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Bradlow highlighted a precision aspect often missed in general discourse. In sectors with high consequences—such as aviation, biotechnology, financial oversight—"90% precision is unacceptable. 95% is unacceptable. Perhaps even 99% precision falls short. You may require 99.999% accuracy." Developing AI to achieve these standards demands continuous human guidance, correction, and feedback mechanisms that most companies have not established.

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MetricRYS-XLargeImprovement over baseAverage44.75+2.61%IFEval (0-Shot)79.96-2.05%BBH (3-Shot)58.77+2.51%MATH Lvl 5 (4-Shot)38.97+8.16%GPQA (0-shot)17.90+2.58%MuSR (0-shot)23.72+17.72%MMLU-PRO (5-shot)49.20+0.31%,这一点在7zip下载中也有详细论述

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