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

Hasan, Adib et al.
arXiv (All) · Papers
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computation-and-languagemachine-learning
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 co
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