TRiMS: Real-Time Tracking of Minimal Sufficient Length for Efficient Reasoning via RL

Tingcheng Bian, Jinchang Luo, Mingquan Cheng +5

Large language models achieve breakthroughs in complex reasoning via long chain-of-thought sequences. However, this often leads to severe reasoning inflation, causing substantial c…