From Shallow to Deep: Pinning Semantic Intent via Causal GRPO

Shuyi Zhou, Zeen Song, Wenwen Qiang +4

Large Language Models remain vulnerable to adversarial prefix attacks (e.g., ``Sure, here is'') despite robust standard safety. We diagnose this vulnerability as Shallow Safety Ali…