Does Reasoning Require Scale?

A 950M parameter model solves more competition math problems than models nearly twice its size. The gap isn't parameter count, it's training methodology and inference strategy. But cheap reasoning shifts the bottleneck to reliability: small models can reason, they just don't know when they're wrong.