SIRF: Spec-Internalized Risk Foundation Model for Industrial Content Risk Control

Researchers introduce SIRF, a foundation model designed for content risk control in industrial settings. The work argues that deployment success depends less on average accuracy and more on how much risky content can be automatically handled while maintaining high precision and sub-second response times. The model internalizes specification rules rather than relying on external filtering logic.