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AILessWrongabout 2 hours ago
Prompt Injection Explained via Role TagsPrompt injection succeeds because LLMs cannot accurately perceive role tags like <user> and <tool>. Role probes reveal models internally misclassify low-privilege text as high-authority commands. Human red-teamers achieve near-100% attack success rates against frontier models, while static benchmarks score near-perfect because they only test known attacks. The work advocates for a new subfield focused on the science of roles.
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