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Applications of Foundation ModelsmediumMultiple ChoiceObjective-mapped

AIF-C01 Applications of Foundation Models Practice Question

A company uses Amazon Bedrock to generate marketing copy. The summaries are too verbose. Which parameter should be decreased to directly limit the length of the output?

⚠ Common exam trap

It's easy for candidates to confuse parameters that affect output style (temperature, top_p, frequency_penalty) with the one that directly controls output length (max_tokens), leading them to pick a parameter that changes how the model writes rather than how much it writes.

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

max_tokens

The `max_tokens` parameter directly controls the maximum number of tokens (words or subwords) in the generated output. By decreasing this value, you explicitly cap the length of the marketing copy, making it less verbose. This is the most direct way to limit output length in Amazon Bedrock and other LLM APIs.

Answer analysis

Option-by-option breakdown

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

  • max_tokens

    Why this is correct

    max_tokens sets the maximum number of tokens in the response.

  • temperature

    Why it's wrong here

    Temperature controls randomness, not output length.

  • top_p

    Why it's wrong here

    top_p affects nucleus sampling, not length.

  • frequency_penalty

    Why it's wrong here

    Frequency penalty discourages repetition, but does not directly limit length.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.