Entity Linking on WebQSP All entities (test)
92.17PrecisionLNN-ELens
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LNN-ELensfeatures=LNN-EL + BLINK + Box2021.06 | 92.17 | 92.08 | 92.12 | — | — | — | |
| BLINKmode=zero-shot, training_data=Wikipedia2021.06 | 92.15 | 92.05 | 92.1 | — | — | — | |
| LogisticRegression + BLINKfeatures=includes BLINK features2021.06 | 89.33 | 89.28 | 89.31 | — | — | — | |
| LNN-EL2021.06 | 85.11 | 85.05 | 85.08 | — | — | — | |
| Simplified VCGFeatures=Manually defined2018.04 | 83.7 | 62.1 | 71.3 | 65.9 | 49.4 | 54.6 | |
| LogisticRegression2021.06 | 83.39 | 83.33 | 83.36 | — | — | — | |
| VCGFull name=Variable Context Granularity model2018.04 | 82.6 | 65.3 | 73 | 67.6 | 51.9 | 56.8 | |
| LogicELtype=non-parameterized t-norm2021.06 | 82.6 | 82.58 | 82.59 | — | — | — | |
| Boxtraining_data=QA datasets2021.06 | 81.53 | 83.72 | 82.61 | — | — | — | |
| BERTWikitraining_data=QA datasets2021.06 | 81.11 | 83.29 | 82.19 | — | — | — | |
| RuleELtype=manually tuned2021.06 | 76.56 | 74.55 | 75.54 | — | — | — | |
| DBPedia Spotlight2018.04 | 70.5 | 51.4 | 59.5 | 57.2 | 39.2 | 45.2 | |
| BERTtraining_data=QA datasets2021.06 | 70.26 | 72.15 | 71.2 | — | — | — | |
| S-MART2018.04 | 66.6 | 77.2 | 71.5 | 60.7 | 61 | 55.1 | |
| Heuristic baseline2018.04 | 30.2 | 60.8 | 40.4 | 33 | 53.7 | 37.8 |