TLDR Tech / AI
Self-Aware Reasoning Efficiency
SAGE introduces a self-aware sampling approach that enables large reasoning models to decide when to stop thinking, reducing unnecessary computation. Its companion method, SAGE-RL, distills these efficient reasoning patterns into standard pass@1 inference, reporting accuracy improvement with fewer tokens across six challenging math benchmarks.
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