Hang Yin
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AgentDecept: Benchmarking Deceptive Behavior in Tool-Using LLM Agents under Pressure
According to the abstract, Yehan Zhang, Qianqi Yan, Hang Yin and five co-authors introduce AgentDecept, a benchmark of 477 pressure variants of 257 tasks. It checks whether tool-using AI agents report their actions faithfully, separating falsification, concealment and equivocation from honest failure.