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Supported Named Entity Recognition (NER) entity categories and entity types

Use this article to find the entity categories that can be returned by Named Entity Recognition (NER). NER runs a predictive model to identify and categorize named entities from an input document.

Note

  • Starting from API version 2023-04-15-preview, the category and subcategory fields are replaced with entity types and tags to introduce better flexibility.

Type: Person

This type contains the following entity:

Entity

Person

Details

Names of people.

Supported document languages

ar, cs, da, nl, en, fi, fr, de, he,
hu, it, ja, ko, no, pl, pt-br, pt-pt, ru, es, sv, tr

Type: PersonType

This type contains the following entity:

Entity

PersonType

Details

Job types or roles held by a person

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Type: Location

This type contains the following entity:

Entity

Location

Details

Natural and human-made landmarks, structures, geographical features, and geopolitical entities.

Supported document languages

ar, cs, da, nl, en, fi, fr, de, he, hu, it, ja, ko, no, pl, pt-br, pt-pt, ru, es, sv, tr

Subtype

The entity in this type can have the following subtypes.

Entity subtype

Geopolitical Entity (GPE)

Details

Cities, countries/regions, states.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Structural

Manmade structures.

en

Geographical

Geographic and natural features such as rivers, oceans, and deserts.

en

Type: Organization

This type contains the following entity:

Entity

Organization

Details

Companies, political groups, musical bands, sport clubs, government bodies, and public organizations. Nationalities and religions are not included in this entity type.

Supported document languages

ar, cs, da, nl, en, fi, fr, de, he, hu, it, ja, ko, no, pl, pt-br, pt-pt, ru, es, sv, tr

Subtype

The entity in this type can have the following subtype.

Entity subtype

Medical

Details

Medical companies and groups.

Supported document languages

en

Stock exchange

Stock exchange groups.

en

Sports

Sports-related organizations.

en

Type: Event

This type contains the following entity:

Entity

Event

Details

Historical, social, and naturally occurring events.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt and pt-br

Subtypes

The entity in this type can have the following subtype.

Entity subtype

Cultural

Details

Cultural events and holidays.

Supported document languages

en

Natural

Naturally occurring events.

en

Sports

Sporting events.

en

Type: Product

This type contains the following entity:

Entity

Product

Details

Physical objects of various types.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Subtype

The entity in this type can have the following subtype.

Entity subtype

Computing products

Details

Computing products.

Supported document languages

en

Type: Skill

This type contains the following entity:

Entity

Skill

Details

A capability, skill, or expertise.

Supported document languages

en , es, fr, de, it, pt-pt, pt-br

Type: Address

This type contains the following entity:

Entity

Address

Details

Full mailing address.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Type: PhoneNumber

This type contains the following entity:

Entity

PhoneNumber

Details

Phone numbers (US and EU phone numbers only).

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt pt-br

Type: Email

This type contains the following entity:

Entity

Email

Details

Email addresses.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Type: URL

This type contains the following entity:

Entity

URL

Details

URLs to websites.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Type: IP

This type contains the following entity:

Entity

IP

Details

network IP addresses.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Type: DateTime

This type contains the following entities:

Entity

DateTime

Details

Dates and times of day.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Entities in this type can have the following subtypes

Subtypes

The entity in this type can have the following subtypes.

Entity subtype

Date

Details

Calender dates.

Supported document languages

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Time

Times of day.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

DateRange

Date ranges.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

TimeRange

Time ranges.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Duration

Durations.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Set

Set, repeated times.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Type: Quantity

This type contains the following entities:

Entity

Quantity

Details

Numbers and numeric quantities.

Supported document languages

en, es, fr, de, it, zh-hans, ja, ko, pt-pt, pt-br

Subtypes

The entity in this type can have the following subtypes.

Entity subtype

Number

Details

Numbers.

Supported document languages

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Percentage

Percentages

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Ordinal numbers

Ordinal numbers.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Age

Ages.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Currency

Currencies

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Dimensions

Dimensions and measurements.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

Temperature

Temperatures.

en, es, fr, de, it, zh-hans, pt-pt, pt-br

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