AINeutralarXiv – CS AI · 6h ago6/10
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Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning
Researchers introduce SEVRA, a serving-layer system that selectively decides whether to verify AI reasoning outputs, reducing computational waste while maintaining accuracy. The approach achieves comparable or better results than always-verifying strategies while cutting token usage significantly, though longer initial reasoning sometimes proves more efficient overall.