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How Narrative Wrapping Affects LLM Refusal: A Cross-Language Benchmark and Defense

arXiv:2610.11005v1 Announce Type: new Abstract: Safety-aligned language models often refuse a harmful request stated directly but answer the same request inside a role-play or narrative wrapper. We measure this vulnerability across languages and registers: attack success on Qwen3-1.7B is already 89…

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  1. 2026-10-10 04:00 · arXiv cs.AI
    How Narrative Wrapping Affects LLM Refusal: A Cross-Language Benchmark and Defense

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