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About this paper

Yi Nian, Haosen Cao, Shenzhe Zhu, Henry Peng Zou, Qingqing Luan, Yudi Zhang, Yue Zhao

IET embeds agent-specific statistical signals during generation so an auditor can recover contiguous agent segments and output-induced transitions after labels are removed. It scores tokens with registered keys and detects changes in agent signals. In the tested identity-removal evaluation, IET reaches 21.51% AgentAcc versus 0% for Step-by-Step; recovery is incomplete and requires instrumented agents and an auditor registry.

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