relation
stringlengths
13
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head
stringlengths
2
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head_type
stringlengths
3
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tail
stringlengths
2
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tail_type
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3
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concept:leaguecoaches
MLB
sportsleague
Joe Torre
coach
concept:leaguecoaches
MLB
sportsleague
Curtis Granderson
personmexico
concept:leaguecoaches
MLB
sportsleague
Seth Smith
coach
concept:leaguecoaches
MLB
sportsleague
John Mcgraw
coach
concept:leaguecoaches
MLB
sportsleague
Jack Morris
personmexico
concept:leaguecoaches
NHL
sportsleague
John Fox
coach
concept:leaguecoaches
NHL
sportsleague
Bruce Boudreau
coach
concept:leaguecoaches
NHL
sportsleague
Kenny Natt
coach
concept:leaguecoaches
NHL
sportsleague
Terry Murray
coach
concept:leaguecoaches
NHL
sportsleague
Paul Byrd
personmexico
concept:leaguecoaches
NHL
sportsleague
Mike Babcock
coach
concept:leaguecoaches
NHL
sportsleague
Al Arbour
coach
concept:leaguecoaches
NFL
sportsleague
Byron Scott
coach
concept:leaguecoaches
NFL
sportsleague
Jeff Fisher
coach
concept:leaguecoaches
NFL
sportsleague
Tomlin
coach
concept:leaguecoaches
NFL
sportsleague
Mike Tomlin
coach
concept:leaguecoaches
NFL
sportsleague
Chuck Noll
coach
concept:leaguecoaches
NFL
sportsleague
George Allen
coach
concept:leaguecoaches
NFL
sportsleague
Tom Coughlin
coach
concept:leaguecoaches
NFL
sportsleague
Bill Parcells
coach
concept:leaguecoaches
NFL
sportsleague
Eric Mangini
coach
concept:leaguecoaches
NFL
sportsleague
Lovie Smith
coach
concept:leaguecoaches
NFL
sportsleague
Bill Belichick
coach
concept:leaguecoaches
NFL
sportsleague
Joe Gibbs
coach
concept:leaguecoaches
NFL
sportsleague
Jim Zorn
athlete
concept:leaguecoaches
NFL
sportsleague
Josh Mcdaniels
coach
concept:leaguecoaches
NFL
sportsleague
Dan Reeves
coach
concept:leaguecoaches
NFL
sportsleague
Jim Mora
coach
concept:leaguecoaches
NFL
sportsleague
Bill Cowher
coach
concept:leaguecoaches
NFL
sportsleague
Bill Walsh
coach
concept:leaguecoaches
NFL
sportsleague
Vermeil
coach
concept:leaguecoaches
NFL
sportsleague
Mike Mularkey
coach
concept:leaguecoaches
NFL
sportsleague
Brad Childress
coach
concept:leaguecoaches
NFL
sportsleague
Cj Watson
personmexico
concept:leaguecoaches
NFL
sportsleague
Mike Ditka
coach
concept:leaguecoaches
NFL
sportsleague
Jeremy Bates
coach
concept:leaguecoaches
NFL
sportsleague
Mike Smith
coach
concept:leaguecoaches
NFL
sportsleague
Bud Grant
coach
concept:leaguecoaches
NFL
sportsleague
Mike Holmgren
coach
concept:leaguecoaches
NFL
sportsleague
Smith
coach
concept:leaguecoaches
NFL
sportsleague
Andy Reid
coach
concept:leaguecoaches
NFL
sportsleague
Paul Brown
coach
concept:leaguecoaches
NFL
sportsleague
Reggie Wayne
coach
concept:leaguecoaches
NFL
sportsleague
Vince Lombardi
coach
concept:leaguecoaches
NFL
sportsleague
Gary Carter
male
concept:leaguecoaches
NBA
sportsleague
Ed Tapscott
coach
concept:leaguecoaches
NBA
sportsleague
Hedo Turkoglu
athlete
concept:leaguecoaches
NBA
sportsleague
Pat Riley
coach
concept:leaguecoaches
NBA
sportsleague
