nicolas Usunier and Tony Wu},
year={2025},
eprint={2506.02865},
archivePrefix={arXiv},
primaryClass={cs.AI},
url={https://arxiv.org/abs/2506.02865},
}