STOP: Structured On-Policy Pruning of Long-Form Reasoning in Low-Data Regimes

Chenjun Xu, Zhennan Zhou, Zhan Su +3

Long chain-of-thought (Long CoT) reasoning improves performance on multi-step problems, but it also induces overthinking. This inefficiency is especially problematic in low-data fi…