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ResearchFormerly WizWand

Entity Linking on AIDA B

0.832Macro F1base model + att + global
0.214240.374620.5350.69538Aug 23, 2018Dec 9, 2018Mar 27, 2019Jul 13, 2019Oct 29, 2019Feb 14, 2020Jun 2, 2020
Updated 8mo ago

Evaluation results

MethodLinks
base model + att + globalAttention=true, Global modeling=true2018.080.8320.828
base model + att + global2018.080.8260.824
SOTA NLPProtocol=Strong matching2020.060.8260.824
base model + attAttention=true, Global modeling=false2018.080.8240.826
base model + att2018.080.8190.823
base modelAttention=false, Global modeling=false2018.080.8170.808
REL (2014)Protocol=Strong matching, Reference KB=Wikipedia 2014, Embeddings=[8]2020.060.8130.833
base model2018.080.8110.805
REL (2019)Protocol=Strong matching, Reference KB=Wikipedia 2019-07, Embeddings=Wikipedia2Vec2020.060.7860.805
ED base model + att + globalAttention=true, Global modeling=true, Mention detection source=Stanford NER mentions2018.080.7390.75
ED base model + att + global using Stanford NER mentionsMention detection source=Stanford NER2018.080.7330.746
AIDA2018.080.7230.735
Best baseline2018.080.7230.736
AIDA2018.080.7190.728
WAT2018.080.7160.736
WAT2018.080.7080.73
WATProtocol=Strong matching2020.060.7080.73
FOX2018.080.5840.574
FOX2018.080.5810.57
DBpedia Spotlight2018.080.5310.588
DBpedia Spotlight2018.080.520.578
DBpedia SpotlightProtocol=Strong matching2020.060.520.578
Entityclassifier.eu2018.080.4530.476
Babelfy2018.080.4330.495
Entityclassifier.eu2018.080.4290.45
Babelfy2018.080.4240.485
Kea2018.080.4210.447
Kea2018.080.390.423
FREME2018.080.2430.37
FREME2018.080.2380.363