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Entity Linking on AIDA A

89.8Micro F1base model + att + global
30.72846.06461.476.736Aug 23, 2018Oct 25, 2018Dec 28, 2018Mar 2, 2019May 4, 2019Jul 7, 2019Sep 9, 2019
Updated 8mo ago

Evaluation results

MethodLinks
base model + att + globalAttention=true, Global modeling=true2018.0889.887.2
base modelAttention=false, Global modeling=false2018.0889.587
base model + att + globalMatching criteria=strong matching, Model architecture components=base + local attention + global2018.0889.486.6
base model + attAttention=true, Global modeling=false2018.0889.387.1
base modelMatching criteria=strong matching, Mention detection=end-to-end2018.0889.186.6
ed base model + att + globalTraining set=AIDA-train set, Attention mechanism=true, Global context=true, Evaluation platform=Gerbil2018.088986.6
base model + attMatching criteria=strong matching, Model architecture components=base + local attention2018.0888.986.5
ed base model + attTraining set=AIDA-train set, Attention mechanism=true, Global context=false, Evaluation platform=Gerbil2018.0888.986
ed base modelTraining set=AIDA-train set, Attention mechanism=false, Global context=false, Evaluation platform=Gerbil2018.0888.886.5
Kolitsas et al. (2018)2019.0986.6—
KnowBert-W+WBackbone=BERT-Base, Knowledge Base=Wikipedia + WordNet2019.0982.1—
ED base model + att + globalAttention=true, Global modeling=true, Mention detection source=Stanford NER mentions2018.0880.576
ED base model + att + global using Stanford NER mentionsMention detection source=Stanford NER, Task setting=Entity Disambiguation (ED)2018.0880.375.7
KnowBert-WikiBackbone=BERT-Base, Knowledge Base=Wikipedia2019.0980.2—
PBOHEvaluation platform=Gerbil2018.0880.177.3
WATEvaluation platform=Gerbil2018.0878.575.6
AIDAEvaluation platform=Gerbil2018.0874.771.4
WAT2018.0873.369.7
Best baseline2018.0873.369.7
WAT2018.0872.869.2
AIDA2018.0872.669
AIDA2018.0872.468.8
BabelfyEvaluation platform=Gerbil2018.0871.966.4
Hoffart et al. (2011)2019.0968.8—
KeaEvaluation platform=Gerbil2018.0863.562.6
FOXEvaluation platform=Gerbil2018.0858.955.5
DBpedia Spotlight2018.0858.355.5
FOX2018.0858.154.9
FOX2018.085854.7
AGDISTISEvaluation platform=Gerbil2018.0855.649.2
DBpedia Spotlight2018.0855.249.9
Entityclassifier.euEvaluation platform=Gerbil2018.0853.753.6
DBpedia SpotlightEvaluation platform=Gerbil2018.0853.251.5
Daiber et al. (2013)2019.0949.9—
Babelfy2018.0848.142.1
Babelfy2018.0847.241.2
Entityclassifier.eu2018.084744.9
Entityclassifier.eu2018.0844.743
Kea2018.0842.938.7
Kea2018.0840.436.8
FREME2018.0838.323.9
FREME2018.0837.623.6
FREMEEvaluation platform=Gerbil2018.083325.3