InstanceOf Triple Classification on M-YAGO39K (test)
88.8AccuracyEIKE-PRE-EYE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EIKE-PRE-EYEnegative sampling=unif2024.01 | 88.8 | 90.08 | 87.2 | 88.62 | |
| EIKE-PRE-EYEnegative sampling=bern2024.01 | 88.28 | 91.34 | 84.59 | 87.83 | |
| TransEllipsoid2024.01 | 87.84 | 87.88 | 87.78 | 87.83 | |
| EIKE-UNP-EYEnegative sampling=unif2024.01 | 87.77 | 89.81 | 85.21 | 87.45 | |
| EIKE-UNP-EYEnegative sampling=bern2024.01 | 87.57 | 89.12 | 85.6 | 87.32 | |
| JECI2024.01 | 86.1 | 88.7 | 84.1 | 86.3 | |
| TransCsampling strategy=unif2018.11 | 85.5 | 88.3 | 81.8 | 85 | |
| TransCsampling strategy=bern2018.11 | 85.3 | 86.1 | 84.2 | 85.2 | |
| TransC2024.01 | 85.3 | 86.1 | 84.2 | 85.2 | |
| TransFG2024.01 | 85.3 | 86.1 | 82.2 | 85.2 | |
| EIKE-UNP-MATnegative sampling=unif2024.01 | 85.24 | 86.33 | 83.75 | 85.02 | |
| TransCuboid2024.01 | 84.77 | 87.59 | 81.03 | 84.18 | |
| EIKE-PRE-MATnegative sampling=bern2024.01 | 84.64 | 88.58 | 79.54 | 83.82 | |
| EIKE-UNP-MATnegative sampling=bern2024.01 | 83.21 | 89.71 | 75.02 | 81.71 | |
| EIKE-PRE-MATnegative sampling=unif2024.01 | 80.28 | 85.56 | 72.84 | 78.69 | |
| HolE2018.11 | 74.2 | 81.4 | 62.7 | 70.9 | |
| HolE2024.01 | 74.2 | 81.4 | 62.7 | 70.9 | |
| TransD2018.11 | 72.5 | 73.1 | 71.4 | 72.2 | |
| TransD2024.01 | 72.5 | 73.1 | 71.4 | 72.2 | |
| TransE2018.11 | 71 | 81.4 | 54.4 | 65.2 | |
| TransE2024.01 | 71 | 81.4 | 54.4 | 65.2 | |
| TransR2018.11 | 70.9 | 73 | 66.3 | 69.5 | |
| TransR2024.01 | 70.9 | 73 | 66.3 | 69.5 | |
| DistMult2018.11 | 70.5 | 86.1 | 49 | 62.4 | |
| DistMult2024.01 | 70.5 | 86.1 | 49 | 62.4 | |
| ComplEx2018.11 | 70.2 | 84.4 | 49.5 | 62.4 | |
| ComplEx2024.01 | 70.2 | 84.4 | 49.5 | 62.4 | |
| TransH2018.11 | 70.1 | 80.4 | 53.2 | 64 | |
| TransH2024.01 | 70.1 | 80.4 | 53.2 | 64 | |
| Concept2Vec2024.01 | 69.4 | 78.1 | 56.5 | 59.5 |