Navigating Disclosure Risks and Benefits in Conversational AI: User Perspectives on Privacy Challenges with Large Language Models

Users constantly face trade-offs between privacy, utility, and convenience when using large language model-based conversational agents. However, users' erroneous mental models and dark patterns in system design limit their awareness and control over privacy risks, leading to unintended sensitive disclosures.