Proceedings of the ACM Human-Computer Interaction (2026) Authors: Zihan Gao and Jacob Thebault-Spieker Abstract: People are increasingly using Large Language Models (LLMs) for a sense of “localness,” yet their ability to accurately and equitably represent local …