Mike Woodson
coach
concept:leaguecoaches
NBA
sportsleague
Phil Jackson
coach
concept:leaguecoaches
NBA
sportsleague
Erik Spoelstra
coach
concept:leaguecoaches
NBA
sportsleague
Scott Skiles
coach
concept:leaguecoaches
NBA
sportsleague
Marc Iavaroni
coach
concept:leaguecoaches
NBA
sportsleague
Doc Rivers
coach
concept:leaguecoaches
NBA
sportsleague
Gregg Popovich
coach
concept:leaguecoaches
NBA
sportsleague
Jerry Sloan
coach
concept:leaguecoaches
NBA
sportsleague
Van Gundy
coach
concept:leaguecoaches
NBA
sportsleague
Jj Redick
athlete
concept:leaguecoaches
NBA
sportsleague
Eddie Jordan
coach
concept:leaguecoaches
NBA
sportsleague
Ben Wallace
coach
concept:leaguecoaches
NBA
sportsleague
Mike D Antoni
coach
concept:leaguecoaches
NBA
sportsleague
Zach Miner
coach
concept:leaguecoaches
NBA
sportsleague
Al Harrington
coach
concept:leaguecoaches
NBA
sportsleague
Lebron James
personus
concept:leaguecoaches
NBA
sportsleague
Francisco Elson
coach
concept:leaguecoaches
NBA
sportsleague
Ike Brown
coach
concept:leaguecoaches
NBA
sportsleague
Jose Juan Barea
personus
concept:leaguecoaches
NBA
sportsleague
Vinny Del Negro
coach
concept:leaguecoaches
Afl
sportsleague
Bill Callahan
coach
concept:leaguecoaches
Afl
sportsleague
Tom Cable
coach
concept:leaguecoaches
Afl
sportsleague
John Madden
coach
concept:airportincity
Arlanda
airport
Stockholm
geopoliticallocation
concept:airportincity
Spokane International
airport
Spokane
city
concept:airportincity
Faro Airport
airport
Faro
city
concept:airportincity
Faleolo
airport
Samoa
city
concept:airportincity
Lester B Pearson International Airport
airport
Toronto
city
concept:airportincity
Dulles
building
Washington D C
city
concept:airportincity
Bristol International
transportation
Bristol
city
concept:airportincity
Duluth International
airport
Duluth
city
concept:airportincity
La Guardia
airport
New York
city
concept:airportincity
East Midlands Airport
airport
East Midlands
city
concept:airportincity
Bangor International
airport
Bangor
geopoliticallocation
concept:airportincity
Chek Lap Kok
airport
Hong Kong
city
concept:airportincity
Haneda Airport
transportation
Tokyo
city
concept:airportincity
Barcelona El Prat
airport
Barcelona
city
concept:airportincity
Prestwick Airport
airport
Central London
geopoliticallocation
concept:airportincity
Ercan
airport
North Cyprus
city
concept:airportincity
Narita International
airport
Tokyo
city
concept:airportincity
Lehigh Valley International
airport
Allentown
city
concept:airportincity
Port Columbus International Airport
airport
Columbus
city
concept:airportincity
Belfast Airport
airport
Belfast
city
concept:airportincity
Nimes Airport
airport
Nimes
city
concept:airportincity
Phoenix Sky Harbor International Airport
airport
Scottsdale
geopoliticallocation
concept:airportincity
Eagle County
airport
Vail
city
concept:airportincity
Boston Airport
transportation
Boston
city
concept:airportincity
Laguardia
airport
New York
city
concept:airportincity
Tucson International
airport
Tucson
city
concept:airportincity
William P Hobby
transportation
Houston
city
concept:airportincity
Helsinki Vantaa Airport
transportation
Helsinki
city
concept:airportincity
Calgary International Airport
airport
Banff
city

