Node Classification on Cora (F1 and IMP)
57.3F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GCN, %Label=02025.05 | 57.3 | 6.5 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 56.5 | 5 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 53.8 | — | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 53.8 | 0 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 51.7 | -3.9 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 50.5 | -6.1 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 49.8 | -7.4 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 48.8 | 2.3 | |
| GPPTBase GNN=GCN, %Label=252025.05 | 47.8 | -11.2 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 47.7 | — | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 47.6 | -0.2 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 44.2 | -7.3 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 43.5 | -8.8 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 41.2 | -13.6 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 34.3 | -28.1 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 31.5 | -34 |