Self-Consistency Is Losing Its Edge: Diminishing Returns and Rising Costs in Modern LLMs

arXiv:2511.00751v2 Announce Type: replace 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 argues that the technique has become increasingly wasteful...