Self-Consistency Improves Chain of Thought Reasoning in Language Models

by Google Brain · free · Last verified 2026-03-17

Introduced self-consistency, a decoding strategy that samples diverse reasoning paths from a language model and returns the most consistent answer by marginalizing out the reasoning paths. Self-consistency is a simple, training-free technique that substantially improves chain-of-thought prompting across arithmetic and commonsense reasoning tasks.