Can LLMs Reliably Self-Report Adversarial Prefills, and How?

Quang Minh Nguyen, Uzair Ahmed, Taegyoon Kim

Prior work shows that large language models (LLMs) exhibit varying degrees of introspective capability on benign tasks. We extend the question to safety contexts and examine how re…