SmartThinker: Learning to Compress and Preserve Reasoning by Step-Level Length Control

Xingyang He, Xiao Ling, Jie Liu

Large reasoning models (LRMs) have exhibited remarkable reasoning capabilities through inference-time scaling, but this progress has also introduced considerable redundancy and ine…