Link Prediction on ogbl-wikikg2 v1 (test)
0.592MRRNodePiece + AutoSF (rel. context)
Evaluation Results
| Method | Links | |
|---|---|---|
| NodePiece + AutoSF (rel. context)#Params=5.9M, Ablation/Mode=rel. context2021.06 | 0.592 | |
| NodePiece + AutoSF#Params=6.9M, Ablation/Mode=Full2021.06 | 0.57 | |
| NodePiece + AutoSF (anc. dists)#Params=6.9M, Ablation/Mode=anc. dists2021.06 | 0.57 | |
| AutoSF#Params=500M2021.06 | 0.546 | |
| AutoSFHyperparameter Source=KGTuner, dimension size=1002022.05 | 0.5222 | |
| PairRE#Params=500M2021.06 | 0.521 | |
| PairREDimension=2002020.11 | 0.5208 | |
| AutoSFHyperparameter Source=original OGB board, dimension size=1002022.05 | 0.5186 | |
| ComplExHyperparameter Source=KGTuner, dimension size=1002022.05 | 0.4942 | |
| PairREDimension=1002020.11 | 0.4849 | |
| DistMultHyperparameter Source=KGTuner, dimension size=1002022.05 | 0.4837 | |
| NodePiece + AutoSF (no anchors)#Params=1.3M, Ablation/Mode=no anchors2021.06 | 0.476 | |
| TransEHyperparameter Source=KGTuner, dimension size=1002022.05 | 0.4739 | |
| RotatEDimension=250+2020.11 | 0.4332 | |
| RotatE#Params=1250M2021.06 | 0.433 | |
| TransE#Params=1250M2021.06 | 0.426 | |
| TransEDimension=500+2020.11 | 0.4256 | |
| TransEHyperparameter Source=original OGB board, dimension size=1002022.05 | 0.4256 | |
| ComplExDimension=250†2020.11 | 0.4027 | |
| ComplExHyperparameter Source=original OGB board, dimension size=1002022.05 | 0.4027 | |
| ComplExDimension=502020.11 | 0.3804 | |
| DistMultDimension=500+2020.11 | 0.3729 | |
| DistMultHyperparameter Source=original OGB board, dimension size=1002022.05 | 0.3729 | |
| DistMultDimension=1002020.11 | 0.3447 | |
| RotatEHyperparameter Source=KGTuner, dimension size=1002022.05 | 0.2944 | |
| TransEDimension=1002020.11 | 0.2622 | |
| RotatEDimension=502020.11 | 0.253 | |
| RotatEHyperparameter Source=original OGB board, dimension size=1002022.05 | 0.253 |