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Paper · arXiv

The Situated Identity Test: Distinguishing Persistent Cognitive Identity from Persona Imitation

Large language models can convincingly adopt personas, recall past dialogues, and weave rich autobiographies. Yet this conversational eloquence conceals a fundamental attribution problem: looking the part does not mean having lived the life. Two individuals can share identical public profiles--the same age, hometown, occupation, and personality traits--while possessing entirely distinct private histories, relationships, and acquired skills. When conditioned solely on that shared profile, an agent lacks the information required to determine which lineage is correct. We introduce the Situated Identity Test (SIT), an architecture-independent framework that evaluates whether an agent's behavi...

AuthorsJun He, Deying Yu
Primary categorycs.CL
Published30 August 2026
Last updated at source30 August 2026
cs.CLcs.AIcs.LG
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