Shixiang Shane Gu

"Let's think step by step" elicits zero-shot reasoning

A single prompt phrase, with no worked examples, lifted GSM8K accuracy from 10.4% to 40.7% — chain-of-thought without the exemplars.

Ideas & essays · Benchmarks & progress