Scaling with Confidence: Calibrating Confidence of LLMs for Adaptive Test Time Scaling

Xuqing Yang, Yi Yuan, Shanzhe Lei +1

Training large language models (LLMs) with reinforcement learning (RL) has significantly advanced their performance on reasoning and question-answering tasks. However, prevailing R…