Crucial Exams

AWS Certified AI Practitioner AIF-C01 Practice Question

A developer must send a 20-page FAQ document to a large language model that accepts a maximum of 4 000 tokens per request. Which action best illustrates the use of chunking before the document is stored for retrieval-augmented generation (RAG)?

  • Divide the document into multiple overlapping sections of roughly 500 tokens each and store each section separately.

  • Remove sentences that repeat information so the remaining text fits within the model's context window.

  • Convert every word in the document to its corresponding vocabulary ID before sending it to the model.

  • Generate one high-dimensional embedding vector that represents the entire document and store only that vector.

AWS Certified AI Practitioner AIF-C01
Fundamentals of Generative AI
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