Where Silicon Samples Go Wrong: Item-Level Coefficient Distortion in LLM-Simulated Chinese Public Opinion

Do regressions fitted to survey responses simulated by large language models return the coefficients human data would? We used four 2026 models to generate responses to the full attitude-item bank of two Chinese General Social Survey waves, conditioning on 1,000 respondents’ demographic profiles per