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From Memory to Behavior: A Behavior-Aware Role-Playing Framework for Social Media Influencers

arXiv · AI, language, vision and robotics · article · Sep 18, 2026 · UTC

Large language models have shown strong potential as role-playing agents for real individuals, yet faithful impersonating remains challenging. Existing in-context learning-based methods fail to capture how individuals react under different situations. In addition, LLM-based evaluation is difficult for obscure individuals. To address these challenges, we propose Situation--Internal state--Behavior Persona method to incorporate situation-dependent behavioral strategies. We further design an evaluation protocol that provides LLM evaluators with references about the impersonated individual. We eva

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Evidence & attribution

First collected: 2026-09-23T14:01:59.594Z. This is not the publication date.