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LLM safety patches can appear effective on benchmarks but cause severe collateral damage to benign behaviors, a critical flaw missed by aggregate metrics.
KTC achieves over 8x faster claim uncertainty quantification without sacrificing accuracy, making real-time LLM monitoring feasible.