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Prompt EngineeringmediumMultiple ChoiceObjective-mapped

1Z0-1127-25 Prompt Engineering Practice Question

A prompt engineer is testing different versions of a prompt to improve accuracy on a classification task. Which practice is most appropriate for systematic refinement?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Run A/B tests on a representative evaluation set and measure accuracy

A/B testing with a holdout evaluation set allows objective comparison of prompt variants and measures performance improvements reliably.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Always increase the number of few-shot examples

    Why it's wrong here

    More examples may help but can also introduce noise; systematic testing is needed.

  • Run A/B tests on a representative evaluation set and measure accuracy

    Why this is correct

    A/B testing with a labeled dataset provides quantitative evidence to guide refinement.

  • Manually review outputs of a few examples and adjust based on intuition

    Why it's wrong here

    Manual review is subjective and not systematic; may miss edge cases.

  • Change the model to a larger one

    Why it's wrong here

    Model size is not a prompt refinement technique; it may not address prompt quality.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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