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arxiv_cs_cl ยท Oct 29, 2026 ยท paper

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ShallowDefend: Harnessing Shallow Safety Alignment for Multi-Turn Defender

arxiv.orgOct 29, 2026
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In brief

Safety alignment has enabled large language models to reliably refuse harmful requests directly, yet the same request distributed across a multi-turn conversation still succeeds far too often. This brittleness has a m...

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