A Single Revision Step Improves Token-Efficient LLM Reasoning

Yingchuan Zhang, Terry Ma, Wenxuan Zhong +1

Large language models (LLMs) achieve higher accuracy on challenging reasoning tasks by scaling test-time compute through multiple trajectory sampling. However, standard aggregation…