Node Classification on CiteSeer node clustering coefficient shift
45.1F1 ScoreUGPrompt
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UGPromptBackbone=GCN, %Label=02025.05 | 45.1 | 2.3 | |
| GraphPromptBackbone=GCN, %Label=502025.05 | 44.8 | -1.6 | |
| BaseModelBackbone=GCN, %Label=02025.05 | 44.1 | 0 | |
| GraphPromptBackbone=GCN, %Label=252025.05 | 43.7 | -0.9 | |
| GPF-PlusBackbone=GCN, %Label=502025.05 | 41.7 | -5.6 | |
| GPF-PlusBackbone=GCN, %Label=252025.05 | 40.3 | -8.6 | |
| Fine-TuningBackbone=GCN, %Label=252025.05 | 39.9 | -9.5 | |
| All-In-OneBackbone=GCN, %Label=502025.05 | 39.4 | -10.7 | |
| GPPTBackbone=GCN, %Label=502025.05 | 39 | -11.6 | |
| Fine-TuningBackbone=GCN, %Label=502025.05 | 38.7 | -12.2 | |
| All-In-OneBackbone=GCN, %Label=252025.05 | 38.3 | -13.2 | |
| GPPTBackbone=GCN, %Label=252025.05 | 38.2 | -13.4 |