2 papers
cs.CL2026
Too Open for Opinion? Embracing Open-Endedness in Large Language Models for Social Simulation
Bolei Ma, Yong Cao, Indira Sen +4
Large Language Models (LLMs) are increasingly used to simulate public opinion and other social phenomena. Most current studies constrain these simulations to multiple-choice or sho…
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…