When Charts Deceive Web Agents: A Paired Benchmark for Misleading Visualization-Grounded Tasks
Web agents increasingly browse, interpret, and act on web content on behalf of users. In many realistic workflows, however, the visual evidence they consume is not neutral: charts and dashboards can be misleading, shaping judgments without issuing any explicit malicious instruction.
By Yisheng Li, Dongming Han, Hongkun Pan, Bingcheng Mao, Zijian Wang, Yunlong Mao, Wei Tong, Sheng ZhongarXiv - cs.CL (NLP)
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Originally published by arXiv - cs.CL (NLP) on Oct 12, 2026.
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