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#artificial intelligence Review Sep 2026

How Far Do Persona Effects Generalize in Language Models?

Persona prompts ask language models to answer as particular kinds of people. We test whether relationships learned from these effects predict responses to new questions and remain useful across models and prompts. Across 57 attributes, three behavioral domains, and seven pairs of open 7 to 9B checkpoints, persona effec...

Yu-Fan Zhou, Yuxuan Liu, En-Ze Ma et al. · 0 citations

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