. | Model . | Random . | Hard . | . | . | Model . | Random . | Hard . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | . | P . | U . | V . | P . | U . | V . | . | . | P . | U . | V . | P . | U . | V . | |
Local | IndNets | 63.9 | 61.3 | 54.4 | 62.2 | 53.0 | 51.3 | Local | IndNets | 63.9 | 61.3 | 54.4 | 62.2 | 53.0 | 51.3 | |
E2E | 66.3 | 71.2 | 54.4 | 63.4 | 68.1 | 51.3 | E2E | 66.3 | 71.2 | 54.4 | 63.4 | 68.1 | 51.3 | |||
Reln. | TransE | 58.5 | 54.1 | 52.6 | 57.2 | 53.1 | 51.2 | AC | JointInf | 73.6 | 71.8 | - | 69.0 | 67.2 | - | |
Emb. | ComplEx | 61.0 | 63.3 | 58.1 | 57.3 | 55.0 | 55.4 | Global | 73.6 | 72.0 | - | 69.0 | 67.2 | - | ||
RotatE | 59.6 | 58.3 | 54.2 | 57.9 | 54.6 | 51.0 | RelNets | 73.8 | 72.0 | - | 71.7 | 69.5 | - | |||
Prob. | PSL | 78.7 | 77.5 | 55.4 | 72.6 | 71.8 | 52.6 | AC | JointInf | 80.7 | 79.5 | - | 75.6 | 74.4 | - | |
Logic. | TensorLog | 72.7 | 71.9 | 56.2 | 70.0 | 67.4 | 55.8 | DC | Global | 81.4 | 79.9 | - | 75.8 | 74.6 | - | |
RelNets | 81.8 | 80.1 | - | 77.8 | 76.4 | - | ||||||||||
DRaiL | E2E +Inf | 80.2 | 79.2 | 54.4 | 76.9 | 75.5 | 51.3 | |||||||||
JointInf | 80.7 | 79.5 | 55.6 | 75.2 | 74.0 | 52.5 | AC | JointInf | 80.7 | 79.5 | 55.6 | 75.2 | 74.0 | 52.5 | ||
Global | 81.0 | 79.5 | 55.8 | 75.3 | 74.0 | 53.0 | DC | Global | 81.0 | 79.5 | 55.8 | 75.3 | 74.0 | 53.0 | ||
RelNets | 81.9 | 80.4 | 57.0 | 78.0 | 77.2 | 53.7 | SC | RelNets | 81.9 | 80.4 | 57.0 | 78.0 | 77.2 | 53.7 |
. | Model . | Random . | Hard . | . | . | Model . | Random . | Hard . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
. | . | P . | U . | V . | P . | U . | V . | . | . | P . | U . | V . | P . | U . | V . | |
Local | IndNets | 63.9 | 61.3 | 54.4 | 62.2 | 53.0 | 51.3 | Local | IndNets | 63.9 | 61.3 | 54.4 | 62.2 | 53.0 | 51.3 | |
E2E | 66.3 | 71.2 | 54.4 | 63.4 | 68.1 | 51.3 | E2E | 66.3 | 71.2 | 54.4 | 63.4 | 68.1 | 51.3 | |||
Reln. | TransE | 58.5 | 54.1 | 52.6 | 57.2 | 53.1 | 51.2 | AC | JointInf | 73.6 | 71.8 | - | 69.0 | 67.2 | - | |
Emb. | ComplEx | 61.0 | 63.3 | 58.1 | 57.3 | 55.0 | 55.4 | Global | 73.6 | 72.0 | - | 69.0 | 67.2 | - | ||
RotatE | 59.6 | 58.3 | 54.2 | 57.9 | 54.6 | 51.0 | RelNets | 73.8 | 72.0 | - | 71.7 | 69.5 | - | |||
Prob. | PSL | 78.7 | 77.5 | 55.4 | 72.6 | 71.8 | 52.6 | AC | JointInf | 80.7 | 79.5 | - | 75.6 | 74.4 | - | |
Logic. | TensorLog | 72.7 | 71.9 | 56.2 | 70.0 | 67.4 | 55.8 | DC | Global | 81.4 | 79.9 | - | 75.8 | 74.6 | - | |
RelNets | 81.8 | 80.1 | - | 77.8 | 76.4 | - | ||||||||||
DRaiL | E2E +Inf | 80.2 | 79.2 | 54.4 | 76.9 | 75.5 | 51.3 | |||||||||
JointInf | 80.7 | 79.5 | 55.6 | 75.2 | 74.0 | 52.5 | AC | JointInf | 80.7 | 79.5 | 55.6 | 75.2 | 74.0 | 52.5 | ||
Global | 81.0 | 79.5 | 55.8 | 75.3 | 74.0 | 53.0 | DC | Global | 81.0 | 79.5 | 55.8 | 75.3 | 74.0 | 53.0 | ||
RelNets | 81.9 | 80.4 | 57.0 | 78.0 | 77.2 | 53.7 | SC | RelNets | 81.9 | 80.4 | 57.0 | 78.0 | 77.2 | 53.7 |