Link Prediction on ogbl-wikikg2 (val)
0.7541MRRRelEns-DSC
Evaluation results
| Method | Links | |
|---|---|---|
| RelEns-DSC2023.10 | 0.7541 | |
| SimpleEns2023.10 | 0.7509 | |
| StarGraph+TripleRE+Text2023.10 | 0.7439 | |
| InterHT+2023.10 | 0.742 | |
| StarGraph + TripleRE'#Dims=512, #Embs=80k, #Params=44,819,9702022.05 | 0.7407 | |
| InterHT + DigPiece#Params=156.3M, Base Model=InterHT+2022.02 | 0.7391 | |
| StarGraph + TripleRE'#Dims=256, #Embs=20k, #Params=7,148,8022022.05 | 0.7373 | |
| AutoWeird + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.7362 | |
| StarGraph + TripleRE'#Dims=512/32, #Embs=20k/2.5M, #Params=93,039,5222022.05 | 0.7327 | |
| StarGraph+TripleRE2023.10 | 0.7291 | |
| TripleRE + StarGraph#Params=86.7M2022.02 | 0.7288 | |
| CompoundE3DDim=3002023.04 | 0.7175 | |
| CompoundE3DDim=1802023.04 | 0.7146 | |
| TranS(large) + NodePiece#Embs=20k, #Params=38,430,8042022.05 | 0.7058 | |
| CompoundE3DDim=902023.04 | 0.6994 | |
| TranS + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.6988 | |
| TranS + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.05 | 0.6988 | |
| TripleREv3 + NodePiece#Params=36.4M, #Dims=2002022.07 | 0.6955 | |
| TripleREv3 + NodePiece#Dims=200, #Embs=20k, #Params=36,421,8022022.05 | 0.6955 | |
| InterHT + NodePiece#Params=19.2M, #Dims=2002022.07 | 0.6893 | |
| InterHT + NodePiece#Params=19.2M2022.02 | 0.6893 | |
| InterHT + NodePiece#Dims=200, #Embs=20k, #Params=19,215,4022022.05 | 0.6893 | |
| CompoundEDim=1002023.04 | 0.6704 | |
| ComplEx-N3-RPDim=1002023.04 | 0.6701 | |
| TripleREv2 + NodePiece#Params=7.3M, #Dims=2002022.07 | 0.6616 | |
| TripleRE + NodePiece#Params=7.3M2022.02 | 0.6616 | |
| TripleREv2 + NodePiece#Dims=200, #Embs=20k, #Params=7,289,0022022.05 | 0.6616 | |
| ComplEx-RP#Params=250M, #Dims=502022.07 | 0.6561 | |
| ComplEx-RPDimension=50dim, #Params=250M2022.02 | 0.6561 | |
| ComplEx-RP#Dims=50, #Embs=2.5M, #Params=250,167,4002022.05 | 0.6561 | |
| TransERR#Dim=200, #Params=500M2023.06 | 0.6518 | |
| TransERR#Dim=100, #Params=250M2023.06 | 0.6246 | |
| TripleREv2#Dims=200, #Embs=2.5M, #Params=500,763,3372022.05 | 0.6117 | |
| TripleRE#Params=501M, #Dims=2002022.07 | 0.6045 | |
| TripleRE#Params=501M2022.02 | 0.6045 | |
| TripleRE#Dims=200, #Embs=2.5M, #Params=500,763,3372022.05 | 0.6045 | |
| TripleREDim=2002023.04 | 0.6045 | |
| TripleRE#Dim=200, #Params=500M2023.06 | 0.6045 | |
| AutoSF + NodePiece#Params=6.9M2022.07 | 0.5806 | |
| AutoSF + NodePiece#Params=6.9M2022.02 | 0.5806 | |
| AutoSF + NodePiece#Embs=20k, #Params=6,860,6022022.05 | 0.5806 | |
| AutoSF+NodePieceDim=1002023.04 | 0.5806 | |
| Rot_Pro#Dim=200, #Params=1,000M2023.06 | 0.574 | |
