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

Adib Hasan, Lay Jain, Thanic Nur Samin

Test-time compute can improve mathematical reasoning, but can short-budget runs predict how mathematical reasoning scales with additional compute? We introduce a Discovery--Executi…