Microsoft Azure AI Engineer Associate AI-102 Practice Question
You are building a Conversational Language Understanding project in Language Studio. You have already created a machine-learned entity named Itinerary that contains three child entities: Origin, Destination, and TravelDate. You want to add the training utterance:
"I want to fly from Seattle to Berlin on 5 August."
Which tagging strategy should you use to follow Microsoft's recommended practice for nested entities?
Tag each city word ("Seattle" and "Berlin") individually as Itinerary and tag "5 August" as TravelDate outside of any parent span.
Tag "Seattle" as Origin, "Berlin" as Destination, and "5 August" as TravelDate, with all three child tags nested inside a single Itinerary span.
Tag "Seattle", "Berlin", and "5 August" as separate machine-learned simple entities that are not connected to Itinerary.
Tag the span "Seattle to Berlin" as Itinerary only and do not label the child entities separately.
When using hierarchical (nested) entities in a Conversational Language Understanding project, each part of the utterance that corresponds to a child entity should be labelled individually, and those child labels should be nested inside the parent entity span. Labelling the entire phrase as the parent without marking the children prevents the model from learning where each specific value occurs, while labelling children outside the parent breaks the intended hierarchy. Therefore, the correct approach is to tag "Seattle" as Origin, "Berlin" as Destination, and "5 August" as TravelDate, all nested inside the single parent span Itinerary.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What is a hierarchical or nested entity in Language Studio?
Open an interactive chat with Bash
Why is it important to nest child entities under a parent in a Conversational Language Understanding project?
Open an interactive chat with Bash
What happens if you label child entities outside of the parent span in Language Studio?
Open an interactive chat with Bash
Microsoft Azure AI Engineer Associate AI-102
Implement natural language processing solutions
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .