Minion: A Technology Probe to Explore How Users Negotiate Harmful Value Conflicts with AI Companions

November 11, 2024 Β· Declared Dead Β· + Add venue

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Authors Xianzhe Fan, Qing Xiao, Xuhui Zhou, Yuran Su, Zhicong Lu, Maarten Sap, Hong Shen arXiv ID 2411.07042 Category cs.HC: Human-Computer Interaction Cross-listed cs.AI, cs.CL, cs.CY Citations 1 Last Checked 4 months ago
Abstract
AI companions are designed to foster emotionally engaging interactions, yet users often encounter conflicts that feel frustrating or hurtful, such as discriminatory statements and controlling behavior. This paper examines how users negotiate such harmful conflicts with AI companions and what emotional and practical burdens are created when mitigation is pushed to user-side tools. We analyze 146 public posts describing harmful value conflicts interacting with AI companions. We then introduce Minion, a Chrome-based technology probe that offers candidate responses spanning persuasion, rational appeals, boundary setting, and appeals to platform rules. Findings from a one-week probe study with 22 experienced users show how participants combine strategies, how emotional attachment motivates repair, and where conflicts become non-negotiable due to companion personas or platform policies. We surface design tensions in supporting value negotiation, showing how companion design can make some conflicts impossible to repair in practice, and derive implications for AI companion and support-tool design that caution against offloading safety work onto users.
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