Entity Linking on AIDA-CoNLL Wikipedia 2019 (test)
85.5Micro-F1Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| OursKnowledge Base=Wikipedia 2019 setting2021.09 | 85.5 | |
| Ours (Ablation: Beam Search w/ candidates)Search Strategy=Beam Search with candidates2021.09 | 84.9 | |
| De Cao et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 83.7 | |
| Kannan Ravi et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 83.1 | |
| Kolitsas et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 82.4 | |
| Martins et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 81.9 | |
| Ours (Ablation: Classifier score only)Scoring Component=Classifier score only2021.09 | 81.7 | |
| Ours (Ablation: LM score only)Scoring Component=LM score only2021.09 | 81.5 | |
| van Hulst et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 80.5 | |
| BroscheitKnowledge Base=Wikipedia 2019 setting2021.09 | 79.3 | |
| Févry et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 76.7 | |
| Peters et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 73.7 | |
| Piccinno and FerraginaKnowledge Base=Wikipedia 2019 setting2021.09 | 73 | |
| Hoffart et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 72.8 | |
| Daiber et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 57.8 | |
| 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)2021.09 | 49.4 | |
| Moro et al.Knowledge Base=Wikipedia 2019 setting2021.09 | 48.5 | |
| Steinmetz and SackKnowledge Base=Wikipedia 2019 setting2021.09 | 42.3 |