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Who Verifies the Agent's Success Claim? Self-Report Leakage in GUI-Agent Completion Judging

Yunfeng Zhu, Shengcheng Yu, Zihan Li, Zhenyu Chen · 2026 · arXiv

DOI: 10.48550/arXiv.2610.29609 · open-access PDF

Chinese

在自动化管道中,一个GUI代理的自信的成功报告可以让下游阶段继续进行,即使记录的执行痕迹不显示代理人产生所需的结果。我们称此案为危险的错误报告:一个未经封锁的成功声称,该痕迹在运行期间不支持作为因果成就。我们研究报告 - 跟踪审计,这检查了代理人的完成声称与独立记录的痕迹。一个受控的有意识 / 盲目干预揭示了自我报告泄露:代理人自己的自我报告改变了完成的判断方式。

Machine translation (Meta M2M100); the English original follows.

Abstract

In automation pipelines, a GUI agent's confident success report can let downstream stages proceed even when the recorded execution trace does not show that the agent produced the requested outcome. We call this case a dangerous misreport: an unhedged success claim that the trace does not support as causal accomplishment during the run. We study report--trace auditing, which checks an agent's completion claim against an independently recorded trace. A controlled aware/blind intervention reveals self-report leakage: the agent's own self-report changes how completion is judged. The same judge rea

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