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Prompt EngineeringmediumMultiple ChoiceObjective-mapped

1Z0-1127-25 Prompt Engineering Practice Question

A prompt engineer is testing two versions of a prompt for a content generation task. They want to measure which version produces more factual and concise outputs. Which evaluation approach is BEST?

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 diverse set of inputs and score outputs based on predefined criteria

A/B testing with clear metrics (factuality, conciseness) is the standard method for comparing prompt variants. Manual inspection on a few cases is not statistically robust; other options are not comparative.

Answer analysis

Option-by-option breakdown

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

  • Use only the first output from each prompt and manually compare

    Why it's wrong here

    Single outputs are not statistically significant; diverse inputs are needed.

  • Run A/B tests on a diverse set of inputs and score outputs based on predefined criteria

    Why this is correct

    A/B testing with multiple inputs and scoring criteria provides objective comparison.

  • Ask the model to self-evaluate its outputs

    Why it's wrong here

    Model self-evaluation can be biased and unreliable.

  • Increase the temperature to see which prompt handles randomness better

    Why it's wrong here

    Temperature variation is not a comparison method; it tests robustness, not quality.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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