Scalable Best-of-N Selection for Large Language Models via Self-Certainty

Zhewei Kang, Xuandong Zhao, Dawn Song

Best-of-N selection is a key technique for improving the reasoning performance of Large Language Models (LLMs) through increased test-time computation. Current state-of-the-art met…