LLM attackers persuade frontier LLMs to generate prohibited essays on consensus topics through multi-turn natural-language pressure, with success rates up to 100% in some model-topic pairs.
Break the Checkbox: Challenging Closed-Style Evaluations of Cultural Alignment in
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LLM-Based Persuasion Enables Guardrail Override in Frontier LLMs
LLM attackers persuade frontier LLMs to generate prohibited essays on consensus topics through multi-turn natural-language pressure, with success rates up to 100% in some model-topic pairs.