Chuxue Cao

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    Authorization Drift in LLM Agents: Evaluating Boundary Compliance in Multi-Step Tool Use

    According to the abstract, Cao, Zeng, Yin and colleagues introduce a 648-sample benchmark for agents that exceed their authorization boundaries without an adversary. Across 13 models and 25,207 trajectories, they report more capable models drift more, with frontier-capable rates of 0.43 to 0.61.