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Thanic Nur Samin

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#machine learning Preprint Oct 2026

When Does Longer Reasoning Help? Predicting Mathematical Reasoning Through Discovery and Execution

Test-time compute can improve mathematical reasoning, but can short-budget runs predict how mathematical reasoning scales with additional compute? We introduce a Discovery--Execution (DE) framework that predicts the aggregate held-out scaling curves through a convolution of strategy discovery and conditional execution....

Adib Hasan, Lay Jain, Thanic Nur Samin · 0 citations

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