instanceOf triple classification on YAGO39K (test)
93.8AccuracyTransC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TransCsampling strategy=bern2018.11 | 93.8 | 94.8 | 92.7 | 93.7 | |
| DistMult2018.11 | 93.5 | 93.9 | 93 | 93.5 | |
| TransCsampling strategy=unif2018.11 | 93.5 | 94.3 | 92.6 | 93.4 | |
| ComplEx2018.11 | 92.8 | 92.6 | 93.1 | 92.9 | |
| HolE2018.11 | 92.3 | 92.6 | 91.9 | 92.3 | |
| TransE2018.11 | 92.1 | 92.8 | 91.2 | 92 | |
| TransR2018.11 | 91.7 | 91.6 | 91.9 | 91.7 | |
| TransH2018.11 | 90.8 | 91.2 | 90.3 | 90.8 | |
| TransD2018.11 | 89.3 | 88.1 | 91 | 89.5 | |
| EIKE-PRE-EYEnegative sampling=unif2024.01 | 89.26 | 88.81 | 89.84 | 89.32 | |
| EIKE-PRE-EYEnegative sampling=bern2024.01 | 88.42 | 88.61 | 88.18 | 88.39 | |
| TransEllipsoid2024.01 | 87.23 | 87.89 | 86.36 | 87.12 | |
| EIKE-UNP-EYEnegative sampling=unif2024.01 | 87.13 | 86.83 | 87.54 | 87.18 | |
| EIKE-UNP-EYEnegative sampling=bern2024.01 | 86.81 | 87.26 | 86.2 | 86.2 | |
| EIKE-UNP-MATnegative sampling=unif2024.01 | 85.23 | 86.43 | 84.06 | 85.23 | |
| EIKE-PRE-MATnegative sampling=bern2024.01 | 84.34 | 85.76 | 82.36 | 84.02 | |
| EIKE-PRE-MATnegative sampling=unif2024.01 | 84.01 | 85.42 | 82.02 | 83.69 | |
| DistMult2018.11 | 83.9 | 86.8 | 80.1 | 83.3 | |
| DistMult2024.01 | 83.9 | 86.8 | 80.1 | 83.3 | |
| JECI2024.01 | 83.9 | 86.6 | 83 | 84.8 | |
| ComplEx2018.11 | 83.3 | 84.8 | 81.1 | 82.9 | |
| ComplEx2024.01 | 83.3 | 84.8 | 81.1 | 82.9 | |
| TransD2018.11 | 83.2 | 84.4 | 81.5 | 82.9 | |
| TransD2024.01 | 83.2 | 84.4 | 81.5 | 82.9 | |
| TransH2018.11 | 82.9 | 83.7 | 81.7 | 82.7 | |
| TransH2024.01 | 82.9 | 83.7 | 81.7 | 82.7 | |
| TransE2018.11 | 82.6 | 83.6 | 81 | 82.3 | |
| TransE2024.01 | 82.6 | 83.6 | 81 | 82.3 | |
| HolE2018.11 | 82.3 | 86.3 | 76.7 | 81.2 | |
| HolE2024.01 | 82.3 | 86.3 | 76.7 | 81.2 | |
| EIKE-UNP-MATnegative sampling=bern2024.01 | 81.97 | 83.99 | 79 | 81.42 | |
| Concept2Vec2024.01 | 81.7 | 81.3 | 82.4 | 81.8 | |
| TransR2018.11 | 80.6 | 79.4 | 82.5 | 80.9 | |
| TransR2024.01 | 80.6 | 79.4 | 82.5 | 80.9 | |
| TransCsampling strategy=unif2018.11 | 80.2 | 81.6 | 80 | 79.7 | |
| TransC2024.01 | 80.2 | 81.6 | 80 | 79.7 | |
| TransFG2024.01 | 80.2 | 82.4 | 78.6 | 80.4 | |
| TransCsampling strategy=bern2018.11 | 79.7 | 83.2 | 74.4 | 78.6 | |
| TransCuboid2024.01 | 79.3 | 80.43 | 77.44 | 78.91 |