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arxiv.org favicon[2508.15260] Deep Think with Confidence

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Deep Think with Confidence (DeepConf) uses model confidence signals to filter low-quality reasoning traces, achieving up to 99.9% accuracy on AIME 2025 with 84.7% fewer tokens.