Knowledge Graph Reasoning on FB15k-237
36.2MRRRulE
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RulEvariant=emb & rule., backbone=RotatE2022.10 | 36.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.6 | 40 | 55.3 | |
| TuckERsource=Original paper2022.10 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.6 | 39.4 | 54.4 | |
| RNNLogic+variant=with emb., source=Tuned rerun2022.10 | 35.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.2 | 39.3 | 54.6 | |
| Naive Combinationsource=Rerun2022.10 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.2 | 38.7 | 53.1 | |
| RNNLogic+variant=with emb., source=Original paper2022.10 | 34.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.8 | 38.5 | 53.3 | |
| RulEvariant=emb., backbone=TransE2022.10 | 34.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.1 | 38.5 | 53.4 | |
| DRUMsource=Original paper2022.10 | 34.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 25.5 | 37.8 | 51.6 | |
| RulEvariant=emb., backbone=RotatE2022.10 | 33.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.1 | 37.6 | 53.3 | |
| RotatEsource=Rerun2022.10 | 33.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 23.9 | 37.4 | 53.2 | |
| RulEvariant=rule.2022.10 | 33.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.9 | 36.9 | 50.4 | |
| RNNLogic+variant=w/o emb., source=Tuned rerun2022.10 | 33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.3 | 36.3 | 50.2 | |
| TransEsource=Rerun2022.10 | 32.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 23 | 36.9 | 52.8 | |
| ConvEsource=Original paper2022.10 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 23.7 | 35.6 | 50.1 | |
| NCRL2022.10 | 30 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.9 | — | 47.3 | |
| RNNLogic+variant=w/o emb., source=Original paper2022.10 | 29.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 21.5 | 32.8 | 46.4 | |
| ComplExsource=Original paper2022.10 | 24.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.8 | 27.5 | 42.8 | |
| DistMultsource=Original paper2022.10 | 24.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.5 | 26.3 | 41.9 | |
| Neural-LPsource=Original paper2022.10 | 23.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 17.3 | 25.9 | 36.2 | |
| PathRanksource=Original paper2022.10 | 8.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.4 | 9.2 | 11.2 | |
| BETAE2025.05 | — | 39 | 10.9 | 7.6 | 30.5 | 42.3 | 21.4 | 11.6 | 9 | 10.2 | 5.1 | 7.9 | 7.4 | 3.6 | 3.4 | — | — | — | — | — | |
| ConE2025.05 | — | 41.8 | 12.8 | 11 | 32.6 | 47.3 | 25.5 | 14 | 12.5 | 10.8 | 5.4 | 8.6 | 7.8 | 4 | 3.6 | — | — | — | — | — | |
| GammaE2023.05 | — | 43.2 | 13.2 | 11 | 33.5 | 47.9 | 27.2 | 15.9 | 15.4 | 11.3 | 6.7 | 9.4 | 8.6 | 4.8 | 4.4 | 24.3 | 6.8 | — | — | — | |
| GeometrE2025.05 | — | 44.2 | 11.6 | 9.7 | 33.8 | 48.6 | 25.2 | 14.8 | 14.1 | 10 | 6 | 11.2 | 7.7 | 4.6 | 3.6 | — | — | — | — | — | |
| GQE2025.05 | — | 35.2 | 7.4 | 5.5 | 23.6 | 35.7 | 16.7 | 8.4 | 5.8 | 4.6 | — | — | — | — | — | — | — | — | — | — | |
| NMP-QEM2025.05 | — | 46.2 | 12.9 | 11.3 | 35 | 47.8 | 25.6 | 15.1 | 15 | 10.9 | 6.8 | 11.7 | 8.2 | 5.5 | 4.7 | — | — | — | — | — | |
| Q2B2025.05 | — | 41.3 | 9.9 | 7.2 | 31.1 | 45.4 | 21.9 | 11.9 | 9.3 | 7.1 | — | — | — | — | — | — | — | — | — | — | |
| WFRE2023.05 | — | 44.1 | 13.4 | 11.1 | 35.1 | 50.1 | 27.4 | 17.2 | 13.9 | 10.9 | 6.9 | 11.2 | 8.5 | 5 | 4.3 | 24.8 | 7.2 | — | — | — |