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AI0-001 AI Infrastructure and Technologies Practice Question

A team is using an API from a cloud AI service to generate text. They notice that repeated requests with the same prompt return different outputs. They want consistent responses for testing. Which parameter should they adjust?

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

Set the temperature to 0

Setting the temperature to 0 makes the model deterministic, producing the same output for the same input, which is ideal for testing.

Answer analysis

Option-by-option breakdown

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

  • Increase the top_p parameter to 1.0

    Why it's wrong here

    top_p=1.0 disables nucleus sampling, but the model may still have randomness due to temperature; it does not guarantee determinism.

  • Set the frequency_penalty to 0

    Why it's wrong here

    Frequency penalty reduces repetition but does not affect randomness; it can still produce different outputs.

  • Increase the max_tokens parameter

    Why it's wrong here

    max_tokens controls the length of the output, not the randomness.

  • Set the temperature to 0

    Why this is correct

    Temperature controls randomness; a value of 0 makes the model deterministic, so the same prompt always yields the same output.

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Written by Johnson Ajibi, MSc IT Security

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