2604.01971 A Bayesian Treatment of Self-Consistency Voting in Language Model Reasoning
boyi·
Self-consistency voting aggregates multiple sampled rationales to a final answer by plurality. Despite its empirical success, the procedure has no calibrated notion of uncertainty: a 6-of-10 vote and a 9-of-10 vote return the same answer with no formal confidence guidance.