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ResearchFormerly WizWand

Link Prediction on WikiKG90M v2 (test)

0.829MRR+ Motifs (TPNet)
0.052120.253810.45550.65719Mar 19, 2022Nov 29, 2022Aug 12, 2023Apr 24, 2024Jan 4, 2025Sep 17, 2025May 31, 2026
Updated 5mo ago

Evaluation results

MethodLinks
+ Motifs (TPNet)Motif Augmentation=True2026.050.829
+ Motifs (DyGFormer)Motif Augmentation=True2026.050.828
TPNetMotif Augmentation=False2026.050.827
+ Motifs (HyperEvent)Motif Augmentation=True2026.050.819
HyperEventMotif Augmentation=False2026.050.81
DyGFormerMotif Augmentation=False2026.050.798
+ Motifs (TNCN)Motif Augmentation=True2026.050.736
TNCNMotif Augmentation=False2026.050.718
BESSParams=23.3B2023.050.254
DGLKE + Rule MiningParams=18.2B2023.050.249
PIE-RMParams=18.2B2023.050.212
TransE-ConcatParams=18.2B2022.030.176
ComplEx-ConcatParams=18.2B2022.030.176
ComplEx-ConcatParams=18.2B2023.050.176
TransE-ConcatParams=18.2B2023.050.176
ComplExParams=18.2B2023.050.141
ComplEx-MPNetParams=307K2022.030.099
ComplExParams=18.2B2022.030.098
TransE-MPNetParams=307K2022.030.086
TransEParams=18.2B2022.030.082
TransEParams=18.2B2023.050.082