Entity Linking on LC-QuAD 1.0 (test)
91.1PrecisionLNN-ELens
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LNN-ELensfeatures=LNN-EL + BLINK + Box2021.06 | 91.1 | 90.9 | 91 | |
| LogisticRegression + BLINKfeatures=includes BLINK features2021.06 | 90.5 | 90.3 | 90.4 | |
| LNN-EL2021.06 | 87.74 | 87.54 | 87.64 | |
| BLINKmode=zero-shot, training_data=Wikipedia2021.06 | 87.04 | 87.04 | 87.04 | |
| LogisticRegression2021.06 | 87.04 | 86.83 | 86.93 | |
| LogicELtype=non-parameterized t-norm2021.06 | 86.68 | 86.48 | 86.58 | |
| RuleELtype=manually tuned2021.06 | 79.82 | 80.1 | 79.96 | |
| Boxtraining_data=QA datasets2021.06 | 67.31 | 74.32 | 70.64 | |
| BERTWikitraining_data=QA datasets2021.06 | 66.96 | 73.85 | 70.23 | |
| BERTtraining_data=QA datasets2021.06 | 57.14 | 63.09 | 59.97 |