DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning

Shih-Yang Liu, Xin Dong, Ximing Lu +9

Reasoning language models such as OpenAI-o1, DeepSeek-R1, and Qwen achieve strong performance via extended chains of thought but often generate unnecessarily long outputs. Maximizi…