Knowledge Graph Reasoning on NELL-995 (test)
84.7Athlete Plays For Team AccuracyM-Walk
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M-Walktraining=MCTS, testing=MCTS2018.02 | 84.7 | 97.8 | 91.9 | 98.3 | 88.4 | 95 | 84.2 | 81.2 | 88.8 | 88.8 | 89.9 | |
| MINERVA2018.02 | 82.7 | 95.2 | 92.8 | 98.6 | 87.5 | 94.5 | 82.7 | 78.2 | 83 | 87 | 87.6 | |
| Q-Walktraining=Q-learning, MCTS=false2018.02 | 82.6 | 96.2 | 91.1 | 97 | 78.5 | 94 | 82.7 | 81.4 | 86.9 | 87.8 | 87.8 | |
| PG-Walktraining=Policy Gradient (PG), testing=beam search2018.02 | 80.8 | 96 | 91.9 | 98 | 87.4 | 94 | 84 | 82.3 | 87.2 | 87.2 | 88.9 | |
| DeepPath2018.02 | 72.1 | 92.7 | 84.6 | 91.7 | 69.6 | 79 | 69.9 | 75.5 | 79 | 73.8 | 78.8 | |
| TransR2018.02 | 67.3 | 91.2 | 72.2 | 96.3 | 81.4 | 65.7 | 69.2 | 81.2 | 77.2 | 73.7 | 77.5 | |
| TransE2018.02 | 62.7 | 77.3 | 71.8 | 87.6 | 76.1 | 62 | 67.7 | 71.2 | 75.1 | 71.9 | 72.3 | |
| PRA2018.02 | 54.7 | 84.1 | 85.9 | 47.4 | 79.1 | 81.1 | 68.1 | 66.8 | 70 | 59.9 | 69.7 |