Triple classification on WN11 (test)
94.5AccuracyLASS
Evaluation Results
| Method | Links | |
|---|---|---|
| LASSbackbone=BERT, size=Large2022.09 | 94.5 | |
| LASSbackbone=RoBERTa, size=Large2022.09 | 93.8 | |
| PALTModel Category=General, Size=LARGE2022.10 | 93.8 | |
| KG-BERT(a)2019.09 | 93.5 | |
| KG-BERT2022.09 | 93.5 | |
| KG-BERTModel Category=General2022.10 | 93.5 | |
| LASSbackbone=BERT, size=Base2022.09 | 93.3 | |
| PALTModel Category=General, Size=BASE2022.10 | 93.3 | |
| LASSbackbone=RoBERTa, size=Base2022.09 | 92.3 | |
| RMNN2016.03 | 89.9 | |
| DNN2016.03 | 89.3 | |
| DistMult-HRS2019.09 | 88.9 | |
| DistMult-HRS2022.09 | 88.9 | |
| DistMult-HRSModel Category=Task-specific2022.10 | 88.9 | |
| AATE2019.09 | 88 | |
| AATE2022.09 | 88 | |
| AATEModel Category=Task-specific2022.10 | 88 | |
| ConvKB2019.09 | 87.6 | |
| ConvKB2022.09 | 87.6 | |
| ConvKBModel Category=Task-specific2022.10 | 87.6 | |
| DOLORES2019.09 | 87.5 | |
| DOLORES2022.09 | 87.5 | |
| DOLORESModel Category=Task-specific2022.10 | 87.5 | |
| TransG2019.09 | 87.4 | |
| TransG2022.09 | 87.4 | |
| TransGModel Category=Task-specific2022.10 | 87.4 | |
| DistMult2019.09 | 87.1 | |
| DistMult2022.09 | 87.1 | |
| DistMultModel Category=Task-specific2022.10 | 87.1 | |
| TransD2019.09 | 86.4 | |
| TranSparse-S2019.09 | 86.4 | |
| TransD2022.09 | 86.4 | |
| TranSparse-S2022.09 | 86.4 | |
| TransDModel Category=Task-specific2022.10 | 86.4 | |
| TranSparse-SModel Category=Task-specific2022.10 | 86.4 | |
| NTN2016.03 | 86.2 | |
| NTN2019.09 | 86.2 | |
| NTN2022.09 | 86.2 | |
| NTNModel Category=Task-specific2022.10 | 86.2 | |
| TEKE2019.09 | 86.1 | |
| TEKE2022.09 | 86.1 | |
| TEKEModel Category=Task-specific2022.10 | 86.1 | |
| TransR2016.03 | 85.9 | |
| TransR2019.09 | 85.9 | |
| TransR2022.09 | 85.9 | |
| TransRModel Category=Task-specific2022.10 | 85.9 | |
| TransH2016.03 | 78.8 | |
| TransH2019.09 | 78.8 | |
| TransH2022.09 | 78.8 | |
| TransHModel Category=Task-specific2022.10 | 78.8 | |
| TransE2016.03 | 75.9 | |
| TransE2019.09 | 75.9 | |
| TransE2022.09 | 75.9 | |
| TransEModel Category=Task-specific2022.10 | 75.9 | |
| SME2016.03 | 70 |