Nice Fold or Hero Call: Learning Budget-Efficient Thinking for Adaptive Reasoning

Zhaomeng Zhou, Lan Zhang, Junyang Wang +2

Large reasoning models (LRMs) improve problem solving through extended reasoning, but often misallocate test-time compute. Existing efficiency methods reduce cost by compressing re…