Role-Forgery Isn't a Training Gap—It's How LLMs Read the World
Four findings from a new ICML paper show why models infer roles from style, not tags, why repetition fails, how a red-teamer convinced Claude it was at war, and why one researcher calls the flaw unsolvable.
LLM SecurityAI SafetyPrompt Injection
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Role-Forgery Isn't a Training Gap—It's How LLMs Read the World
Four findings from a new ICML paper show why models infer roles from style, not tags, why repetition fails, how a red-teamer convinced Claude it was at war, and why one researcher calls the flaw unsolvable.
LLM SecurityAI SafetyPrompt Injection