Link Prediction on WikiKG90M v2 (test)
0.829MRR+ Motifs (TPNet)
Evaluation Results
| Method | Links | |
|---|---|---|
| + Motifs (TPNet)Motif Augmentation=True2026.05 | 0.829 | |
| + Motifs (DyGFormer)Motif Augmentation=True2026.05 | 0.828 | |
| TPNetMotif Augmentation=False2026.05 | 0.827 | |
| + Motifs (HyperEvent)Motif Augmentation=True2026.05 | 0.819 | |
| HyperEventMotif Augmentation=False2026.05 | 0.81 | |
| DyGFormerMotif Augmentation=False2026.05 | 0.798 | |
| + Motifs (TNCN)Motif Augmentation=True2026.05 | 0.736 | |
| TNCNMotif Augmentation=False2026.05 | 0.718 | |
| BESSParams=23.3B2023.05 | 0.254 | |
| DGLKE + Rule MiningParams=18.2B2023.05 | 0.249 | |
| PIE-RMParams=18.2B2023.05 | 0.212 | |
| TransE-ConcatParams=18.2B2022.03 | 0.176 | |
| ComplEx-ConcatParams=18.2B2022.03 | 0.176 | |
| ComplEx-ConcatParams=18.2B2023.05 | 0.176 | |
| TransE-ConcatParams=18.2B2023.05 | 0.176 | |
| ComplExParams=18.2B2023.05 | 0.141 | |
| ComplEx-MPNetParams=307K2022.03 | 0.099 | |
| ComplExParams=18.2B2022.03 | 0.098 | |
| TransE-MPNetParams=307K2022.03 | 0.086 | |
| TransEParams=18.2B2022.03 | 0.082 | |
| TransEParams=18.2B2023.05 | 0.082 |