Knowledge Graph Reasoning on Kinship (test)
0.736MRRRulE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RulEKGE Model=RotatE2022.10 | 0.736 | — | — | — | |
| RulEmode=emb & rule2022.10 | 0.736 | 61.5 | 82.4 | 95.7 | |
| Naive Combinationrerun=true2022.10 | 0.728 | 60.3 | 82.1 | 95.7 | |
| RNNLogic+mode=with emb.2022.10 | 0.714 | 58.1 | 81.8 | 95.4 | |
| RulEmode=emb2022.10 | 0.675 | 53.8 | 77.1 | 93.7 | |
| RulEmode=rule2022.10 | 0.673 | 52.8 | 77.5 | 95 | |
| RotatE2022.10 | 0.672 | 53.8 | 76.4 | 93.5 | |
| RNNLogic+mode=w/o emb., rerun=true2022.10 | 0.655 | 50.4 | 76 | 94.7 | |
| NCRL2022.10 | 0.64 | 49 | — | 92.9 | |
| NBFNet2022.10 | 0.635 | — | — | — | |
| TuckERsource=Qu et al. (2020)2022.10 | 0.603 | 46.2 | 69.8 | 86.3 | |
| ComplExsource=Qu et al. (2020)2022.10 | 0.418 | 24.2 | 49.9 | 81.2 | |
| PathRanksource=Qu et al. (2020)2022.10 | 0.369 | 27.2 | 41.6 | 67.3 | |
| DistMultsource=Qu et al. (2020)2022.10 | 0.354 | 18.9 | 40 | 75.5 | |
| MLNsource=Qu et al. (2020)2022.10 | 0.351 | 18.9 | 40.8 | 70.7 | |
| RulEmode=emb with TransE2022.10 | 0.347 | 20.7 | 39.8 | 62.3 | |
| DRUMsource=Qu et al. (2020)2022.10 | 0.334 | 18.3 | 37.8 | 67.5 | |
| Neural-LPsource=Qu et al. (2020)2022.10 | 0.302 | 16.7 | 33.9 | 59.6 | |
| TransErerun=true2022.10 | 0.3 | 14.3 | 35.2 | 63.7 |