There is No War in Ba Sing Se: A Global Analysis of Content Moderation in Large Language Models
Friedemann Lipphardt, Moonis Ali, Anja Feldmann, and 1 more author
In Network and Distributed System Security (NDSS) Symposium, Feb 2026
First global examination of LLM content moderation across 15 models from 10 companies, 12 vantage points and 13 languages, evaluated over 700k queries. Soft-moderation rates differ by up to 60% relative across locations; political content shows the most geographic variability; and online and locally-deployed versions of the same model can diverge significantly.