Link Prediction on Wikidata5M (transductive)
14,454MRKEPLER-Wiki
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KEPLER-Wiki2019.11 | 14,454 | 15.4 | 10.5 | 17.4 | 24.4 | |
| KEPLER-Rel2019.11 | 15,820 | 6.6 | 3.7 | 7 | 11.7 | |
| KEPLER-Cond2019.11 | 20,267 | 21 | 17.3 | 22.4 | 27.7 | |
| DKRL2019.11 | 31,566 | 16 | 12 | 18.1 | 22.9 | |
| KEPLER-KE2019.11 | 76,735 | 8.2 | 4.9 | 8.9 | 15.1 | |
| RotatEEvaluation Protocol=Transductive, Implementation Framework=GraphVite2019.11 | 89,459 | 29 | 23.4 | 32.2 | 39 | |
| TransE2019.11 | 109,370 | 25.3 | 17 | 31.1 | 39.2 | |
| TransEEvaluation Protocol=Transductive, Implementation Framework=GraphVite2019.11 | 109,370 | 25.3 | 17 | 31.1 | 39.2 | |
| SimplEEvaluation Protocol=Transductive, Implementation Framework=GraphVite2019.11 | 115,263 | 29.6 | 25.2 | 31.7 | 37.7 | |
| DistMultEvaluation Protocol=Transductive, Implementation Framework=GraphVite2019.11 | 211,030 | 25.3 | 20.8 | 27.8 | 33.4 | |
| ComplExEvaluation Protocol=Transductive, Implementation Framework=GraphVite2019.11 | 244,540 | 28.1 | 22.8 | 31 | 37.3 | |
| TransE+negative sampling size=12019.11 | 406,957 | 6 | 1.8 | 8 | 13.6 | |
| RoBERTa2019.11 | 1,381,597 | 0.1 | 0 | 0.1 | 0.3 | |
| Our RoBERTanote=Authors' baseline implementation2019.11 | 1,756,130 | 0.1 | 0 | 0.1 | 0.2 |