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AI0-001 Implementing AI Solutions Practice Question

A team is implementing a RAG system for a large legal document repository. They need to chunk the documents for efficient retrieval. The documents contain long sections with subsections, and the team wants to preserve the hierarchical structure. Which chunking strategy is MOST appropriate?

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

Hierarchical chunking that preserves section and subsection boundaries

Hierarchical chunking preserves the document structure by maintaining parent-child relationships, which is crucial for legal documents where context from headings matters. Fixed-size may break logical sections; semantic chunking splits by topic but loses hierarchy; overlapping chunks help continuity but don't preserve structure.

Answer analysis

Option-by-option breakdown

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

  • Hierarchical chunking that preserves section and subsection boundaries

    Why this is correct

    Hierarchical chunking maintains the document's structure, allowing retrieval of relevant subsections along with their parent context, essential for legal documents.

  • Overlapping chunking with a 10% token overlap

    Why it's wrong here

    Overlapping chunks help with continuity but do not preserve hierarchical structure; they are often used with fixed-size chunking.

  • Semantic chunking based on topic segmentation

    Why it's wrong here

    Semantic chunking groups related content but does not inherently preserve hierarchical relationships like sections and subsections.

  • Fixed-size chunking with 512 tokens per chunk

    Why it's wrong here

    Fixed-size chunking ignores document structure, potentially splitting sections in the middle and losing context.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AI0-001 practice question is part of Courseiva's free CompTIA 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 AI0-001 exam.