Link Prediction on ogbl-wikikg2 (test)
0.7574MRRGraphSAGE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GraphSAGEgHAWK features=with2025.12 | 0.7574 | 0.7663 | 0.8365 | |
| RelEns-DSC2023.10 | 0.743 | — | — | |
| SimpleEns2023.10 | 0.7392 | — | — | |
| AutoWeird + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.7353 | — | — | |
| InterHT+2023.10 | 0.7309 | — | — | |
| StarGraph+TripleRE+Text2023.10 | 0.7302 | — | — | |
| InterHT + DigPiece#Params=156.3M, Base Model=InterHT+2022.02 | 0.7293 | — | — | |
| StarGraph + TripleRE'#Dims=512/32, #Embs=20k/2.5M, #Params=93,039,5222022.05 | 0.729 | — | — | |
| StarGraph + TripleRE'#Dims=512, #Embs=80k, #Params=44,819,9702022.05 | 0.7263 | — | — | |
| StarGraph + TripleRE'#Dims=256, #Embs=20k, #Params=7,148,8022022.05 | 0.7222 | — | — | |
| TripleRE + StarGraph#Params=86.7M2022.02 | 0.7201 | — | — | |
| StarGraph+TripleRE2023.10 | 0.7193 | — | — | |
| CompoundE3DDim=3002023.04 | 0.7006 | — | — | |
| CompoundE3DDim=1802023.04 | 0.6962 | — | — | |
| TranS(large) + NodePiece#Embs=20k, #Params=38,430,8042022.05 | 0.6939 | — | — | |
| TranS + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.6882 | — | — | |
| TranS + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.05 | 0.6882 | — | — | |
| TripleREv3 + NodePiece#Params=36.4M, #Dims=2002022.07 | 0.6866 | — | — | |
| TripleREv3 + NodePiece#Dims=200, #Embs=20k, #Params=36,421,8022022.05 | 0.6866 | — | — | |
| CompoundE3DDim=902023.04 | 0.6826 | — | — | |
| RotatEgHAWK features=with2025.12 | 0.6802 | 0.7211 | 0.8319 | |
| InterHT + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.6779 | — | — | |
| InterHT + NodePiece#Params=19.2M2022.02 | 0.6779 | — | — | |
| InterHT + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.05 | 0.6779 | — | — | |
| A*NetgHAWK features=without2025.12 | 0.6767 | — | — | |
| TripleREv2 + NodePiece#Params=7.3M, #Dims=2002022.07 | 0.6582 | — | — | |
| TripleRE + NodePiece#Params=7.3M2022.02 | 0.6582 | — | — | |
| TripleREv2 + NodePiece#Dims=200, #Embs=20k, #Params=7,289,0022022.05 | 0.6582 | — | — | |
| CompoundEDim=1002023.04 | 0.6515 | — | — | |
| ComplEx-N3-RPDim=1002023.04 | 0.6481 | — | — | |
| ComplEx-RP#Params=250M, #Dims=502022.07 | 0.6392 | — | — | |
| ComplEx-RPDimension=50dim, #Params=250M2022.02 | 0.6392 | — | — | |
| ComplEx-RP#Dims=50, #Embs=2.5M, #Params=250,167,4002022.05 | 0.6392 | — | — | |
| TransERR#Dim=200, #Params=500M2023.06 | 0.6359 | — | — | |
| TransERR#Dim=100, #Params=250M2023.06 | 0.61 | — | — | |
| TripleREv2#Dims=200, #Embs=2.5M, #Params=500,763,3372022.05 | 0.6045 | — | — | |
| TripleRE#Params=501M, #Dims=2002022.07 | 0.5794 | — | — | |
| TripleRE#Params=501M2022.02 | 0.5794 | — | — | |
| TripleRE#Dims=200, #Embs=2.5M, #Params=500,763,3372022.05 | 0.5794 | — | — | |
| TripleREDim=2002023.04 | 0.5794 | — | — | |
| TripleRE#Dim=200, #Params=500M2023.06 | 0.5794 | — | — | |
| AutoSF + NodePiece#Params=6.9M2022.07 | 0.5703 | — | — | |
| AutoSF + NodePiece#Params=6.9M2022.02 | 0.5703 | — | — | |
| AutoSF + NodePiece#Embs=20k, #Params=6,860,6022022.05 | 0.5703 | — | — | |
| AutoSF+NodePieceDim=1002023.04 | 0.5703 | — | — | |
| Rot_Pro#Dim=200, #Params=1,000M2023.06 | 0.5602 | — | — | |
| Rotate3DDim=1002023.04 | 0.5568 | — | — | |
