This influential 2022 paper by Wei et al. showed that simply adding the phrase “Let us think step by step” or providing worked examples with intermediate reasoning steps significantly improves LLM performance on math, logic, and multi-step problems. The findings established chain-of-thought as a fundamental prompt engineering technique and sparked an entire field of reasoning-focused research.
