AERA: Adaptive Evidence Residual Allocation for Efficient Test-Time Reasoning

Ziming Wang, Ivor Tsang, Hangwei Qian

Test-time scaling improves language-model reasoning by generating additional candidate solutions, but allocating the same inference budget to every problem is computationally waste…