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AI-102 Implement generative AI solutions Practice Question

Exhibit

Refer to the exhibit.

temperature: 0.7
top_p: 0.9
max_tokens: 50
frequency_penalty: 0
presence_penalty: 0

You are testing an Azure OpenAI model with the parameters shown in the exhibit. The model generates very short responses. Which parameter should you modify to allow longer responses?

⚠ Common exam trap

Many exam-takers confuse parameters that control output length (max_tokens) with those that control output diversity or creativity (temperature, top_p, frequency_penalty), leading them to incorrectly adjust the latter when the real issue is a token limit.

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

Increase max_tokens

The max_tokens parameter controls the maximum number of tokens (words or subwords) the model can generate in a single response. When responses are very short, increasing max_tokens allows the model to produce longer completions up to the specified limit. The other parameters affect randomness, diversity, or probability distribution, not the length cap.

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 frequency_penalty

    Why it's wrong here

    frequency_penalty reduces repetition, not length.

  • Increase top_p

    Why it's wrong here

    top_p does not affect length.

  • Increase temperature

    Why it's wrong here

    Temperature does not affect length.

  • Increase max_tokens

    Why this is correct

    max_tokens directly controls the maximum length of the response.

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