ConsisGuard: Aligning Safety Deliberation with Policy Enforcement in LLM Guardrails 事件

ConsisGuard: Aligning Safety Deliberation with Policy Enforcement in LLM Guardrails arXiv:2605.31073v1 Announce Type: new Abstract: Reasoning-based LLM guardrails improve safety moderation by generating explicit rationales before issuing final decisions. However, their rationales do not always lead to faithful enforcement: a model may recognize a harmful intent in its reasoning but still predict a safe label, or issue an unsafe decision without policy-grounded justification. We identify this sa