MemotivaPrompt Engineering Patterns: Zero-Shot vs Few-Shot Prompting Explained for LLM Developers

How many examples should you include in few-shot prompting?

Prompt Engineering Patterns: Zero-Shot vs Few-Shot Prompting Explained for LLM Developers

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How many examples should you include in few-shot prompting?

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The optimal number is usually three to eight examples. Fewer than three may not establish a clear pattern, while more than ten brings diminishing returns and increases cost without proportional accuracy gains. For tasks with high variability, use more diverse examples; for narrow tasks, three carefully chosen examples often suffice.
arxiv.org