FewNERD

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 SpanMarker-BERT-Base-FewNERD-Fine-Super.

This provider will support you with Span Labeling task for your Named Entity Recognition model.

You can download the FewNERD label set below:

1KB

fewnerd-labelset.csv

FewNERD Labelset

ML Assisted with FewNERD

Model Details

• 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.

Usage

• 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:

Label	Examples
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"