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ResearchFormerly WizWand

Link Prediction on ogbl-wikikg2 (test)

0.7574MRRGraphSAGE
0.1585680.3140340.46950.624966Feb 10, 2022Oct 1, 2022May 22, 2023Jan 10, 2024Aug 30, 2024Apr 20, 2025Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GraphSAGEgHAWK features=with2025.120.75740.76630.8365
RelEns-DSC2023.100.743——
SimpleEns2023.100.7392——
AutoWeird + NodePiece#Params=19.2M, #Dims=2002022.070.7353——
InterHT+2023.100.7309——
StarGraph+TripleRE+Text2023.100.7302——
InterHT + DigPiece#Params=156.3M, Base Model=InterHT+2022.020.7293——
StarGraph + TripleRE'#Dims=512/32, #Embs=20k/2.5M, #Params=93,039,5222022.050.729——
StarGraph + TripleRE'#Dims=512, #Embs=80k, #Params=44,819,9702022.050.7263——
StarGraph + TripleRE'#Dims=256, #Embs=20k, #Params=7,148,8022022.050.7222——
TripleRE + StarGraph#Params=86.7M2022.020.7201——
StarGraph+TripleRE2023.100.7193——
CompoundE3DDim=3002023.040.7006——
CompoundE3DDim=1802023.040.6962——
TranS(large) + NodePiece#Embs=20k, #Params=38,430,8042022.050.6939——
TranS + NodePiece#Params=19.2M, #Dims=2002022.070.6882——
TranS + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.050.6882——
TripleREv3 + NodePiece#Params=36.4M, #Dims=2002022.070.6866——
TripleREv3 + NodePiece#Dims=200, #Embs=20k, #Params=36,421,8022022.050.6866——
CompoundE3DDim=902023.040.6826——
RotatEgHAWK features=with2025.120.68020.72110.8319
InterHT + NodePiece#Params=19.2M, #Dims=2002022.070.6779——
InterHT + NodePiece#Params=19.2M2022.020.6779——
InterHT + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.050.6779——
A*NetgHAWK features=without2025.120.6767——
TripleREv2 + NodePiece#Params=7.3M, #Dims=2002022.070.6582——
TripleRE + NodePiece#Params=7.3M2022.020.6582——
TripleREv2 + NodePiece#Dims=200, #Embs=20k, #Params=7,289,0022022.050.6582——
CompoundEDim=1002023.040.6515——
ComplEx-N3-RPDim=1002023.040.6481——
ComplEx-RP#Params=250M, #Dims=502022.070.6392——
ComplEx-RPDimension=50dim, #Params=250M2022.020.6392——
ComplEx-RP#Dims=50, #Embs=2.5M, #Params=250,167,4002022.050.6392——
TransERR#Dim=200, #Params=500M2023.060.6359——
TransERR#Dim=100, #Params=250M2023.060.61——
TripleREv2#Dims=200, #Embs=2.5M, #Params=500,763,3372022.050.6045——
TripleRE#Params=501M, #Dims=2002022.070.5794——
TripleRE#Params=501M2022.020.5794——
TripleRE#Dims=200, #Embs=2.5M, #Params=500,763,3372022.050.5794——
TripleREDim=2002023.040.5794——
TripleRE#Dim=200, #Params=500M2023.060.5794——
AutoSF + NodePiece#Params=6.9M2022.070.5703——
AutoSF + NodePiece#Params=6.9M2022.020.5703——
AutoSF + NodePiece#Embs=20k, #Params=6,860,6022022.050.5703——
AutoSF+NodePieceDim=1002023.040.5703——
Rot_Pro#Dim=200, #Params=1,000M2023.060.5602——
Rotate3DDim=1002023.040.5568——
TranSHER#Dim=200, #Params=500M2023.060.5536——
AutoSF#Params=500M2022.070.5458——
AutoSF#Params=500M2022.020.5458——
AutoSF#Embs=2.5M, #Params=500,227,8002022.050.5458——
AutoSFSearch Strategy=KGTuner, #parameters=250,113,9002022.050.5222——
PairRE#Params=500M, #Dims=2002022.070.5208——
PairREDimension=200dim, #Params=500M2022.020.5208——
PairRE#Dims=200, #Embs=2.5M, #Params=500,334,8002022.050.5208——
PairREDim=2002023.040.5208——
PairRE#Dim=200, #Params=500M2023.060.5208——
AutoSFSource=OGB board, #parameters=250,113,9002022.050.5186——
ComplEx#Params=1251M, #Dims=2502022.070.5027——
ComplExDimension=250dim, #Params=1251M2022.020.5027——
ComplEx#Dims=250, #Embs=2.5M, #Params=1,250,569,5002022.050.5027——
ComplExSearch Strategy=KGTuner, #parameters=250,113,9002022.050.4942——
DistMultSearch Strategy=KGTuner, #parameters=250,113,9002022.050.4837——
TransESearch Strategy=KGTuner, #parameters=250,113,9002022.050.4739——
GraphSAGEgHAWK features=without2025.120.45370.49980.6367
EntOccur2022.070.4419——
RotatEDim=2502023.040.4353——
RotatEgHAWK features=without2025.120.43420.4410.4898
RotatE#Params=1250M, #Dims=2502022.070.4332——
RotatEDimension=250dim, #Params=1250M2022.020.4332——
RotatE#Dims=250, #Embs=2.5M, #Params=1,250,435,7502022.050.4332——
RotatE#Dim=250, #Params=1,250M2023.060.4332——
RotatEembedding dimension=250, #P (M)=1,250 (5x)2022.080.433——
TransEembedding dimension=500, #P (M)=1,250 (5x)2022.080.426——
TransESource=OGB board, #parameters=1,250,569,5002022.050.4256——
TransE#Params=1251M, #Dims=5002022.070.4256——
TransEDimension=500dim, #Params=1251M2022.020.4256——
TransE#Dims=500, #Embs=2.5M, #Params=1,250,569,5002022.050.4256——
TransEDim=5002023.040.4256——
TransE#Dim=500, #Params=1,250M2023.060.4256——
ComplExSource=OGB board, #parameters=1,250,569,5002022.050.4027——
ComplExDim=2502023.040.4027——
ComplEx#Dim=250, #Params=1,250M2023.060.4027——
R-GCN (mini-batch)gHAWK features=with2025.120.38960.42380.5557
DistMultSource=OGB board, #parameters=1,250,569,5002022.050.3729——
DistMultDim=5002023.040.3729——
DistMult#Dim=500, #Params=1,250M2023.060.3729——
TransEgHAWK features=without2025.120.35880.37040.4197
RotatE + GreenKGCembedding dimension=50, #P (M)=250 (1x)2022.080.336——
TransE + GreenKGCembedding dimension=100, #P (M)=250 (1x)2022.080.331——
RotatESearch Strategy=KGTuner, #parameters=250,087,1502022.050.2948——
TransEembedding dimension=100, #P (M)=250 (1x)2022.080.262——
RotatESource=OGB board, #parameters=250,087,1502022.050.253——
RotatEembedding dimension=50, #P (M)=250 (1x)2022.080.253——
R-GCN (mini-batch)gHAWK features=without2025.120.18160.1870.2544