Node Classification on Cornell (F1 and IMP)
23.2F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GCN, %Label=02025.05 | 23.2 | 21.5 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 22 | 15.2 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 21.8 | 17.2 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 19.1 | — | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 19.1 | 0 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 18.6 | — | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 18.2 | -2.2 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 17.9 | -3.8 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 17.2 | -7.5 | |
| GPPTBase GNN=GCN, %Label=252025.05 | 15.1 | -20.9 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 14.3 | -23.1 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 13.5 | -27.4 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 13.5 | -27.4 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 13 | -31.9 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 11.5 | -39.8 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 10.9 | -42.9 |