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20242026
most citedConstitutional Classifiers: Defending against Universal Jailbreaks across Thousands of Hours of Red Teaming

7 citations · 12 across the 12 of their papers we have counts for

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cs.CR2026

Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks

Hoagy Cunningham, Jerry Wei, Zihan Wang +26

We introduce enhanced Constitutional Classifiers that deliver production-grade jailbreak robustness with dramatically reduced computational costs and refusal rates compared to prev…