ThinkBrake: Efficient Reasoning via Log-Probability Margin Guided Decoding

Sangjun Song, Minjae Oh, Seungkyu Lee +2

Large Reasoning Models (LRMs) allocate substantial inference-time compute to Chain-of-Thought (CoT) reasoning, improving performance on mathematics, scientific QA, and tool usage.…