Node Classification on Cora (low-label)
81.43AccuracyDAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DASBackbone=GAT2025.12 | 81.43 | — | |
| + TANSBackbone=GAT2025.12 | 81.08 | — | |
| DASBackbone=GCN2025.12 | 80.81 | — | |
| + TANSBackbone=GCN2025.12 | 80.66 | — | |
| + TAPEBackbone=GAT2025.12 | 80.28 | — | |
| Raw TextBackbone=GAT2025.12 | 80.09 | — | |
| + KEABackbone=GCN2025.12 | 80.08 | — | |
| + KEABackbone=GAT2025.12 | 79.8 | — | |
| + TAPEBackbone=GCN2025.12 | 79.64 | — | |
| Raw Feat.Backbone=GAT2025.12 | 79.31 | — | |
| Raw TextBackbone=GCN2025.12 | 79.19 | — | |
| Raw Feat.Backbone=GCN2025.12 | 78.39 | — | |
| DASBackbone=MLP2025.12 | 72.89 | — | |
| + TANSBackbone=MLP2025.12 | 72.47 | — | |
| + TAPEBackbone=MLP2025.12 | 70.97 | — | |
| + KEABackbone=MLP2025.12 | 70.72 | — | |
| Raw TextBackbone=MLP2025.12 | 70.55 | — | |
| Raw Feat.Backbone=MLP2025.12 | 66.18 | — | |
| + 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 |