Beyond PII: How Users Attempt to Estimate and Mitigate Implicit LLM Inference

Synthia Qia Wang 0001, Sai Teja Peddinti, Nina Taft, Nick Feamster. Beyond PII: How Users Attempt to Estimate and Mitigate Implicit LLM Inference. In Nuria Oliver, David A. Shamma, Heloisa Candello, Pablo César, Pedro Lopes 0001, Alessandro Bozzon, Thomas Kosch, Vera Q. Liao, Xiaojuan Ma, Valentino Artizzu, Fiona Draxler, Gustavo López 0001, Anke V. Reinschluessel, Xin Tong 0004, Phoebe O. Toups Dugas, editors, Proceedings of the 2026 CHI Conference on Human Factors in Computing Systems, CHI 2026, Barcelona, Spain, April 13-17, 2026. ACM, 2026. [doi]

Abstract

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