Node Classification on Cora (high-label)
89.31AccuracyDAS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DASBackbone=GCN2025.12 | 89.31 | — | |
| + TANSBackbone=GCN2025.12 | 89.17 | — | |
| DASBackbone=GAT2025.12 | 88.78 | — | |
| + TANSBackbone=GAT2025.12 | 88.23 | — | |
| + KEABackbone=GCN2025.12 | 87.94 | — | |
| + TAPEBackbone=GCN2025.12 | 87.69 | — | |
| Raw TextBackbone=GCN2025.12 | 87.45 | — | |
| + KEABackbone=GAT2025.12 | 86.58 | — | |
| + TAPEBackbone=GAT2025.12 | 86.21 | — | |
| Raw TextBackbone=GAT2025.12 | 85.72 | — | |
| Raw Feat.Backbone=GCN2025.12 | 83.1 | — | |
| Raw Feat.Backbone=GAT2025.12 | 82.45 | — | |
| DASBackbone=MLP2025.12 | 81.87 | — | |
| + TANSBackbone=MLP2025.12 | 81.44 | — | |
| + TAPEBackbone=MLP2025.12 | 80.07 | — | |
| + KEABackbone=MLP2025.12 | 79.9 | — | |
| Raw TextBackbone=MLP2025.12 | 78.95 | — | |
| Raw Feat.Backbone=MLP2025.12 | 64.56 | — | |
| + KEABackbone=Overall2025.12 | — | 3.67 | |
| + TANSBackbone=Overall2025.12 | — | 2 | |
| + TAPEBackbone=Overall2025.12 | — | 3.5 | |
| DASBackbone=Overall2025.12 | — | 1 | |
| Raw Feat.Backbone=Overall2025.12 | — | 6 | |
| Raw TextBackbone=Overall2025.12 | — | 4.83 |