Node Classification on Flickr (F1, IMP)
17.6F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBase GNN=GAT, %Label=02025.05 | 17.6 | 3.5 | |
| UGPromptBase GNN=GCN, %Label=02025.05 | 17.5 | 6.1 | |
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 17.5 | 2.9 | |
| UGPromptLabel=0%2025.05 | 17.5 | 6.1 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 17 | — | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 16.5 | — | |
| Base Model2025.05 | 16.5 | — | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 14.8 | -10.3 | |
| SOGALabel=0%2025.05 | 14.5 | -12.1 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 13.8 | -16.4 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 13.8 | -18.8 | |
| GPPTBase GNN=GCN, %Label=252025.05 | 13.5 | -18.2 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 13.4 | -21.1 | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 13.3 | -19.4 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 13.3 | -21.8 | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 13 | -21.2 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 12.9 | -24.1 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 10.9 | -35.9 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 10.4 | -37 |