Detailed entity prediction results on FB15K by relationship categories.
Models . | Head prediction (FHits@10) . | Tail prediction (FHits@10) . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
1:1 . | 1:M . | M:1 . | M:N . | Overall . | 1:1 . | 1:M . | M:1 . | M:N . | Overall . | |
SE | 35.6 | 62.6 | 17.2 | 37.5 | 36.7 | 34.9 | 14.6 | 68.3 | 41.3 | 42.8 |
TransE | 43.7 | 65.7 | 18.2 | 47.2 | 44.6 | 43.7 | 19.7 | 66.7 | 50.0 | 49.7 |
TransH | 66.8 | 87.6 | 28.7 | 64.5 | 61.4 | 65.5 | 39.8 | 83.3 | 67.2 | 67.1 |
TransD | 86.1 | 95.5 | 39.8 | 78.5 | 74.5 | 85.4 | 50.6 | 94.4 | 81.2 | 80.5 |
TransR | 78.8 | 89.2 | 34.1 | 69.2 | 66.0 | 79.2 | 37.4 | 90.4 | 72.1 | 71.8 |
CTransR | 81.5 | 89.0 | 34.7 | 71.2 | 67.6 | 80.8 | 38.6 | 90.1 | 73.8 | 73.1 |
PTransE | 91.0 | 92.8 | 60.9 | 83.8 | 81.4 | 91.2 | 74.0 | 88.9 | 86.4 | 85.7 |
STransE | 82.8 | 94.2 | 50.4 | 80.1 | 77.1 | 82.4 | 56.9 | 93.4 | 83.1 | 82.3 |
BSKG | 87.8 | 96.7 | 64.1 | 86.4 | 84.1 | 87.8 | 72.3 | 95.9 | 89.6 | 89.0 |
DSKG (entity-only) | 89.2 | 97.0 | 67.7 | 89.6 | 87.1 | 89.7 | 80.5 | 96.0 | 92.7 | 92.0 |
DSKG (joint) | 88.3 | 97.0 | 69.5 | 89.2 | 87.3 | 88.7 | 82.2 | 96.1 | 92.7 | 92.2 |
DSKG (respective) | 89.7 | 97.1 | 69.6 | 89.9 | 87.5 | 88.8 | 82.2 | 96.2 | 92.9 | 92.3 |
DSKG (cascade) | 89.4 | 97.2 | 68.3 | 89.2 | 86.9 | 89.7 | 80.9 | 96.1 | 92.3 | 91.8 |
Models . | Head prediction (FHits@10) . | Tail prediction (FHits@10) . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
1:1 . | 1:M . | M:1 . | M:N . | Overall . | 1:1 . | 1:M . | M:1 . | M:N . | Overall . | |
SE | 35.6 | 62.6 | 17.2 | 37.5 | 36.7 | 34.9 | 14.6 | 68.3 | 41.3 | 42.8 |
TransE | 43.7 | 65.7 | 18.2 | 47.2 | 44.6 | 43.7 | 19.7 | 66.7 | 50.0 | 49.7 |
TransH | 66.8 | 87.6 | 28.7 | 64.5 | 61.4 | 65.5 | 39.8 | 83.3 | 67.2 | 67.1 |
TransD | 86.1 | 95.5 | 39.8 | 78.5 | 74.5 | 85.4 | 50.6 | 94.4 | 81.2 | 80.5 |
TransR | 78.8 | 89.2 | 34.1 | 69.2 | 66.0 | 79.2 | 37.4 | 90.4 | 72.1 | 71.8 |
CTransR | 81.5 | 89.0 | 34.7 | 71.2 | 67.6 | 80.8 | 38.6 | 90.1 | 73.8 | 73.1 |
PTransE | 91.0 | 92.8 | 60.9 | 83.8 | 81.4 | 91.2 | 74.0 | 88.9 | 86.4 | 85.7 |
STransE | 82.8 | 94.2 | 50.4 | 80.1 | 77.1 | 82.4 | 56.9 | 93.4 | 83.1 | 82.3 |
BSKG | 87.8 | 96.7 | 64.1 | 86.4 | 84.1 | 87.8 | 72.3 | 95.9 | 89.6 | 89.0 |
DSKG (entity-only) | 89.2 | 97.0 | 67.7 | 89.6 | 87.1 | 89.7 | 80.5 | 96.0 | 92.7 | 92.0 |
DSKG (joint) | 88.3 | 97.0 | 69.5 | 89.2 | 87.3 | 88.7 | 82.2 | 96.1 | 92.7 | 92.2 |
DSKG (respective) | 89.7 | 97.1 | 69.6 | 89.9 | 87.5 | 88.8 | 82.2 | 96.2 | 92.9 | 92.3 |
DSKG (cascade) | 89.4 | 97.2 | 68.3 | 89.2 | 86.9 | 89.7 | 80.9 | 96.1 | 92.3 | 91.8 |