Dataset Card for "relbert/nell"

Dataset Summary

This is NELL-ONE dataset for the few-shots link prediction proposed in https://aclanthology.org/D18-1223/. Please see NELL paper to know more about the original dataset.

  • Number of instances
train validation test
number of pairs 5498 878 1352
number of unique relation types 32 4 6
  • Number of pairs in each relation type
number of pairs (train) number of pairs (validation) number of pairs (test)
concept:airportincity 210 0 0
concept:athleteledsportsteam 424 0 0
concept:automobilemakercardealersinstateorprovince 78 0 0
concept:bankboughtbank 58 0 0
concept:ceoof 271 0 0
concept:cityradiostation 99 0 0
concept:citytelevisionstation 316 0 0
concept:countriessuchascountries 100 0 0
concept:countrycapital 211 0 0
concept:countryhascitizen 182 0 0
concept:countryoforganizationheadquarters 166 0 0
concept:countrystates 169 0 0
concept:drugpossiblytreatsphysiologicalcondition 91 0 0
concept:fatherofperson 108 0 0
concept:fooddecreasestheriskofdisease 1 0 0
concept:hasofficeincountry 283 0 0
concept:leaguecoaches 71 0 0
concept:leaguestadiums 279 0 0
concept:musicartistmusician 118 0 0
concept:musicgenressuchasmusicgenres 107 0 0
concept:organizationnamehasacronym 61 0 0
concept:personalsoknownas 78 0 0
concept:personleadsgeopoliticalorganization 120 0 0
concept:personmovedtostateorprovince 225 0 0
concept:politicianrepresentslocation 258 0 0
concept:politicianusholdsoffice 216 0 0
concept:statehascapital 151 0 0
concept:stateorprovinceoforganizationheadquarters 118 0 0
concept:teamhomestadium 138 0 0
concept:teamplaysincity 338 0 0
concept:topmemberoforganization 354 0 0
concept:wifeof 99 0 0
concept:bankbankincountry 0 229 0
concept:cityalsoknownas 0 356 0
concept:parentofperson 0 217 0
concept:politicalgroupofpoliticianus 0 76 0
concept:automobilemakerdealersincity 0 0 177
concept:automobilemakerdealersincountry 0 0 96
concept:geopoliticallocationresidenceofpersion 0 0 143
concept:politicianusendorsespoliticianus 0 0 386
concept:producedby 0 0 209
concept:teamcoach 0 0 341
  • Number of entity types
head (train) tail (train) head (validation) tail (validation) head (test) tail (test)
actor 6 2 0 0 0 0
airport 152 0 0 0 0 0
astronaut 4 0 0 1 0 1
athlete 353 21 1 2 0 59
attraction 4 1 0 0 0 0
automobilemaker 131 29 0 0 273 54
bank 109 126 144 0 0 0
biotechcompany 14 80 0 0 0 10
building 4 0 0 0 0 0
celebrity 6 5 0 0 4 2
ceo 423 0 0 0 0 0
city 342 852 316 316 42 161
coach 29 61 0 3 0 245
comedian 1 0 0 0 0 0
company 76 549 1 0 1 144
country 755 455 0 197 27 91
county 36 39 11 11 10 4
creditunion 1 0 0 0 0 0
criminal 3 0 1 0 0 1
director 2 0 0 0 0 1
drug 91 0 0 0 1 0
female 116 8 38 9 3 3
geopoliticallocation 184 112 96 29 24 8
geopoliticalorganization 28 68 8 21 1 7
governmentorganization 25 95 74 0 0 0
island 15 4 4 6 1 0
journalist 4 0 0 0 0 1
male 132 78 37 52 1 5
model 2 0 0 0 0 0
monarch 4 3 4 1 0 0
museum 1 5 0 0 0 0
musicartist 118 5 0 0 0 0
musicgenre 107 107 0 0 0 0
musician 5 124 0 0 0 0
newspaper 3 2 0 0 0 0
organization 23 86 1 1 32 2
person 350 256 116 131 0 96
personafrica 1 3 0 0 0 0
personasia 1 3 0 0 0 0
personaustralia 38 5 0 0 0 5
personcanada 19 14 0 0 0 0
personeurope 9 7 14 4 0 1
personmexico 57 14 0 0 0 20
personnorthamerica 9 6 0 0 0 3
personsouthamerica 1 1 0 17 0 0
personus 41 21 2 0 1 6
planet 1 0 0 0 0 1
politician 107 5 0 1 23 58
politicianus 408 12 3 71 352 360
politicsblog 2 3 0 0 0 0
port 7 0 0 0 0 0
professor 7 2 0 0 1 0
publication 1 21 0 0 0 0
recordlabel 1 13 0 0 0 0
retailstore 1 15 0 0 0 0
school 54 1 0 0 11 0
scientist 5 2 0 1 0 0
sportsleague 356 12 0 0 0 0
sportsteam 392 430 0 0 295 0
stateorprovince 254 602 0 0 38 0
transportation 36 2 0 0 0 0
university 3 15 0 0 0 0
visualizablescene 20 7 3 3 3 3
visualizablething 1 1 1 1 0 0
website 7 31 0 0 0 0
caf_ 0 1 0 0 0 0
continent 0 1 0 0 0 0
disease 0 92 0 0 0 0
hotel 0 1 0 0 0 0
magazine 0 5 0 0 0 0
nongovorganization 0 4 0 0 0 0
nonprofitorganization 0 2 0 0 0 0
park 0 1 0 0 0 0
petroleumrefiningcompany 0 6 0 0 0 0
politicaloffice 0 216 0 0 0 0
politicalparty 0 6 2 0 0 0
radiostation 0 93 0 0 0 0
river 0 4 0 0 0 0
stadiumoreventvenue 0 417 0 0 0 0
televisionnetwork 0 1 0 0 0 0
televisionstation 0 221 0 0 0 0
trainstation 0 2 0 0 0 0
writer 0 3 1 0 0 0
zoo 0 1 0 0 0 0
automobilemodel 0 0 0 0 100 0
product 0 0 0 0 62 0
software 0 0 0 0 42 0
videogame 0 0 0 0 4 0

Dataset Structure

An example of test looks as below.

{
  "relation": "concept:producedby",
  "head": "Toyota Tacoma",
  "head_type": "automobilemodel",
  "tail": "Toyota",
  "tail_type": "automobilemaker"
}

Citation Information

@inproceedings{xiong-etal-2018-one,
    title = "One-Shot Relational Learning for Knowledge Graphs",
    author = "Xiong, Wenhan  and
      Yu, Mo  and
      Chang, Shiyu  and
      Guo, Xiaoxiao  and
      Wang, William Yang",
    booktitle = "Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing",
    month = oct # "-" # nov,
    year = "2018",
    address = "Brussels, Belgium",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/D18-1223",
    doi = "10.18653/v1/D18-1223",
    pages = "1980--1990",
    abstract = "Knowledge graphs (KG) are the key components of various natural language processing applications. To further expand KGs{'} coverage, previous studies on knowledge graph completion usually require a large number of positive examples for each relation. However, we observe long-tail relations are actually more common in KGs and those newly added relations often do not have many known triples for training. In this work, we aim at predicting new facts under a challenging setting where only one training instance is available. We propose a one-shot relational learning framework, which utilizes the knowledge distilled by embedding models and learns a matching metric by considering both the learned embeddings and one-hop graph structures. Empirically, our model yields considerable performance improvements over existing embedding models, and also eliminates the need of re-training the embedding models when dealing with newly added relations.",
}
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