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Fundamentals of Large Language ModelseasyMultiple ChoiceObjective-mapped

1Z0-1127-25 Fundamentals of Large Language Models Practice Question

A developer is using OCI GenAI to generate structured data. They often get responses that include additional commentary or markdown. Which prompt engineering technique should they use to ensure only JSON output?

⚠ Common exam trap

Oracle often tests the misconception that adjusting sampling parameters (like temperature or top_p) can enforce output format, when in fact these parameters control randomness and diversity, not structural constraints—leading candidates to overlook the direct prompt engineering solution.

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

Add 'Return only JSON' at the end of the prompt.

Explicitly instructing the model to 'Return only JSON' directly constrains the output format, reducing the likelihood of extraneous commentary or markdown. This technique leverages prompt engineering to guide the model's behavior without altering inference parameters like temperature or top_p, which control randomness rather than output structure.

Answer analysis

Option-by-option breakdown

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

  • Set top_p to 0.1.

    Why it's wrong here

    Incorrect: Low top_p reduces diversity but does not force JSON.

  • Use a model with a larger context window.

    Why it's wrong here

    Incorrect: Larger context does not enforce output format.

  • Add 'Return only JSON' at the end of the prompt.

    Why this is correct

    Correct: Direct instruction enforces format.

  • Increase the temperature to 1.5.

    Why it's wrong here

    Incorrect: Higher temperature increases randomness, not format compliance.

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