Research Article
A Renovated CNN-Based Model Enhances KGC Task Performance
Table 3
Comparison results of link prediction task on WN18RR and FB15k-237 test sets. Hits@10 is reported in %.
| Method | WN18RR | FB15k-237 | MR | MRR | Hits@10 | MR | MRR | Hits@10 |
| TransE | 3384 | 0.226 | 50.1 | 347 | 0.294 | 46.4 | DistMult | 5110 | 0.425 | 49.1 | 254 | 0.241 | 41.9 | ComplEx | 5261 | 0.444 | 50.7 | 339 | 0.247 | 42.8 | ConvE | 4187 | 0.433 | 51.5 | 244 | 0.325 | 50.1 | ConvKB | 1711 | 0.251 | 52.9 | 246 | 0.407 | 52.7 | CapsE | 719 | 0.415 | 56.0 | 303 | 0.523 | 59.3 | RotatE | 3340 | 0.476 | 57.1 | 177 | 0.338 | 53.3 | MF-ConvKB | 1273 | 0.261 | 56.1 | 207 | 0.307 | 48.2 | DP-ConvKB | 139 | 0.703 | 73.1 | 101 | 0.734 | 75.0 |
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