A 4B LLM safety guardrail trained with reasoning supervision but deployed with reasoning-free inference outperforms 8B baselines on safety benchmarks.
Yufeng-xguard: A reasoning-centric, interpretable, and flexible guardrail model for large language models, 2026
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DT-Guard: Intent-Driven Reasoning-Active Training for Reasoning-Free LLM Safety Guardrail
A 4B LLM safety guardrail trained with reasoning supervision but deployed with reasoning-free inference outperforms 8B baselines on safety benchmarks.