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AIF-C01 Practice Question: A company uses Amazon Bedrock to generate…

A company uses Amazon Bedrock to generate marketing copy. They want to evaluate the quality of generated text against human-written reference texts using automated metrics. Which metric measures the overlap of n-grams between generated and reference text?

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

ROUGE

ROUGE measures n-gram overlap and is commonly used for summarisation. BLEU is for translation, BERTScore uses embeddings, and Perplexity measures language model confidence.

Answer analysis

Option-by-option breakdown

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

  • Perplexity

    Why it's wrong here

    Perplexity measures how well a model predicts text, not overlap with references.

  • BLEU

    Why it's wrong here

    BLEU measures precision of n-grams and is more common for translation.

  • ROUGE

    Why this is correct

    ROUGE (Recall-Oriented Understudy for Gisting Evaluation) measures n-gram overlap.

  • BERTScore

    Why it's wrong here

    BERTScore uses contextual embeddings, not simple n-gram overlap.

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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.