No. 19 Think it through step by step.

Where it comes from

In 2022, researchers from the University of Tokyo & Google added one line to math questions: “Let’s think step by step.”

On one arithmetic test, accuracy jumped from 17.7% to 78.7%. They called it zero-shot chain of thought.

Today many models reason on their own before answering, so the magic words matter less than they did.

  • Kojima, Gu, Reid, Matsuo & Iwasawa, “Large Language Models are Zero-Shot Reasoners,” NeurIPS 2022 (arXiv:2205.11916)

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