List your company
ResearchFormerly WizWand

Link Prediction on ogbl-wikikg2 v1 (test)

0.592MRRNodePiece + AutoSF (rel. context)
0.239440.330970.42250.51403Nov 7, 2020Feb 5, 2021May 7, 2021Aug 6, 2021Nov 4, 2021Feb 3, 2022May 5, 2022
Updated 8mo ago

Evaluation results

MethodLinks
NodePiece + AutoSF (rel. context)#Params=5.9M, Ablation/Mode=rel. context2021.060.592
NodePiece + AutoSF#Params=6.9M, Ablation/Mode=Full2021.060.57
NodePiece + AutoSF (anc. dists)#Params=6.9M, Ablation/Mode=anc. dists2021.060.57
AutoSF#Params=500M2021.060.546
AutoSFHyperparameter Source=KGTuner, dimension size=1002022.050.5222
PairRE#Params=500M2021.060.521
PairREDimension=2002020.110.5208
AutoSFHyperparameter Source=original OGB board, dimension size=1002022.050.5186
ComplExHyperparameter Source=KGTuner, dimension size=1002022.050.4942
PairREDimension=1002020.110.4849
DistMultHyperparameter Source=KGTuner, dimension size=1002022.050.4837
NodePiece + AutoSF (no anchors)#Params=1.3M, Ablation/Mode=no anchors2021.060.476
TransEHyperparameter Source=KGTuner, dimension size=1002022.050.4739
RotatEDimension=250+2020.110.4332
RotatE#Params=1250M2021.060.433
TransE#Params=1250M2021.060.426
TransEDimension=500+2020.110.4256
TransEHyperparameter Source=original OGB board, dimension size=1002022.050.4256
ComplExDimension=250†2020.110.4027
ComplExHyperparameter Source=original OGB board, dimension size=1002022.050.4027
ComplExDimension=502020.110.3804
DistMultDimension=500+2020.110.3729
DistMultHyperparameter Source=original OGB board, dimension size=1002022.050.3729
DistMultDimension=1002020.110.3447
RotatEHyperparameter Source=KGTuner, dimension size=1002022.050.2944
TransEDimension=1002020.110.2622
RotatEDimension=502020.110.253
RotatEHyperparameter Source=original OGB board, dimension size=1002022.050.253