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1Z0-1127-25 OCI Generative AI Service Practice Question

A team has fine-tuned a Cohere Command R model using T-Few on a dataset of 5,000 prompt/completion pairs. After deployment, they notice the model sometimes generates off-topic responses. Which action is most likely to improve response relevance without requiring new training data?

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 a preamble override with instructions to stay on topic

Preamble override allows setting a system message that guides the model's behavior, helping to keep responses on topic. Adjusting it is a low-cost intervention.

Answer analysis

Option-by-option breakdown

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

  • Decrease the max_tokens

    Why it's wrong here

    Reducing output length does not address relevance; the model may still generate off-topic content within the limit.

  • Increase the temperature to 1.5

    Why it's wrong here

    Higher temperature increases randomness, likely worsening off-topic responses.

  • Increase the frequency_penalty

    Why it's wrong here

    Frequency penalty reduces repetition, but does not directly improve relevance.

  • Set a preamble override with instructions to stay on topic

    Why this is correct

    Preamble override provides a system-level instruction that can steer the model's behavior toward relevance.

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