Entity prediction results.
| Models . | FB15K . | WN18 . | ||||||
|---|---|---|---|---|---|---|---|---|
| Hits@10 . | FHits@10 . | MR . | FMR . | Hits@10 . | FHits@10 . | MR . | FMR . | |
| SE | 28.8 | 39.8 | 273 | 162 | 68.5 | 80.5 | 1,011 | 985 |
| NTN | - | 41.4 | - | - | - | 66.1 | - | - |
| TransE | 34.9 | 47.1 | 243 | 125 | 75.4 | 89.2 | 263 | 251 |
| TransH | 45.7 | 64.4 | 211 | 84 | 75.4 | 86.7 | 318 | 303 |
| TransD | 49.4 | 77.3 | 194 | 67 | 79.6 | 92.5 | 224 | 212 |
| TransR | 43.8 | 65.5 | 198 | 77 | 79.8 | 92.0 | 232 | 219 |
| CTransR | 48.4 | 70.2 | 198 | 75 | 78.9 | 92.3 | 231 | 218 |
| PTransE | 51.8 | 84.6 | 200 | 54 | - | - | - | - |
| DISTMULT | - | 57.7 | - | - | - | 94.2 | - | - |
| NLFeat | - | 87.0 | - | - | - | 94.3 | - | - |
| STransE | 51.6 | 79.7 | 219 | 69 | 80.9 | 93.4 | 217 | 206 |
| ConvE | - | 83.1 | - | 51 | - | 93.5 | - | 374 |
| BSKG | 53.1 | 86.5 | 189 | 37 | 81.7 | 95.0 | 252 | 236 |
| DSKG (entity-only) | 53.7 | 89.5 | 192 | 40 | 82.5 | 95.1 | 248 | 233 |
| DSKG (joint) | 53.8 | 89.8 | 188 | 38 | 82.5 | 95.2 | 217 | 203 |
| DSKG (respective) | 53.9 | 89.9 | 188 | 36 | 81.4 | 95.2 | 354 | 338 |
| DSKG (cascade) | 54.1 | 89.3 | 183 | 36 | 81.5 | 95.3 | 370 | 353 |
| Models . | FB15K . | WN18 . | ||||||
|---|---|---|---|---|---|---|---|---|
| Hits@10 . | FHits@10 . | MR . | FMR . | Hits@10 . | FHits@10 . | MR . | FMR . | |
| SE | 28.8 | 39.8 | 273 | 162 | 68.5 | 80.5 | 1,011 | 985 |
| NTN | - | 41.4 | - | - | - | 66.1 | - | - |
| TransE | 34.9 | 47.1 | 243 | 125 | 75.4 | 89.2 | 263 | 251 |
| TransH | 45.7 | 64.4 | 211 | 84 | 75.4 | 86.7 | 318 | 303 |
| TransD | 49.4 | 77.3 | 194 | 67 | 79.6 | 92.5 | 224 | 212 |
| TransR | 43.8 | 65.5 | 198 | 77 | 79.8 | 92.0 | 232 | 219 |
| CTransR | 48.4 | 70.2 | 198 | 75 | 78.9 | 92.3 | 231 | 218 |
| PTransE | 51.8 | 84.6 | 200 | 54 | - | - | - | - |
| DISTMULT | - | 57.7 | - | - | - | 94.2 | - | - |
| NLFeat | - | 87.0 | - | - | - | 94.3 | - | - |
| STransE | 51.6 | 79.7 | 219 | 69 | 80.9 | 93.4 | 217 | 206 |
| ConvE | - | 83.1 | - | 51 | - | 93.5 | - | 374 |
| BSKG | 53.1 | 86.5 | 189 | 37 | 81.7 | 95.0 | 252 | 236 |
| DSKG (entity-only) | 53.7 | 89.5 | 192 | 40 | 82.5 | 95.1 | 248 | 233 |
| DSKG (joint) | 53.8 | 89.8 | 188 | 38 | 82.5 | 95.2 | 217 | 203 |
| DSKG (respective) | 53.9 | 89.9 | 188 | 36 | 81.4 | 95.2 | 354 | 338 |
| DSKG (cascade) | 54.1 | 89.3 | 183 | 36 | 81.5 | 95.3 | 370 | 353 |
Note: “-” indicates the result unreported in literature. Models are ordered according to their publishing years.