PromptingReasoning Updated 2026

Chain of Thought (CoT)

Definition

Prompting a model to reason through intermediate steps before giving a final answer, which improves accuracy on multi-step problems.

Chain-of-thought prompting asks the model to show its working — laying out intermediate reasoning steps — before stating an answer. Wei et al. (2022) found that this simple change substantially improves performance on arithmetic, commonsense and symbolic-reasoning benchmarks, and that the effect strengthens with model scale.

The trade-off is speed and token cost: more reasoning means longer outputs. It helps most on problems that genuinely require several steps.

References

Primary, peer-reviewed and archival sources for this definition.

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Wei, J., Wang, X., Schuurmans, D., Bosma, M., Ichter, B., Xia, F., Chi, E., Le, Q., & Zhou, D. (2022). Advances in Neural Information Processing Systems 35 (NeurIPS 2022).

Dictionary & encyclopedic entries

Cite this entry

MultipleChat. "Chain of Thought (CoT)." MultipleChat AI & LLM Glossary, 2026. https://multiple.chat/ai-glossary/cot

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