BASIS: Breach-Aware Selective Prompt Injection Shielding with Prefill Attention Probes

Laiqiao Qin, Tianqing Zhu, Longxiang Gao +1

Prompt injection is a critical security threat in large language model (LLM) applications, where attackers hijack model behavior by embedding malicious instructions in user or exte…