Predicate Classification on VG-1800 (test)
90.07AccuracyBGNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BGNNTop-k=102022.03 | 90.07 | 3.91 | 7.5 | 139 | |
| Motif + TDETop-k=102022.03 | 89.92 | 4.65 | 8.84 | 152 | |
| Motif + RelMixTop-k=102022.03 | 89.91 | 5.17 | 9.78 | 177 | |
| Motif + IETransTop-k=10, kI=10%2022.03 | 89.71 | 13.06 | 22.8 | 530 | |
| MotifTop-k=102022.03 | 89.44 | 4.37 | 8.33 | 139 | |
| BGNNTop-k=52022.03 | 85.64 | 2.33 | 4.51 | 111 | |
| Motif + RelMixTop-k=52022.03 | 85.31 | 3.27 | 6.3 | 134 | |
| Motif + TDETop-k=52022.03 | 85.29 | 2.77 | 5.37 | 119 | |
| Motif + Focal LossTop-k=102022.03 | 85.21 | 1.36 | 2.68 | 41 | |
| MotifTop-k=52022.03 | 84.82 | 2.68 | 5.2 | 112 | |
| Motif + IETransTop-k=5, kI=10%2022.03 | 83.99 | 8.23 | 14.99 | 419 | |
| Motif + IETransTop-k=10, kI=90%2022.03 | 83.5 | 19.12 | 31.12 | 865 | |
| Motif + Focal LossTop-k=52022.03 | 79.69 | 0.79 | 1.56 | 27 | |
| Motif + IETransTop-k=5, kI=90%2022.03 | 72.48 | 13.34 | 22.53 | 741 | |
| BGNNTop-k=12022.03 | 61.55 | 0.59 | 1.16 | 37 | |
| Motif + RelMixTop-k=12022.03 | 60.16 | 0.81 | 1.6 | 65 | |
| Motif + TDETop-k=12022.03 | 60 | 0.62 | 1.23 | 45 | |
| MotifTop-k=12022.03 | 59.63 | 0.61 | 1.21 | 47 | |
| Motif + IETransTop-k=1, kI=10%2022.03 | 56.66 | 1.89 | 3.66 | 202 | |
| Motif + Focal LossTop-k=12022.03 | 54.65 | 0.26 | 0.52 | 14 | |
| Motif + IETransTop-k=1, kI=90%2022.03 | 27.4 | 4.7 | 8.02 | 467 |