Reasoning or Fluency? Dissecting Probabilistic Confidence in Best-of-N Selection

Hojin Kim, Jaehyung Kim

Probabilistic confidence metrics are increasingly adopted as proxies for reasoning quality in Best-of-N selection, under the assumption that higher confidence reflects higher reaso…