| Rotate3DDim=1002023.04 | 0.5685 | |
| TranSHER#Dim=200, #Params=500M2023.06 | 0.5662 | |
| AutoSF#Params=500M2022.07 | 0.551 | |
| AutoSF#Params=500M2022.02 | 0.551 | |
| AutoSF#Embs=2.5M, #Params=500,227,8002022.05 | 0.551 | |
| PairRE#Params=500M, #Dims=2002022.07 | 0.5423 | |
| PairREDimension=200dim, #Params=500M2022.02 | 0.5423 | |
| PairRE#Dims=200, #Embs=2.5M, #Params=500,334,8002022.05 | 0.5423 | |
| PairREDim=2002023.04 | 0.5423 | |
| PairRE#Dim=200, #Params=500M2023.06 | 0.5423 | |
| AutoSFSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.5397 | |
| AutoSFSource=OGB board, #parameters=250,113,9002022.05 | 0.5239 | |
| ComplExSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.5099 | |
| DistMultSearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.5004 | |
| TransESearch Strategy=KGTuner, #parameters=250,113,9002022.05 | 0.4932 | |
| EntOccur2022.07 | 0.4467 | |
| RotatE#Params=1250M, #Dims=2502022.07 | 0.4353 | |
| RotatEDimension=250dim, #Params=1250M2022.02 | 0.4353 | |
| RotatE#Dims=250, #Embs=2.5M, #Params=1,250,435,7502022.05 | 0.4353 | |
| RotatEDim=2502023.04 | 0.4353 | |
| RotatE#Dim=250, #Params=1,250M2023.06 | 0.4353 | |
| RotatEembedding dimension=250, #P (M)=1,250 (5x)2022.08 | 0.435 | |
| TransESource=OGB board, #parameters=1,250,569,5002022.05 | 0.4272 | |
| TransE#Params=1251M, #Dims=5002022.07 | 0.4272 | |
| TransEDimension=500dim, #Params=1251M2022.02 | 0.4272 | |
| TransE#Dims=500, #Embs=2.5M, #Params=1,250,569,5002022.05 | 0.4272 | |
| TransEDim=5002023.04 | 0.4272 | |
| TransE#Dim=500, #Params=1,250M2023.06 | 0.4272 | |
| TransEembedding dimension=500, #P (M)=1,250 (5x)2022.08 | 0.427 | |
| ComplExSource=OGB board, #parameters=1,250,569,5002022.05 | 0.3759 | |
| ComplEx#Params=1251M, #Dims=2502022.07 | 0.3759 | |
| ComplExDimension=250dim, #Params=1251M2022.02 | 0.3759 | |
| ComplEx#Dims=250, #Embs=2.5M, #Params=1,250,569,5002022.05 | 0.3759 | |
| ComplExDim=2502023.04 | 0.3759 | |
| ComplEx#Dim=250, #Params=1,250M2023.06 | 0.3759 | |
| DistMultSource=OGB board, #parameters=1,250,569,5002022.05 | 0.3506 | |
| DistMultDim=5002023.04 | 0.3506 | |
| DistMult#Dim=500, #Params=1,250M2023.06 | 0.3506 | |
| RotatE + GreenKGCembedding dimension=50, #P (M)=250 (1x)2022.08 | 0.341 | |
| TransE + GreenKGCembedding dimension=100, #P (M)=250 (1x)2022.08 | 0.339 | |
| RotatESearch Strategy=KGTuner, #parameters=250,087,1502022.05 | 0.265 | |
| TransEembedding dimension=100, #P (M)=250 (1x)2022.08 | 0.247 | |
| RotatESource=OGB board, #parameters=250,087,1502022.05 | 0.225 | |
| RotatEembedding dimension=50, #P (M)=250 (1x)2022.08 | 0.225 |