Unverified50% confidenceSolutionExact time

Few-shot在提示词中内嵌2-10个输入输出示例，可显著提升结构化输出的一致性

1

Sources

50%

Confidence

Long-term

Relevance

7/11/2026

First Seen

Sources

Switching Careers to LLM Development: The Four Core Competency Layers Companies Actually Need

bilibili老胡不秃头7/9/2026

Related Claims

Unverified提供2-3个高质量的输入-输出示例对（Few-shot），可将代码风格一致性提升至接近Fine-tuning的水平76% similar Unverified在Prompt中明确指定输出Schema并提供包含边界情况的Few-shot示例可以大幅提升字段提取的一致性68% similar Unverified结构化提示词（明确角色、任务、约束条件和输出格式）比自然语言描述能提升30%以上的输出质量68% similar

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