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A Simple and Efficient Jailbreak Method Exploiting LLMs' Helpfulness

Xuan Luo, Yue Wang, Zefeng He, Geng Tu, Jing Li, Ruifeng Xu ยท Sep 17, 2025

Citations: 0
Red Team Automatic Metrics Law
  • This study reveals a critical safety blind spot in modern LLMs: learning-style queries, which closely resemble ordinary educational questions, can reliably elicit harmful responses.
  • In addition, the assessment of defenses on the constructed safe prompts reveals inherent limitations of LLMs' safety mechanisms and flaws in the defense methods.

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