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What is Few-Shot Prompting?

Few-Shot Prompting is one of the well-known prompting techniques used to interact with artificial intelligence models.

  • Prompt Type: Basic Prompting
  • Definition: The AI learns a task pattern by following a few provided examples, enabling it to mimic the demonstrated format or style.
  • Typical Use Case: Tasks requiring a specific format, such as translations, classifications, or structured outputs.
  • Advantages: Improves accuracy over zero-shot by providing context; easy to implement with a few examples.
  • Disadvantages: Requires crafting relevant examples; performance depends on example quality.
  • Implementation Tips: Provide 2-3 clear, diverse examples that cover the desired output format to guide the AI effectively.
  • Skill Level Required: Beginner – Requires basic understanding of how to structure examples, no advanced AI knowledge needed.

Examples:

  1. “Classify: ‘I love this!’ → Positive; ‘This is terrible’ → Negative; ‘It’s okay’ → ?”
  2. “Translate: ‘Hello’ → ‘Bonjour’; ‘Goodbye’ → ‘Au revoir’; ‘Thank you’ → ?”
  3. “Format: ‘Product: Laptop, Price: $999’ → ‘Laptop costs $999’; ‘Product: Phone, Price: $599’ → ?”