Self-Consistency Is Losing Its Edge: Diminishing Returns and Rising Costs in Modern LLMs
arXiv:2511.00751v2 Announce Type: replace-cross
Abstract: Self-consistency — sampling multiple reasoning paths and selecting the most frequent answer — was designed for an era when language models made frequent, unpredictable errors. This study argu…