Link Prediction on ogbl-biokg (test)
0.9618MRRRelEns-DSC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RelEns-DSC2023.10 | 0.9618 | — | — | |
| SimpleEns2023.10 | 0.9112 | — | — | |
| AutoBLM2023.10 | 0.8543 | — | — | |
| AutoBLM+KGBench#Params=192M2022.07 | 0.8536 | — | — | |
| ComplEx-RP2023.10 | 0.8494 | — | — | |
| ComplEx-RP#Params=188M, #Dims=10002022.07 | 0.8492 | — | — | |
| ComplExSearch Strategy=KGTuner, #parameters=187,648,0002022.05 | 0.8385 | — | — | |
| AutoSFSearch Strategy=KGTuner, #parameters=187,648,0002022.05 | 0.8354 | — | — | |
| TripleRE#Params=470M, #Dims=2002022.07 | 0.8348 | — | — | |
| TripleRE2023.10 | 0.8348 | — | — | |
| AutoSFSource=OGB board, #parameters=187,648,0002022.05 | 0.8309 | — | — | |
| AutoSF#Params=93.8M2022.07 | 0.8309 | — | — | |
| TransERR#Dim=2,000, #Params=187M2023.06 | 0.8243 | — | — | |
| DistMultSearch Strategy=KGTuner, #parameters=93,824,0002022.05 | 0.8241 | — | — | |
| TranSHER#Dim=2,000, #Params=187M2023.06 | 0.8233 | — | — | |
| TripleRE#Dim=2,000, #Params=187M2023.06 | 0.8191 | — | — | |
| PairRE#Params=188M, #Dims=2002022.07 | 0.8164 | — | — | |
| PairRE#Dim=2,000, #Params=187M2023.06 | 0.8164 | — | — | |
| TransERR#Dim=1,000, #Params=93M2023.06 | 0.8153 | — | — | |
| ComplExSource=OGB board, #parameters=187,648,0002022.05 | 0.8095 | — | — | |
| ComplEx#Params=188M, #Dims=2502022.07 | 0.8095 | — | — | |
| ComplEx#Dim=1,000, #Params=187M2023.06 | 0.8095 | — | — | |
| DistMultSource=OGB board, #parameters=187,648,0002022.05 | 0.8043 | — | — | |
| DistMult#Dim=2,000, #Params=187M2023.06 | 0.8043 | — | — | |
| RotatESearch Strategy=KGTuner, #parameters=187,597,0002022.05 | 0.8013 | — | — | |
| RotatESource=OGB board, #parameters=187,597,0002022.05 | 0.7989 | — | — | |
| RotatE#Params=188M, #Dims=2502022.07 | 0.7989 | — | — | |
| RotatE#Dim=1,000, #Params=187M2023.06 | 0.7989 | — | — | |
| C-MPNNAGG=sum, MSG=Msg^3_0, INIT=INIT^2, readout component=none2023.02 | 0.79 | 71.8 | 92.7 | |
| TransESearch Strategy=KGTuner, #parameters=187,648,0002022.05 | 0.7781 | — | — | |
| TransESource=OGB board, #parameters=187,648,0002022.05 | 0.7452 | — | — | |
| TransE#Params=188M, #Dims=5002022.07 | 0.7452 | — | — | |
| TransE#Dim=2,000, #Params=187M2023.06 | 0.7452 | — | — | |
| AutoWeird#Params=376M, #Dims=5002022.07 | 0.6755 | — | — | |
| RGCN2023.02 | 0.636 | 51.1 | 88.4 | |
| EntOccur2022.07 | 0.3387 | — | — |