Is Your Neighborhood Safe? Place-based Stigma in Large Language Models' Urban Safety Judgments

Huy Nguyen, Yue Lin

Large language models are increasingly used to inform safety decisions in cities, such as where it is safe to walk, rent, or travel. We ask whether such judgments track measured ri…