Diagnosing Korean-Language LLM Political Bias via Census-Grounded Agent Simulation

Sungwoo Kang

Large language models (LLMs) exhibit systematic political biases in voter simulations, but their underlying mechanisms and cross-lingual generalizations remain poorly understood. W…