Node Classification on Pubmed low-label
0.7771AccuracyDAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DASBackbone=GAT2025.12 | 0.7771 | — | |
| + TANSBackbone=GAT2025.12 | 0.7699 | — | |
| Raw TextBackbone=GCN2025.12 | 0.7697 | — | |
| + KEABackbone=GCN2025.12 | 0.7688 | — | |
| + TAPEBackbone=GCN2025.12 | 0.765 | — | |
| DASBackbone=GCN2025.12 | 0.7649 | — | |
| + TANSBackbone=GCN2025.12 | 0.7627 | — | |
| + KEABackbone=GAT2025.12 | 0.7574 | — | |
| Raw TextBackbone=GAT2025.12 | 0.755 | — | |
| Raw Feat.Backbone=GCN2025.12 | 0.7539 | — | |
| + TAPEBackbone=GAT2025.12 | 0.753 | — | |
| Raw Feat.Backbone=GAT2025.12 | 0.7459 | — | |
| DASBackbone=MLP2025.12 | 0.743 | — | |
| + TANSBackbone=MLP2025.12 | 0.7364 | — | |
| + KEABackbone=MLP2025.12 | 0.7132 | — | |
| + TAPEBackbone=MLP2025.12 | 0.7106 | — | |
| Raw TextBackbone=MLP2025.12 | 0.7078 | — | |
| Raw Feat.Backbone=MLP2025.12 | 0.6801 | — | |
| + KEABackbone=Overall2025.12 | — | 3.17 | |
| + TANSBackbone=Overall2025.12 | — | 2.5 | |
| + TAPEBackbone=Overall2025.12 | — | 3.67 | |
| DASBackbone=Overall2025.12 | — | 1.5 | |
| Raw Feat.Backbone=Overall2025.12 | — | 6 | |
| Raw TextBackbone=Overall2025.12 | — | 4.17 |