Knowledge Graph Reasoning on YAGO3-10
0.535MRRRulE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RulEvariant=emb & rule., backbone=RotatE2022.10 | 0.535 | 44.7 | 58.8 | 69.4 | |
| RulEvariant=emb., backbone=RotatE2022.10 | 0.53 | 44.2 | 58.2 | 69 | |
| TuckERsource=Original paper2022.10 | 0.529 | — | — | 67 | |
| TransEsource=Rerun2022.10 | 0.501 | 40.6 | — | 67.4 | |
| RNNLogic+variant=with emb., source=Tuned rerun2022.10 | 0.499 | 41.4 | 55.1 | 65.8 | |
| RotatEsource=Rerun2022.10 | 0.497 | 40.3 | 55.2 | 67.5 | |
| RNNLogic+variant=w/o emb., source=Tuned rerun2022.10 | 0.484 | 41 | 53.8 | 61.5 | |
| Naive Combinationsource=Rerun2022.10 | 0.484 | 41 | 53.7 | 61.4 | |
| RulEvariant=emb., backbone=TransE2022.10 | 0.484 | 44.3 | 49.9 | 56.3 | |
| RulEvariant=rule.2022.10 | 0.481 | 40.9 | 53.2 | 61 | |
| ConvEsource=Original paper2022.10 | 0.44 | 35 | 49 | 62 | |
| NCRL2022.10 | 0.38 | 27.4 | — | 53.6 | |
| ComplExsource=Original paper2022.10 | 0.36 | 26 | 40 | 55 | |
| DistMultsource=Original paper2022.10 | 0.34 | 24 | 38 | 54 |