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Prompt工程防劣化与跨模型一致性测试方案

2025-12-20 分类：前沿哨所阅读(3) 评论(0) 赞(0)

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本文探讨了Prompt工程中的三大核心挑战：一是新旧指令冲突导致模型输出JSON字段缺失，新约束使模型忽略原有软性要求；二是优化过程存在负优化风险，如字段减少或描述变水，亟需自动化回归测试方案确保输出质量；三是跨模型一致性差，同一Prompt在不同模型中丢字段各异，需通用技巧稳定核心结构。作者基于实际经验，分享了防劣化策略，强调自动化测试和结构固定的重要性。这些洞察对AI开发者、提示词工程师极具参考价值，有助于提升模型输出的稳定性和可靠性，推动Prompt工程实践优化。

原文链接：Linux.do

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