Results: Across 3B-20B models, EAGer cuts budget by up to 80%, boosts perf 13% w/o labels & 37% w/ labels on AIME.
As M scales, EAGer consistently:
🚀 Achieves HIGHER Pass@k,
✂️ Uses FEWER tokens than baseline,
🕺 Shifts the Pareto frontier favorably across all tasks.
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