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Implementation And IntegrationmediumMultiple SelectObjective-mapped

AIP-C01 Implementation And Integration Practice Question

Which THREE techniques are commonly used to mitigate hallucinations in RAG applications?

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

Adding 'I don't know' as a fallback response

System prompts, retrieval-augmented generation (RAG) itself, and strict source citation reduce hallucinations.

Answer analysis

Option-by-option breakdown

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

  • Adding 'I don't know' as a fallback response

    Why this is correct

    Prevents guessing.

  • Using the longest possible output token limit

    Why it's wrong here

    Longer output increases hallucination risk.

  • Requiring the model to provide citations

    Why this is correct

    Increases transparency and accuracy.

  • Instructing the model to only answer based on provided context

    Why this is correct

    Limits the model's knowledge scope.

  • Increasing the inference temperature

    Why it's wrong here

    High temperature increases hallucinations.

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official Amazon Web Services exam blueprint

This AIP-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 AIP-C01 exam.