Relation prediction results.
Data sets . | Models . | Forward (h →) . | Backward (t →) . | ||||||
---|---|---|---|---|---|---|---|---|---|
Hits@10 . | FHits@10 . | MR . | FMR . | Hits@10 . | FHits@10 . | MR . | FMR . | ||
FB15K | Fully-connected | 79.8 | 98.7 | 6.4 | 1.8 | 88.7 | 90.6 | 5.0 | 4.6 |
BSKG | 80.2 | 99.1 | 6.0 | 1.5 | 89.4 | 91.3 | 4.6 | 4.1 | |
DSKG (joint) | 82.6 | 99.1 | 5.7 | 1.5 | 90.3 | 92.2 | 4.4 | 4.0 | |
DSKG (respective) | 83.5 | 99.0 | 5.8 | 1.7 | 90.5 | 92.2 | 4.6 | 4.2 | |
DSKG (cascade) | 83.2 | 99.2 | 5.6 | 1.5 | 90.8 | 92.4 | 4.4 | 4.0 | |
WN18 | Fully-connected | 99.7 | 99.7 | 2.0 | 1.1 | 99.5 | 99.6 | 2.1 | 1.5 |
BSKG | 99.6 | 99.7 | 2.0 | 1.2 | 99.6 | 99.8 | 1.9 | 1.4 | |
DSKG (joint) | 99.8 | 99.9 | 2.0 | 1.2 | 99.8 | 99.9 | 1.9 | 1.4 | |
DSKG (respective) | 99.8 | 99.9 | 2.7 | 1.5 | 99.8 | 99.9 | 2.8 | 1.8 | |
DSKG (cascade) | 99.8 | 99.9 | 2.1 | 1.1 | 99.8 | 99.9 | 2.1 | 1.4 |
Data sets . | Models . | Forward (h →) . | Backward (t →) . | ||||||
---|---|---|---|---|---|---|---|---|---|
Hits@10 . | FHits@10 . | MR . | FMR . | Hits@10 . | FHits@10 . | MR . | FMR . | ||
FB15K | Fully-connected | 79.8 | 98.7 | 6.4 | 1.8 | 88.7 | 90.6 | 5.0 | 4.6 |
BSKG | 80.2 | 99.1 | 6.0 | 1.5 | 89.4 | 91.3 | 4.6 | 4.1 | |
DSKG (joint) | 82.6 | 99.1 | 5.7 | 1.5 | 90.3 | 92.2 | 4.4 | 4.0 | |
DSKG (respective) | 83.5 | 99.0 | 5.8 | 1.7 | 90.5 | 92.2 | 4.6 | 4.2 | |
DSKG (cascade) | 83.2 | 99.2 | 5.6 | 1.5 | 90.8 | 92.4 | 4.4 | 4.0 | |
WN18 | Fully-connected | 99.7 | 99.7 | 2.0 | 1.1 | 99.5 | 99.6 | 2.1 | 1.5 |
BSKG | 99.6 | 99.7 | 2.0 | 1.2 | 99.6 | 99.8 | 1.9 | 1.4 | |
DSKG (joint) | 99.8 | 99.9 | 2.0 | 1.2 | 99.8 | 99.9 | 1.9 | 1.4 | |
DSKG (respective) | 99.8 | 99.9 | 2.7 | 1.5 | 99.8 | 99.9 | 2.8 | 1.8 | |
DSKG (cascade) | 99.8 | 99.9 | 2.1 | 1.1 | 99.8 | 99.9 | 2.1 | 1.4 |