Comparative analysis highlights vulnerabilities in jailbreak attacks on large language models, suggesting security improvements.
This paper provides a comprehensive survey of jailbreak attacks in large language models, analyzing classic and emerging attack mechanisms, experimental evaluations, and implications for alignment and security. We summarize key vulnerabilities, compare attack effectiveness, and propose directions for improved defense strategies.
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Xi et al. (2025) studied this question.
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