AI Research
Personalization, Personas, and Forecasting in Value Alignment
How prompt framing determines whether AI models accurately reflect diverse human cultural values.
LLM behavior may be conditioned by human identity in several ways: they may be asked to adapt to users, role-play populations, or forecast how people would answer value-laden questions. We test whether these framings are interchangeable using the World Values Survey (WVS). We eva...
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ArXiv CS.AI
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ArXiv CS.AI
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This research reveals that how we prompt AI to simulate human identity fundamentally alters its cultural alignment, proving that framing is a critical technical variable. It highlights that third-person forecasting is a more reliable proxy for human values than standard persona-based or personalized prompting.
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