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A small, training-free "brief thinker" can cut LLM reasoning tokens by 31% without sacrificing accuracy.
CVE-SAI achieves the highest certified admission coverage while minimizing unsafe auto-induced exposure, revolutionizing how e-commerce attributes are indexed and verified.