Link Prediction on NELL-995 (test)
25.3MRRMeta-KGR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Meta-KGRReward function=ConvE2019.08 | 25.3 | — | — | — | — | — | — | — | — | — | — | — | 19.7 | 34.7 | — | — | |
| Meta-KGRReward function=DistMult2019.08 | 24.8 | — | — | — | — | — | — | — | — | — | — | — | 19.7 | 34.5 | — | — | |
| MultiHopReward function=ConvE2019.08 | 23.1 | — | — | — | — | — | — | — | — | — | — | — | 17.8 | 32.9 | — | — | |
| MINERVA2019.08 | 20.1 | — | — | — | — | — | — | — | — | — | — | — | 16.2 | 28.3 | — | — | |
| MultiHopReward function=DistMult2019.08 | 20 | — | — | — | — | — | — | — | — | — | — | — | 14.5 | 30.6 | — | — | |
| NeuralLP2019.08 | 17.9 | — | — | — | — | — | — | — | — | — | — | — | 4.8 | 35.1 | — | — | |
| NTP-λ2019.08 | 15.5 | — | — | — | — | — | — | — | — | — | — | — | 10.2 | 33.4 | — | — | |
| Prob-CBR2020.10 | 0.81 | — | — | — | — | — | — | — | — | — | — | — | 0.77 | 0.89 | 0.85 | — | |
| CBR2020.10 | 0.77 | — | — | — | — | — | — | — | — | — | — | — | 0.7 | 0.87 | 0.83 | — | |
| ConvE2020.10 | 0.75 | — | — | — | — | — | — | — | — | — | — | — | 0.67 | 0.86 | 0.81 | — | |
| RotatE2020.10 | 0.74 | — | — | — | — | — | — | — | — | — | — | — | 0.65 | 0.87 | 0.82 | — | |
| MINERVA2020.10 | 0.72 | — | — | — | — | — | — | — | — | — | — | — | 0.66 | 0.83 | 0.77 | — | |
| ComplEx2020.10 | 0.69 | — | — | — | — | — | — | — | — | — | — | — | 0.61 | 0.83 | 0.76 | — | |
| DistMult2020.10 | 0.68 | — | — | — | — | — | — | — | — | — | — | — | 0.61 | 0.79 | 0.73 | — | |
| TransE2020.10 | 0.67 | — | — | — | — | — | — | — | — | — | — | — | 0.53 | 0.87 | 0.79 | — | |
| RotatE+CAKEBackbone=RotatE, Component=CAKE, Setting=Filtered2022.02 | 0.546 | — | — | — | — | — | — | — | — | — | — | — | 0.474 | 0.66 | 0.592 | 329 | |
| HAKE+CAKEBackbone=HAKE, Component=CAKE, Setting=Filtered2022.02 | 0.543 | — | — | — | — | — | — | — | — | — | — | — | 0.477 | 0.655 | 0.583 | 433 | |
| TransE+CAKEBackbone=TransE, Component=CAKE, Setting=Filtered2022.02 | 0.533 | — | — | — | — | — | — | — | — | — | — | — | 0.461 | 0.65 | 0.578 | 317 | |
| RotatE+CANSBackbone=RotatE, Component=CANS, Setting=Filtered2022.02 | 0.531 | — | — | — | — | — | — | — | — | — | — | — | 0.461 | 0.644 | 0.573 | 1,097 | |
| HAKE+CANSBackbone=HAKE, Component=CANS, Setting=Filtered2022.02 | 0.52 | — | — | — | — | — | — | — | — | — | — | — | 0.451 | 0.64 | 0.556 | 2,011 | |
| RotatE+MVLPBackbone=RotatE, Component=MVLP, Setting=Filtered2022.02 | 0.519 | — | — | — | — | — | — | — | — | — | — | — | 0.447 | 0.628 | 0.564 | 356 | |
| HAKE+MVLPBackbone=HAKE, Component=MVLP, Setting=Filtered2022.02 | 0.51 | — | — | — | — | — | — | — | — | — | — | — | 0.444 | 0.614 | 0.551 | 478 | |
| TransE+MVLPBackbone=TransE, Component=MVLP, Setting=Filtered2022.02 | 0.509 | — | — | — | — | — | — | — | — | — | — | — | 0.444 | 0.617 | 0.547 | 336 | |
| HAKEBackbone=HAKE, Setting=Filtered2022.02 | 0.502 | — | — | — | — | — | — | — | — | — | — | — | 0.437 | 0.61 | 0.538 | 1,157 | |
| RotatEBackbone=RotatE, Setting=Filtered2022.02 | 0.46 | — | — | — | — | — | — | — | — | — | — | — | 0.403 | 0.553 | 0.493 | 2,077 | |
| TransE+CANSBackbone=TransE, Component=CANS, Setting=Filtered2022.02 | 0.433 | — | — | — | — | — | — | — | — | — | — | — | 0.336 | 0.591 | 0.495 | 1,022 | |
| TransEBackbone=TransE, Setting=Filtered2022.02 | 0.429 | — | — | — | — | — | — | — | — | — | — | — | 0.354 | 0.557 | 0.477 | 1,081 | |
| DeepPath (RL)state dimension=200, search type=bi-directional search2017.07 | — | 0.796 | 0.75 | 0.96 | 0.89 | 0.957 | 0.738 | 0.79 | 0.711 | 0.757 | 0.795 | 0.742 | — | — | — | — | |
| PRA2017.07 | — | 0.675 | 0.547 | 0.841 | 0.859 | 0.474 | 0.791 | 0.811 | 0.681 | 0.668 | 0.7 | 0.599 | — | — | — | — | |
| RL2017.07 | — | 0.493 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransD2017.07 | — | 0.413 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransEepochs=10002017.07 | — | 0.737 | 0.627 | 0.773 | 0.718 | 0.876 | 0.761 | 0.62 | 0.677 | 0.712 | 0.551 | 0.519 | — | — | — | — | |
| TransE2017.07 | — | 0.383 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransH2017.07 | — | 0.389 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransRepochs=10002017.07 | — | 0.789 | 0.673 | 0.912 | 0.722 | 0.963 | 0.814 | 0.657 | 0.692 | 0.812 | 0.772 | 0.737 | — | — | — | — | |
| TransR2017.07 | — | 0.406 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |