Describe features of Natural Language Processing workloads on Azure →mediumMultiple ChoiceObjective-mapped
AI-900 Practice Question: Describe features of Natural Language Processing workloads on Azure
What is 'text moderation' in Azure AI Content Safety for NLP workloads?
⚠ Common exam trap
It's easy for candidates to confuse text moderation (harmful content detection with severity scores) with other NLP tasks like grammar correction, spam filtering, or PII redaction, all of which are distinct Azure AI services.
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
✓
AI analysis of text for hate, violence, sexual, and self-harm content with per-category severity scores
Text moderation in Azure AI Content Safety uses trained NLP models to analyze text and assign severity scores (0-7) for four harm categories: hate, violence, sexual, and self-harm. This allows content filtering based on policy thresholds, not simple keyword matching. Option B correctly describes this AI-driven analysis with per-category severity scoring.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Grammatically correcting and editing text for quality before publishing
Why it's wrong here
Grammar correction is text editing — content moderation detects harmful content categories, not writing quality issues.
- ✓
AI analysis of text for hate, violence, sexual, and self-harm content with per-category severity scores
Why this is correct
Text moderation understands context to classify harmful categories — enabling configurable content filtering with severity levels.
- ✗
Moderating the volume of text content uploaded by users to prevent spam
Why it's wrong here
Spam detection is a volume/frequency problem — text moderation evaluates the harmful content in text, not the quantity.
- ✗
Identifying and removing personally identifiable information from text before processing
Why it's wrong here
PII removal is data privacy protection — text moderation focuses on harmful content categories (hate, violence, sexual, self-harm).
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