FewNERD
Last updated
Last updated
Supported Labeling Types: Span Labeling
Datasaur's implementation of FewNERD (Few-shot Named Entity Recognition Dataset) represents a significant advancement in fine-grained entity recognition capability. This state-of-the-art model delivers unprecedented granularity in entity classification, enabling more precise document understanding and information extraction than traditional NER systems. The model used is sourced from .
This provider will support you with Span Labeling task for your Named Entity Recognition model.
You can download the FewNERD label set below:
Built on SpanMarker, a specialized span-based approach to NER that outperforms traditional token classification methods
FewNERD provides a unique combination of 66 fine-grained entity types organized within a hierarchical structure of 8 coarse-grained types.
This allows for more precise entity identification, distinguishing between general categories (e.g., people, places) and more specific subtypes (e.g., musicians, companies, medical conditions).
The model is optimized for NER tasks, making it particularly effective for structured information extraction.
Hosted locally within the Datasaur Intelligence container for consistent performance and data security.
This provider supports Span Labeling tasks for Named Entity Recognition (NER) models.
It allows for fine-grained classification of entities within a text, offering more detailed insights compared to traditional NER approaches.
The hierarchical entity structure improves classification accuracy and contextual understanding.
Here are some examples of labels from the FewNERD label set:
art-broadcastprogram
"Street Cents", "Corazones", "The Gale Storm Show : Oh , Susanna"
art-film
"Bosch", "L'Atlantide", "Shawshank Redemption"
art-music
"Atkinson , Danko and Ford ( with Brockie and Hilton )", "Champion Lover", "Hollywood Studio Symphony"
art-other
"Aphrodite of Milos", "Venus de Milo", "The Today Show"
art-painting
"Production/Reproduction", "Touit", "Cofiwch Dryweryn"
art-writtenart
"Imelda de ' Lambertazzi", "Time", "The Seven Year Itch"
building-airport
"Luton Airport", "Newark Liberty International Airport", "Sheremetyevo International Airport"
building-hospital
"Hokkaido University Hospital", "Yeungnam University Hospital", "Memorial Sloan-Kettering Cancer Center"
building-hotel
"The Standard Hotel", "Radisson Blu Sea Plaza Hotel", "Flamingo Hotel"
building-library
"British Library", "Berlin State Library", "Bayerische Staatsbibliothek"
building-other
"Communiplex", "Alpha Recording Studios", "Henry Ford Museum"
building-restaurant
"Fatburger", "Carnegie Deli", "Trumbull"
building-sportsfacility
"Glenn Warner Soccer Facility", "Boston Garden", "Sports Center"
building-theater
"Pittsburgh Civic Light Opera", "Sanders Theatre", "National Paris Opera"
event-attack/battle/war/militaryconflict
"Easter Offensive", "Vietnam War", "Jurist"
event-disaster
"the 1912 North Mount Lyell Disaster", "1693 Sicily earthquake", "1990s North Korean famine"
event-election
"March 1898 elections", "1982 Mitcham and Morden by-election", "Elections to the European Parliament"
event-other
"Eastwood Scoring Stage", "Union for a Popular Movement", "Masaryk Democratic Movement"
event-protest
"French Revolution", "Russian Revolution", "Iranian Constitutional Revolution"
event-sportsevent
"National Champions", "World Cup", "Stanley Cup"
location-GPE
"Mediterranean Basin", "the Republic of Croatia", "Croatian"
location-bodiesofwater
"Atatürk Dam Lake", "Norfolk coast", "Arthur Kill"
location-island
"Laccadives", "Staten Island", "new Samsat district"
location-mountain
"Salamander Glacier", "Miteirya Ridge", "Ruweisat Ridge"
location-other
"Northern City Line", "Victoria line", "Cartuther"
location-park
"Gramercy Park", "Painted Desert Community Complex Historic District", "Shenandoah National Park"
location-road/railway/highway/transit
"Friern Barnet Road", "Newark-Elizabeth Rail Link", "NJT"
organization-company
"Dixy Chicken", "Texas Chicken", "Church 's Chicken"
organization-education
"MIT", "Belfast Royal Academy and the Ulster College of Physical Education", "Barnard College"
organization-government/governmentagency
"Congregazione dei Nobili", "Diet", "Supreme Court"
organization-media/newspaper
"TimeOut Melbourne", "Clash", "Al Jazeera"
organization-other
"Defence Sector C", "IAEA", "4th Army"
organization-politicalparty
"Shimpotō", "Al Wafa ' Islamic", "Kenseitō"
organization-religion
"Jewish", "Christian", "UPCUSA"
organization-showorganization
"Lizzy", "Bochumer Symphoniker", "Mr. Mister"
organization-sportsleague
"China League One", "First Division", "NHL"
organization-sportsteam
"Tottenham", "Arsenal", "Luc Alphand Aventures"
other-astronomything
"Zodiac", "Algol", "`` Caput Larvae ''"
other-award
"GCON", "Order of the Republic of Guinea and Nigeria", "Grand Commander of the Order of the Niger"
other-biologything
"N-terminal lipid", "BAR", "Amphiphysin"
other-chemicalthing
"uranium", "carbon dioxide", "sulfur"
other-currency
"$", "Travancore Rupee", "lac crore"
other-disease
"French Dysentery Epidemic of 1779", "hypothyroidism", "bladder cancer"
other-educationaldegree
"Master", "Bachelor", "BSc ( Hons ) in physics"
other-god
"El", "Fujin", "Raijin"
other-language
"Breton-speaking", "English", "Latin"
other-law
"Thirty Years ' Peace", "Leahy–Smith America Invents Act ( AIA", "United States Freedom Support Act"
other-livingthing
"insects", "monkeys", "patchouli"
other-medical
"Pediatrics", "amitriptyline", "pediatrician"
person-actor
"Ellaline Terriss", "Tchéky Karyo", "Edmund Payne"
person-artist/author
"George Axelrod", "Gaetano Donizett", "Hicks"
person-athlete
"Jaguar", "Neville", "Tozawa"
person-director
"Bob Swaim", "Richard Quine", "Frank Darabont"
person-other
"Richard Benson", "Holden", "Campbell"
person-politician
"William", "Rivière", "Emeric"
person-scholar
"Stedman", "Wurdack", "Stalmine"
person-soldier
"Helmuth Weidling", "Krukenberg", "Joachim Ziegler"
product-airplane
"Luton", "Spey-equipped FGR.2s", "EC135T2 CPDS"
product-car
"100EX", "Corvettes - GT1 C6R", "Phantom"
product-food
"red grape", "yakiniku", "V. labrusca"
product-game
"Airforce Delta", "Hardcore RPG", "Splinter Cell"
product-other
"Fairbottom Bobs", "X11", "PDP-1"
product-ship
"Congress", "Essex", "HMS `` Chinkara ''"
product-software
"AmiPDF", "Apdf", "Wikipedia"
product-train
"High Speed Trains", "55022", "Royal Scots Grey"
product-weapon
"AR-15 's", "ZU-23-2M Wróbel", "ZU-23-2MR Wróbel II"
