Author

Emily Knox

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Preprint Aug 2026

Understanding Content Moderation in Large Language Models through Restricted Books: From Refusal to Warning

The central finding is a zero-refusal phenomenon: modern LLMs decline to discuss restricted books in only 0.07% of cases, effectively invalidating the premise of jailbreaking research for this content class.

Xuchen Yu, Emily Knox, Haohan Wang · 0 citations