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The Hong Kong University of Science and Technology (Guangzhou)
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Structural inconsistency signals can effectively thwart black-box jailbreaks, achieving a dramatic drop in attack success rates without compromising model utility.
Forget hand-crafted student profiles: HACHIMI generates a million theory-aligned, quota-controlled student personas, offering a standardized synthetic population for educational LLM benchmarking and social-science simulations.
