Is Your Chatbot a Tourist or a Townie? Quantifying Geographic and Localness Disparities in LLM Representations of Place
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 knowledge remains unexamined. To investigate this, we conducted a large-scale evaluation using a benchmark of over 12,000 question-answer pairs spanning …