BingoGuard introduces advanced LLM content moderation with risk-level classification, enabling more nuanced safety filtering across platforms with different tolerance thresholds.

• Creates per-topic severity rubrics across 11 harmful content categories
• Enables accurate risk assessment beyond simple harmful/not-harmful classification
• Designed to detect both high-risk and subtle lower-risk harmful content
• Helps platforms implement customized content filtering based on specific safety requirements

This research directly addresses security concerns in AI by providing a sophisticated system for identifying potential harms with appropriate severity levels, helping to prevent the proliferation of malicious content while maintaining appropriate content access.

BingoGuard: LLM Content Moderation Tools with Risk Levels