Veil-Then-Reveal: Protecting PII Privacy Via Reversible Pseudo-Anonymization in Zero-Trust User--LLM Interaction

Large language models LLMs increasingly process sensitive documents and personal information, yet sending prompts containing personally identifiable information PII to remote providers exposes data subjects and organizations to risks from logging, retention, model training, and unintended...