most citedSpecializing Large Language Models to Simulate Survey Response Distributions for Global Populations

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cs.CL2025

Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning

Haijiang Liu, Qiyuan Li, Chao Gao +5

Introducing MARK, the Multi-stAge Reasoning frameworK for cultural value survey response simulation, designed to enhance the accuracy, steerability, and interpretability of large l…

cs.CL2025★ 1 cited

Specializing Large Language Models to Simulate Survey Response Distributions for Global Populations

Yong Cao, Haijiang Liu, Arnav Arora +3

Large-scale surveys are essential tools for informing social science research and policy, but running surveys is costly and time-intensive. If we could accurately simulate group-le…