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ResearchFormerly WizWand

Triple classification on WN11 (test)

94.5AccuracyLASS
69.0275.63582.2588.865Mar 24, 2016Apr 29, 2017Jun 4, 2018Jul 10, 2019Aug 14, 2020Sep 19, 2021Oct 25, 2022
Updated 8mo ago

Evaluation results

MethodLinks
LASSbackbone=BERT, size=Large2022.0994.5
LASSbackbone=RoBERTa, size=Large2022.0993.8
PALTModel Category=General, Size=LARGE2022.1093.8
KG-BERT(a)2019.0993.5
KG-BERT2022.0993.5
KG-BERTModel Category=General2022.1093.5
LASSbackbone=BERT, size=Base2022.0993.3
PALTModel Category=General, Size=BASE2022.1093.3
LASSbackbone=RoBERTa, size=Base2022.0992.3
RMNN2016.0389.9
DNN2016.0389.3
DistMult-HRS2019.0988.9
DistMult-HRS2022.0988.9
DistMult-HRSModel Category=Task-specific2022.1088.9
AATE2019.0988
AATE2022.0988
AATEModel Category=Task-specific2022.1088
ConvKB2019.0987.6
ConvKB2022.0987.6
ConvKBModel Category=Task-specific2022.1087.6
DOLORES2019.0987.5
DOLORES2022.0987.5
DOLORESModel Category=Task-specific2022.1087.5
TransG2019.0987.4
TransG2022.0987.4
TransGModel Category=Task-specific2022.1087.4
DistMult2019.0987.1
DistMult2022.0987.1
DistMultModel Category=Task-specific2022.1087.1
TransD2019.0986.4
TranSparse-S2019.0986.4
TransD2022.0986.4
TranSparse-S2022.0986.4
TransDModel Category=Task-specific2022.1086.4
TranSparse-SModel Category=Task-specific2022.1086.4
NTN2016.0386.2
NTN2019.0986.2
NTN2022.0986.2
NTNModel Category=Task-specific2022.1086.2
TEKE2019.0986.1
TEKE2022.0986.1
TEKEModel Category=Task-specific2022.1086.1
TransR2016.0385.9
TransR2019.0985.9
TransR2022.0985.9
TransRModel Category=Task-specific2022.1085.9
TransH2016.0378.8
TransH2019.0978.8
TransH2022.0978.8
TransHModel Category=Task-specific2022.1078.8
TransE2016.0375.9
TransE2019.0975.9
TransE2022.0975.9
TransEModel Category=Task-specific2022.1075.9
SME2016.0370