Trust No Bot: Personal Disclosures in Human-LLM Conversations
Date: 2024-07
Affected: ChatGPT and similar conversational LLMs
Attack vector: membership-inference
Category: research
Severity: Low

Mireshghallah et al. analyze real ChatGPT conversations, quantifying how often users disclose PII and sensitive info, motivating privacy-by-default chatbot design.


Mitigations:

Architectural layers (MAESTRO):