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cs.CL2026
Loose Lips: Understanding Privacy Leakage in Agentic Dialogue
Soumya Sharma, Ayana Hussain, Heber Hwang Arcolezi +4
As LLM agents are increasingly deployed in high-stakes enterprise settings, understanding how they handle sensitive information in agentic dialogue has become critical. Privacy lea…
cs.CL2025
An Audit and Analysis of LLM-Assisted Health Misinformation Jailbreaks Against LLMs
Ayana Hussain, Patrick Zhao, Nicholas Vincent
Large Language Models (LLMs) are a double-edged sword capable of generating harmful misinformation -- inadvertently, or when prompted by "jailbreak" attacks that attempt to produce…