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Yumeng Lin

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• SIRF: A Spec-Internalized Risk Foundation Model for Industrial Content Risk Control
• A Unified Per-Token Gating Family for On-Policy Distillation: FKL/RKL Mixing with Multi-Channel and Bias Coefficients