Chain-of-Thought Prompting

Use step-by-step reasoning to dramatically improve LLM accuracy on math, logic, multi-hop QA, and planning tasks. Learn zero-shot CoT, few-shot CoT, and self-consistency.

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6

Lessons

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Code Examples

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Lessons in This Skill

Work through these 6 lessons in order, or jump to whichever topic you need most.

Zero-Shot Chain-of-Thought

Beginner

Few-Shot Chain-of-Thought

Intermediate

Self-Consistency Sampling

Advanced

Least-to-Most Prompting

Advanced

Scratchpad and Hidden Reasoning

Intermediate

When CoT Hurts More Than Helps

Intermediate