Guide

What is Chain of Thought?

Prompting technique for improved LLM reasoning.

Chain of Thought (CoT) prompting encourages LLMs to show their reasoning step-by-step before giving a final answer. This improves accuracy on complex reasoning tasks.

How to Use CoT

  • Zero-shot: Add "Let's think step by step"
  • Few-shot: Provide examples with reasoning
  • Self-consistency: Generate multiple chains, vote on answer

When CoT Helps

  • Math and logic problems
  • Multi-step reasoning
  • Complex analysis
  • Decision making

Does CoT prevent hallucinations?

CoT can help catch errors in reasoning but doesn't prevent hallucinations. The model may reason confidently from false premises.

Monitor reasoning quality

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