Self-Consistency Scaling

Why it matters

Self-consistency is simple inference-time scaling. Understanding shapes basics.

The architecture

N parallel CoT samples.

Extract final answer from each.

Majority vote.

How it works end to end

Wang et al. 2022.

Temperature > 0 for diversity.

Extract answer via regex or LLM.

N = 5-40 typical.