Entity Linking on QALD-9 (test)
91.38PrecisionLNN-ELens
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LNN-ELensfeatures=LNN-EL + BLINK + Box2021.06 | 91.38 | 91.38 | 91.38 | |
| BLINKmode=zero-shot, training_data=Wikipedia2021.06 | 89.14 | 89.14 | 89.14 | |
| LogisticRegression + BLINKfeatures=includes BLINK features2021.06 | 88.94 | 88.94 | 88.94 | |
| LNN-EL2021.06 | 88.52 | 88.52 | 88.52 | |
| LogisticRegression2021.06 | 84.73 | 84.73 | 84.73 | |
| LogicELtype=non-parameterized t-norm2021.06 | 83.05 | 83.05 | 83.05 | |
| RuleELtype=manually tuned2021.06 | 81.55 | 75.15 | 78.22 | |
| Boxtraining_data=QA datasets2021.06 | 68.91 | 75.93 | 72.25 | |
| BERTWikitraining_data=QA datasets2021.06 | 66.16 | 72.9 | 69.37 | |
| BERTtraining_data=QA datasets2021.06 | 55.46 | 61.11 | 58.15 |