2026
Optimal Self-Consistency for Efficient Reasoning with Large Language Models
ICML 2026poster
Self-consistency (SC) is a widely-used test-time inference technique for improving performance in chain-of-thought reasoning. It consists of generating multiple responses, or ``samples," from a large language model (LLM) and selecting the most frequent answer. This procedure can naturally be viewed …