Research Article
Research on Knowledge Graph Completion Model Combining Temporal Convolutional Network and Monte Carlo Tree Search
Table 2
Knowledge graph completion datasets statistics.
| | Task (MAP) | GA | MINERVA | DeepPath | PRA | TransE | TransR |
| | AthletePlaysForTeam | 85.2 (0.8) | 82.7 (0.8) | 72.1 (1.2) | 54.7 | 62.7 | 67.3 | | AthletePlaysInLeague | 97.9 (0.4) | 95.2 (0.8) | 92.7 (5.3) | 84.1 | 77.3 | 91.2 | | AthleteHomeStadium | 91.7 (0.1) | 92.8 (0.1) | 84.6 (0.8) | 85.9 | 71.8 | 72.2 | | AthletePlaysSport | 96.4 (0.2) | 98.6 (0.1) | 91.7 (4.1) | 47.4 | 87.6 | 96.3 | | TeamPlaySports | 87.5 (0.2) | 87.5 (0.5) | 69.6 (6.7) | 79.1 | 76.1 | 81.4 | | OrgHeadquaterCity | 95.4 (0.3) | 94.5 (0.3) | 79.0 (0.0) | 81.1 | 62.0 | 65.7 | | BornLocation | 82.5 (0.1) | 78.2 (0.0) | 75.5 (0.5) | 66.8 | 71.2 | 81.2 | | WorksFor | 83.8 (0.4) | 82.7 (0.5) | 69.9 (0.3) | 68.1 | 67.7 | 69.2 | | PersonLeadsOrg | 88.2 (1.3) | 83.0 (2.6) | 79.0 (1.0) | 70.0 | 75.1 | 77.2 | | OrgHiredPerson | 90.1 (0.7) | 87.0 (0.3) | 73.8 (1.9) | 59.9 | 71.9 | 73.7 | | Overall | 89.9 | 87.6 | 78.8 | 69.7 | 72.3 | 77.5 |
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