Benchmarking MLLM-based Web Understanding: Reasoning, Robustness and Safety.

@inproceedings{liu-2026-benchmarking, author = {Junliang Liu and Jingyu Xiao and Wenxin Tang and Zhixian Wang and Zipeng Xie and Wenxuan Wang and Minrun Zhang and Shuangheng Yu}, editor = {Stevan Rudinac and Zi Huang and Marcel Worring and Lucia Vadicamo and Xirong Li and Pascal Mettes and Lizi Liao}, title = {{Benchmarking MLLM-based Web Understanding: Reasoning, Robustness and Safety}}, booktitle = {{Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026}}, pages = {2182--2190}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3805622.3810787}, doi = {https://doi.org/10.1145/3805622.3810787} }