Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation

Jingbo Wen, Liang He, Ziqi He

Modern reasoning models can allocate different amounts of test-time computation, such as thinking tokens, model calls, or compute budget, to different tasks. Existing methods gener…