Basic Techniques

Zero-Shot

Ask directly without examples.

Few-Shot

Provide 2-5 examples for the model to learn patterns.

Chain-of-Thought

Add “Let’s think step by step” to guide stepwise reasoning.

Advanced Techniques

  • Role-playing: Have the model adopt a specific persona
  • Format Control: Explicitly specify output format
  • Tree of Thoughts: Explore multiple reasoning paths

Good prompting is a craft that requires continuous practice.