2 papers
cs.AI2026
Simulating Respondents, Not Single Questions: Coherent Survey Generation with Large Language Models
Ji Huang, Mengfei Li, Shuai Shao
Large language models are increasingly used to simulate response distributions in social surveys. Prior work has achieved accurate population-level simulation for individual questi…
cs.AI2025
Distribution Shift Alignment Helps LLMs Simulate Survey Response Distributions
Ji Huang, Mengfei Li, Shuai Shao
Large language models (LLMs) offer a promising way to simulate human survey responses, potentially reducing the cost of large-scale data collection. However, existing zero-shot met…