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Implement information extraction solutions Questions

Practice questions for Implement information extraction solutions topic in Microsoft Certified: Azure AI Apps and Agents Developer Associate. 25 questions covering this domain.

25 questions7 easy12 medium6 hard
Q1
easy

Which Azure service is designed to turn unstructured documents, images, video, and audio into markdown or schema-aligned JSON with confidence scores a...

Q2
medium

A loan-processing app must combine OCR, layout analysis, and field extraction to pull structured values from complex documents. Which service best fit...

Q3
medium

A RAG ingestion pipeline must preserve document layout and make charts and diagrams searchable by describing them. Which service should the engineer a...

Q4
medium

An Azure AI Search indexer runs a skillset that produces transformed content. Which mechanism maps those skill outputs into fields in the search index...

Q5
hard

A team wants enriched search pipeline output stored in Azure Storage for downstream analytics and multimodal exploration, not just query-time search. ...

Q6
easy

In Azure Content Understanding, which field generation method is used to choose from a predefined set of categories?

Q7
medium

You build an Azure AI Search indexer pipeline that enriches documents using OCR and key phrase extraction during indexing. Which Search feature config...

Q8
medium

To support RAG over chunked documents, your indexer needs to emit one search index document per chunk while keeping a parent-document relationship. Wh...

Q9
medium

You need to detect and extract barcodes that appear in scanned warehouse documents using Document Intelligence. Which feature should you request?

Q10
medium

Your scanned tax forms have very small fonts and dense layouts. Standard OCR misses some characters. Which Document Intelligence add-on should you ena...

Q11
hard

Your team must extract structured fields from a novel contract template that no prebuilt model handles, with only 25 labeled samples available. Which ...

Q12
easy

Which Azure AI Document Intelligence prebuilt model is best suited to extract vendor, total, line items, and tax from supplier bills?

Q13
easy

Which Azure AI Search concept links skillset outputs from the enriched document to specific fields in the destination search index?

Q14
medium

A team builds an Azure AI Search indexer pipeline to OCR scanned PDFs, extract key phrases, and store all enriched data so that a downstream analytics...

Q15
hard

A document processing team has 30 labeled samples of a novel contract format that no prebuilt model handles. They need to extract 15 custom fields fro...

Q16
medium

An Azure AI Search indexer uses an integrated skillset that produces chunked text segments per document. A RAG pipeline needs each chunk as a separate...

Q17
hard

An RAG pipeline must ingest a corpus of technical manuals that include circuit diagrams and specification tables. The pipeline must make both the text...

Q18
easy

Which Azure AI Document Intelligence prebuilt model is purpose-built to extract fields from government-issued identity documents such as passports and...

Q19
medium

A legal document platform needs an Azure AI Search RAG pipeline where each retrieved unit is a single paragraph (chunk) from a larger contract documen...

Q20
medium

A knowledge-mining pipeline must extract a field called 'equipment_serial_number' from maintenance logs without training a custom model. The field nam...

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