Would AI Hear Them the Same Way?
Jingyi Li, Daphne X. Hou, and Louis Tay recorded 368 working adults answering AI-scored video interview questions and found that age shaped both what people said and how they said it. They then built an LLM persona for every participant and used the personas as a low-cost test bed to rewrite the questions: some age gaps shrank sharply, others held, a reminder that simulation comes before, not instead of, human validation.















