You are developing an application that categorizes news articles into predefined topics (e.g., Sports, Politics, Technology). An article can only belong to one topic. Which Azure AI Language feature should you use?

Direct Answer (Verified)Reviewed by Sunny (Senior Cloud Engineer)

Correct Answer: Single-label Text Classification

Single-label text classification is used when each document is assigned exactly one class or category from a predefined set. Multi-label is used when a document can belong to multi...

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Real Exam ScenarioAzure AI Language

You are developing an application that categorizes news articles into predefined topics (e.g., Sports, Politics, Technology). An article can only belong to one topic. Which Azure AI Language feature should you use?

โœ“ Correct Answer & ExplanationAzure AI Language

Correct Answer

Single-label Text Classification

Why This Answer Is Correct

Single-label text classification is used when each document is assigned exactly one class or category from a predefined set. Multi-label is used when a document can belong to multiple categories simultaneously.

๐Ÿ“š What This Question Tests

This question evaluates your knowledge of Azure AI Language โ€” a core concept tested in Microsoft Certified: Azure AI Engineer Associate (AI-102). Understanding Azure AI Language is essential for designing scalable, secure, and cost-effective cloud architectures. Mastery of this topic will help you answer scenario-based questions confidently on exam day.