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CCA-F 练习题库· Prompt Engineering & Structured Output

Which technique is most effective for identifying which part of a long system prompt is causing unexpected Claude behaviour?

  1. ARewrite the entire prompt from scratch
  2. BAdd more detailed instructions to every section
  3. CIncrease the temperature to see more diverse outputs
  4. DAblation testing: systematically remove or modify individual sections and measure output changes

正确答案:D

解析

  • Dcorrect — ablation testing is the most effective technique here: systematically removing or modifying individual sections of the system prompt one at a time and measuring the resulting change in Claude's output isolates the specific section causally responsible for the unexpected behavior.
  • Arewriting the entire prompt from scratch may coincidentally suppress the symptom but destroys the information needed to localize the root cause.
  • Cincreasing temperature adds sampling noise that obscures rather than reveals the offending section.
  • Badding more instructions everywhere increases prompt complexity and confounders, making the source harder — not easier — to pinpoint.

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