Node Classification on Wisconsin (F1, IMP)
28F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GCN, %Label=02025.05 | 28 | 11.1 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 27.1 | 7.5 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 26.7 | 6 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 25.2 | — | |
| GPPTBase GNN=GCN, %Label=252025.05 | 23.4 | -7.1 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 22.2 | 11.6 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 21.8 | 9.5 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 21.7 | 9 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 21.5 | 8 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 21.4 | -15.1 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 19.9 | — | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 17.1 | -14.1 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 16.9 | -15.1 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 15.4 | -22.6 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 12 | -52.3 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 10.5 | -58.3 |