| TranSHER#Dim=200, #Params=500M2023.06 | 0.5536 | — | — | |
| AutoSF#Params=500M2022.07 | 0.5458 | — | — | |
| AutoSF#Params=500M2022.02 | 0.5458 | — | — | |
| AutoSF#Embs=2.5M, #Params=500,227,8002022.05 | 0.5458 | — | — | |
| AutoSFSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.5222 | — | — | |
| PairRE#Params=500M, #Dims=2002022.07 | 0.5208 | — | — | |
| PairREDimension=200dim, #Params=500M2022.02 | 0.5208 | — | — | |
| PairRE#Dims=200, #Embs=2.5M, #Params=500,334,8002022.05 | 0.5208 | — | — | |
| PairREDim=2002023.04 | 0.5208 | — | — | |
| PairRE#Dim=200, #Params=500M2023.06 | 0.5208 | — | — | |
| AutoSFSource=OGB board, #parameters=250,113,9002022.05 | 0.5186 | — | — | |
| ComplEx#Params=1251M, #Dims=2502022.07 | 0.5027 | — | — | |
| ComplExDimension=250dim, #Params=1251M2022.02 | 0.5027 | — | — | |
| ComplEx#Dims=250, #Embs=2.5M, #Params=1,250,569,5002022.05 | 0.5027 | — | — | |
| ComplExSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.4942 | — | — | |
| DistMultSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.4837 | — | — | |
| TransESearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.4739 | — | — | |
| GraphSAGEgHAWK features=without2025.12 | 0.4537 | 0.4998 | 0.6367 | |
| EntOccur2022.07 | 0.4419 | — | — | |
| RotatEDim=2502023.04 | 0.4353 | — | — | |
| RotatEgHAWK features=without2025.12 | 0.4342 | 0.441 | 0.4898 | |
| RotatE#Params=1250M, #Dims=2502022.07 | 0.4332 | — | — | |
| RotatEDimension=250dim, #Params=1250M2022.02 | 0.4332 | — | — | |
| RotatE#Dims=250, #Embs=2.5M, #Params=1,250,435,7502022.05 | 0.4332 | — | — | |
| RotatE#Dim=250, #Params=1,250M2023.06 | 0.4332 | — | — | |
| RotatEembedding dimension=250, #P (M)=1,250 (5x)2022.08 | 0.433 | — | — | |
| TransEembedding dimension=500, #P (M)=1,250 (5x)2022.08 | 0.426 | — | — | |
| TransESource=OGB board, #parameters=1,250,569,5002022.05 | 0.4256 | — | — | |
| TransE#Params=1251M, #Dims=5002022.07 | 0.4256 | — | — | |
| TransEDimension=500dim, #Params=1251M2022.02 | 0.4256 | — | — | |
| TransE#Dims=500, #Embs=2.5M, #Params=1,250,569,5002022.05 | 0.4256 | — | — | |
| TransEDim=5002023.04 | 0.4256 | — | — | |
| TransE#Dim=500, #Params=1,250M2023.06 | 0.4256 | — | — | |
| ComplExSource=OGB board, #parameters=1,250,569,5002022.05 | 0.4027 | — | — | |
| ComplExDim=2502023.04 | 0.4027 | — | — | |
| ComplEx#Dim=250, #Params=1,250M2023.06 | 0.4027 | — | — | |
| R-GCN (mini-batch)gHAWK features=with2025.12 | 0.3896 | 0.4238 | 0.5557 | |
| DistMultSource=OGB board, #parameters=1,250,569,5002022.05 | 0.3729 | — | — | |
| DistMultDim=5002023.04 | 0.3729 | — | — | |
| DistMult#Dim=500, #Params=1,250M2023.06 | 0.3729 | — | — | |
| TransEgHAWK features=without2025.12 | 0.3588 | 0.3704 | 0.4197 | |
| RotatE + GreenKGCembedding dimension=50, #P (M)=250 (1x)2022.08 | 0.336 | — | — | |
| TransE + GreenKGCembedding dimension=100, #P (M)=250 (1x)2022.08 | 0.331 | — | — | |
| RotatESearch Strategy=KGTuner, #parameters=250,087,1502022.05 | 0.2948 | — | — | |
| TransEembedding dimension=100, #P (M)=250 (1x)2022.08 | 0.262 | — | — | |
| RotatESource=OGB board, #parameters=250,087,1502022.05 | 0.253 | — | — | |
| RotatEembedding dimension=50, #P (M)=250 (1x)2022.08 | 0.253 | — | — | |
| R-GCN (mini-batch)gHAWK features=without2025.12 | 0.1816 | 0.187 | 0.2544 |