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While long-tail knowledge is notoriously hard for LLMs to retain, structurally popular facts suffer the worst collateral damage during knowledge updates and act as super-spreaders of downstream hallucinations.
Current LLMs can autonomously penetrate systems with success rates up to 69.3%, revealing alarming implications for cybersecurity.