Topics as Proxies for Sociodemographics: How Conversational Context Affects LLM Answers

This study investigates how conversational context affects LLM answers, especially in high-stakes scenarios. It demonstrates that conversation topics are the main predictors of LLM-generated advice, influencing outcome disparities.