ReasoningShield: Safety Detection over Reasoning Traces of Large Reasoning Models
ReasoningShield tackles safety risks hidden within Large Reasoning Models' reasoning traces (Chain-of-Thought or CoT). Existing moderation tools fail because they only check final answers, missing harmful content in intermediate steps. The framework introduces a benchmark and lightweight models that achieve 91.8% F1 accuracy, significantly outperforming leading tools.