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ResearchFormerly WizWand

Entity Linking on AIDA-CoNLL Wikipedia 2019 (test)

85.5Micro-F1Ours
40.57252.23663.975.564Sep 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
OursKnowledge Base=Wikipedia 2019 setting2021.0985.5
Ours (Ablation: Beam Search w/ candidates)Search Strategy=Beam Search with candidates2021.0984.9
De Cao et al.Knowledge Base=Wikipedia 2019 setting2021.0983.7
Kannan Ravi et al.Knowledge Base=Wikipedia 2019 setting2021.0983.1
Kolitsas et al.Knowledge Base=Wikipedia 2019 setting2021.0982.4
Martins et al.Knowledge Base=Wikipedia 2019 setting2021.0981.9
Ours (Ablation: Classifier score only)Scoring Component=Classifier score only2021.0981.7
Ours (Ablation: LM score only)Scoring Component=LM score only2021.0981.5
van Hulst et al.Knowledge Base=Wikipedia 2019 setting2021.0980.5
BroscheitKnowledge Base=Wikipedia 2019 setting2021.0979.3
Févry et al.Knowledge Base=Wikipedia 2019 setting2021.0976.7
Peters et al.Knowledge Base=Wikipedia 2019 setting2021.0973.7
Piccinno and FerraginaKnowledge Base=Wikipedia 2019 setting2021.0973
Hoffart et al.Knowledge Base=Wikipedia 2019 setting2021.0972.8
Daiber et al.Knowledge Base=Wikipedia 2019 setting2021.0957.8
Ours (Ablation: Beam Search w/o candidates)Search Strategy=Beam Search without candidates, Note=Generative component seen fraction of entities identifiers (~2k compared to 500k KB size)2021.0949.4
Moro et al.Knowledge Base=Wikipedia 2019 setting2021.0948.5
Steinmetz and SackKnowledge Base=Wikipedia 2019 setting2021.0942.3