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Beyond Marginal Fidelity: An Estimand-Matched Audit of LLM-Simulated Chinese Public Opinion
Validation of LLM-generated “silicon samples” has progressed from marginal distributions to multivariate structure, but aggregate diagnostics do not establish whether the estimands on which social-scientific conclusions depend are preserved. Our estimand-matched audit asks whether the same demograph
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