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ResearchFormerly WizWand

Link Prediction on ogbl-biokg (test)

0.9618MRRRelEns-DSC
0.3137760.4820130.650250.818487May 5, 2022Jul 31, 2022Oct 27, 2022Jan 23, 2023Apr 20, 2023Jul 17, 2023Oct 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RelEns-DSC2023.100.9618——
SimpleEns2023.100.9112——
AutoBLM2023.100.8543——
AutoBLM+KGBench#Params=192M2022.070.8536——
ComplEx-RP2023.100.8494——
ComplEx-RP#Params=188M, #Dims=10002022.070.8492——
ComplExSearch Strategy=KGTuner, #parameters=187,648,0002022.050.8385——
AutoSFSearch Strategy=KGTuner, #parameters=187,648,0002022.050.8354——
TripleRE#Params=470M, #Dims=2002022.070.8348——
TripleRE2023.100.8348——
AutoSFSource=OGB board, #parameters=187,648,0002022.050.8309——
AutoSF#Params=93.8M2022.070.8309——
TransERR#Dim=2,000, #Params=187M2023.060.8243——
DistMultSearch Strategy=KGTuner, #parameters=93,824,0002022.050.8241——
TranSHER#Dim=2,000, #Params=187M2023.060.8233——
TripleRE#Dim=2,000, #Params=187M2023.060.8191——
PairRE#Params=188M, #Dims=2002022.070.8164——
PairRE#Dim=2,000, #Params=187M2023.060.8164——
TransERR#Dim=1,000, #Params=93M2023.060.8153——
ComplExSource=OGB board, #parameters=187,648,0002022.050.8095——
ComplEx#Params=188M, #Dims=2502022.070.8095——
ComplEx#Dim=1,000, #Params=187M2023.060.8095——
DistMultSource=OGB board, #parameters=187,648,0002022.050.8043——
DistMult#Dim=2,000, #Params=187M2023.060.8043——
RotatESearch Strategy=KGTuner, #parameters=187,597,0002022.050.8013——
RotatESource=OGB board, #parameters=187,597,0002022.050.7989——
RotatE#Params=188M, #Dims=2502022.070.7989——
RotatE#Dim=1,000, #Params=187M2023.060.7989——
C-MPNNAGG=sum, MSG=Msg^3_0, INIT=INIT^2, readout component=none2023.020.7971.892.7
TransESearch Strategy=KGTuner, #parameters=187,648,0002022.050.7781——
TransESource=OGB board, #parameters=187,648,0002022.050.7452——
TransE#Params=188M, #Dims=5002022.070.7452——
TransE#Dim=2,000, #Params=187M2023.060.7452——
AutoWeird#Params=376M, #Dims=5002022.070.6755——
RGCN2023.020.63651.188.4
EntOccur2022.070.3387——