Know When to Stop: Segment-Level Credit Assignment for Reducing Overthinking

Chia-Hsuan Lee, Sihui Dai, Mingyang Zhou +5

Reasoning language models frequently overthink: generating extended chains of behaviors such as hedging, approach abandonment, and self contradiction that consume tokens without im…