Knowledge Graph Reasoning on UMLS (test)
0.867MRRRulE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| RulEmode=emb & rule2022.10 | 0.867 | 79.7 | 92.5 | 97.2 | |
| Naive Combinationrerun=true2022.10 | 0.856 | 78.5 | 91.3 | 96.3 | |
| RNNLogic+mode=with emb.2022.10 | 0.847 | 76.7 | 91.6 | 96.9 | |
| RulEmode=rule2022.10 | 0.827 | 74.9 | 88.9 | 95.5 | |
| RulEmode=emb2022.10 | 0.807 | 70.6 | 89.2 | 96.3 | |
| RotatE2022.10 | 0.802 | 69.6 | 89 | 96.3 | |
| RNNLogic+mode=w/o emb., rerun=true2022.10 | 0.8 | 70.4 | 87.8 | 94.3 | |
| NCRL2022.10 | 0.78 | 65.9 | — | 95.1 | |
| RulEmode=emb with TransE2022.10 | 0.748 | 61.9 | 85.2 | 93.3 | |
| TuckERsource=Qu et al. (2020)2022.10 | 0.732 | 62.5 | 81.2 | 90.9 | |
| TransErerun=true2022.10 | 0.704 | 55.4 | 82.6 | 92.9 | |
| MLNsource=Qu et al. (2020)2022.10 | 0.688 | 58.7 | 75.5 | 86.9 | |
| DRUMsource=Qu et al. (2020)2022.10 | 0.548 | 35.8 | 69.9 | 85.4 | |
| Neural-LPsource=Qu et al. (2020)2022.10 | 0.483 | 33.2 | 56.3 | 77.5 | |
| ComplExsource=Qu et al. (2020)2022.10 | 0.411 | 27.3 | 46.8 | 70 | |
| DistMultsource=Qu et al. (2020)2022.10 | 0.391 | 25.6 | 44.5 | 66.9 | |
| PathRanksource=Qu et al. (2020)2022.10 | 0.197 | 14.8 | 21.4 | 25.2 |