Self-Consistency

Self-consistency is a decoding strategy that samples multiple independent reasoning paths for the same question and aggregates the final answers — typically by majority vote — to select the most reliable response. Because different reasoning chains may reach the same correct answer through varied routes, the ensemble is more robust than any single chain. Self-consistency is especially effective on tasks with verifiable answers and moderate output variance.