Detecting and Mitigating Query-Based System Prompt Leakage Attacks.

arXiv:2610.36295v1 Announce Type: cross Abstract: Large Language Models (LLMs) rely on proprietary system prompts to enforce task directives, safety policies, and access controls. These prompts are vulnerable to query-based leakage attacks, where black-box adv