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

arXiv:2606.04402v2 Announce Type: replace Abstract: Test-time compute has emerged as an effective paradigm for improving large language model capability at inference time. Existing allocation strategies primarily prioritize tasks according to difficulty, uncer