Node Classification on WD50K triple version (10% labeled)
98.4ROC AUCNodePiece + GNN (no anchors, rels only)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NodePiece + GNN (no anchors, rels only)Vocabulary size (|V|)=0 + 1k, Parameter count (#P)=0.54M2021.06 | 98.4 | 45.6 | 53.3 | |
| NodePiece + GNN (no rel. context)Vocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.64M2021.06 | 98.2 | 44.9 | 53 | |
| NodePiece + GNNVocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.75M2021.06 | 98.1 | 45 | 51.6 | |
| NodePiece + GNN (no distances)Vocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.74M2021.06 | 98.1 | 44.8 | 51.3 | |
| CompGCNVocabulary size (|V|)=46k + 1k, Parameter count (#P)=4.4M2021.06 | 83.4 | 26.5 | 16.1 | |
| MLPVocabulary size (|V|)=46k + 1k, Parameter count (#P)=4.1M2021.06 | 51 | 1.7 | 0.2 |