Node Classification on CiteSeer (F1, IMP)
45.7F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GCN, %Label=02025.05 | 45.7 | 3.6 | |
| UGPromptLabel=0%2025.05 | 45.7 | 3.6 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 45.6 | 3.4 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 44.1 | — | |
| Base Model2025.05 | 44.1 | — | |
| SOGALabel=0%2025.05 | 43.7 | -0.9 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 42.3 | 2.7 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 42.1 | 2.2 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 41.6 | -5.7 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 41.2 | — | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 40 | -9.3 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 39.9 | -9.5 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 39.2 | -4.9 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 38.8 | -5.8 | |
| GPPTBase GNN=GCN, %Label=252025.05 | 38.4 | -12.9 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 38.3 | -13.2 | |
| GraphCTA2025.05 | 38 | -13.8 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 37.8 | -8.3 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 34.3 | -16.7 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 27.6 | -33 |