Temporal Knowledge Graph Completion on ICEWS 05-15
72.6MRRROMEM-ChronoR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ROMEM-ChronoRModel Category=ROMEM (Ours), Backbone=ChronoR, Rotation Dimensionality (k)=32026.04 | 72.6 | 66.8 | 75.9 | 83.7 | |
| 3DG-TEModel Category=Rotation Based2026.04 | 69.4 | 61.4 | 74.7 | 84.1 | |
| TimeGateModel Category=Non-Rotation Based2026.04 | 69.2 | 61.3 | 74.5 | 83.7 | |
| TCompoundEModel Category=Rotation Based2026.04 | 69.2 | 61.2 | 74.3 | 83.7 | |
| HGEModel Category=Non-Rotation Based2026.04 | 68.8 | 60.8 | 74 | 83.5 | |
| TLT-KGEModel Category=Non-Rotation Based2026.04 | 68.6 | 60.7 | 73.5 | 83.1 | |
| ChronoRModel Category=Rotation Based, Rotation Dimensionality (k)=32026.04 | 68.4 | 61.1 | 73 | 82.1 | |
| TeASTModel Category=Rotation Based2026.04 | 68.3 | 60.4 | 73.2 | 82.9 | |
| TComplExModel Category=Non-Rotation Based2026.04 | 66.5 | 58.3 | 71.6 | 81.1 | |
| RotateQVSModel Category=Rotation Based2026.04 | 63.3 | 52.9 | 70.9 | 81.3 | |
| ROMEM-DistMultModel Category=ROMEM (Ours), Backbone=DistMult2026.04 | 62.1 | 54.2 | 66.3 | 77.2 | |
| TeRoModel Category=Rotation Based2026.04 | 58.6 | 46.9 | 66.8 | 79.5 | |
| DE-SimplEModel Category=Non-Rotation Based2026.04 | 51.3 | 39.2 | 57.8 | 74.8 | |
| DistMultModel Category=Non-Rotation Based2026.04 | 45.6 | 33.7 | — | 69.1 |