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Safety Kernel: Mechanistic Alignment for Cross-Lingual Defense in LLMs

Xie, Chengyu et al.
arXiv (All) · Papers
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computation-and-language
The safety capabilities of large language models (LLMs) are highly uneven across different languages, often allowing cross-lingual attacks to bypass safety guardrails. Existing alignment methods predominantly rely on external alignment signals and provide limited insight into underlying neuron-level
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