Node Classification on WD50K triple (5% 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 | 45.3 | 53.2 | |
| NodePiece + GNN (no rel. context)Vocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.64M2021.06 | 98.2 | 44.6 | 53.4 | |
| NodePiece + GNNVocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.75M2021.06 | 98.1 | 44.3 | 51.3 | |
| NodePiece + GNN (no distances)Vocabulary size (|V|)=50 + 1k, Parameter count (#P)=0.74M2021.06 | 98.1 | 44.8 | 51.6 | |
| CompGCNVocabulary size (|V|)=46k + 1k, Parameter count (#P)=4.4M2021.06 | 83.6 | 28 | 17.6 | |
| MLPVocabulary size (|V|)=46k + 1k, Parameter count (#P)=4.1M2021.06 | 50.3 | 1.6 | 0.1 |