Exam AI-102 topic 3 question 38 discussion

NNY is the answer. https://learn.microsoft.com/en-us/azure/cognitive-services/language-service/entity-linking/overview Entity linking is one of the features offered by Azure Cognitive Service for Language, a collection of machine learning and AI algorithms in the cloud for developing intelligent applications that involve written language. Entity linking identifies and disambiguates the identity of entities found in text. For example, in the sentence "We went to Seattle last week.", the word "Seattle" would be identified, with a link to more information on Wikipedia.

Y N Y https://learn.microsoft.com/en-us/rest/api/cognitiveservices-textanalytics/3.0/entities-linking/entities-linking?tabs=HTTP

N Y Y is correct First N - there should be additional code shown like "response.doc.primary_language.name". It is not shown (the language detection is available though) Second Y - Third Y - "LinkedEntity contains a link to the well-known recognized entity in text. The link comes from a data source like Wikipedia or Bing. It additionally includes all of the matches of this entity found in the document."

i dont know what image you guys are referring to but this doesnt make sense at all.

NNY - LinkedEntity.Url normally contains a link to wikipedia

No No Yes

No No Yes

While the MS Learn specifically mention Wikipedia, the Class Doc for LinkedEnty refers to Bing. https://learn.microsoft.com/en-us/java/api/com.azure.ai.textanalytics.models.linkedentity?view=azure-java-stable So Bing answers are correct. => NYY

The code will detect the language of documents. No. The provided code doesn't include any language detection functionality. Azure Text Analytics does have separate language detection capabilities, but they aren't used in this snippet. The url attribute returned for each linked entity will be a Bing search link. No. The RecognizeLinkedEntities function in Azure Text Analytics usually returns links to more authoritative sources like Wikipedia, not general Bing search results. The matches attribute returned for each linked entity will provide the location in a document where the entity is referenced. Yes. The matches attribute within the response from RecognizeLinkedEntities provides details about where each recognized entity occurs in the input text. This includes information like character offsets, allowing you to locate the entity within the original text.

No, the code you provided does not detect the language of documents. It uses the RecognizeLinkedEntities method of the TextAnalyticsClient to identify and link entities in the text to more information on the web. Yes, the url attribute returned for each linked entity will be a Bing search link. This link provides more information about the entity. Yes, the matches attribute returned for each linked entity will provide the location in the document where the entity is referenced. It includes the text of the entity, its offset (the number of characters from the beginning of the document to the start of the entity), and its length (the number of characters of the entity).

Final Answer: N N Y

NNY Tried out and the response does not detect language. it just returns the language code sent in the request and only english and Spanish is supported. The version 3.1 returns Bing ID however all links returned are only wiki links

The code will detect the language of documents **No**. The provided code uses the RecognizeLinkedEntities method, which recognizes and classifies named entities in a document and links them to more information on the web. Yes. The RecognizeLinkedEntities method returns a list of recognized entities linked to more information on the web, typically in the form of a Bing search URL. Yes. For each linked entity recognized by the RecognizeLinkedEntities method, the matches attribute contains information about occurrences of that entity within the input text.

Incorrect image is displayed for me

N N Y he language that the document is written in. If unspecified, this value will be set to the default language in DefaultLanguage in the request sent to the service. If set to an empty string, the service will apply a model where the language is explicitly set to "None".

YNY https://learn.microsoft.com/en-us/dotnet/api/azure.ai.textanalytics.linkedentity?view=azure-dotnet

Properties of the Linked entity are: https://learn.microsoft.com/en-us/dotnet/api/azure.ai.textanalytics.linkedentity?view=azure-dotnet