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It is demonstrated that full-aggregate parallel suppression during from-scratch pretraining lowers validation-loss trajectories and improves downstream averages, with the value-space variant strongest.
Reallocating optimization effort based on reward saturation can boost performance by up to 9.2% in complex reasoning tasks.
