Node Classification on PubMed (F1, IMP)
64F1 ScoreGraphPrompt+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphPrompt+Base GNN=GAT, %Label=252025.05 | 64 | 6.7 | |
| GraphPrompt+Base GNN=GCN, %Label=252025.05 | 62 | 8.6 | |
| UGPromptBase GNN=GCN, %Label=02025.05 | 61.2 | 7.2 | |
| UGPromptLabel=0%2025.05 | 61.2 | 7.2 | |
| UGPromptBase GNN=GAT, %Label=02025.05 | 60.2 | 0.3 | |
| GraphPromptBase GNN=GAT, %Label=252025.05 | 60.1 | 0.2 | |
| GPF-PlusBase GNN=GAT, %Label=252025.05 | 60.1 | 0.2 | |
| BaseModelBase GNN=GAT, %Label=02025.05 | 60 | — | |
| GPF-PlusBase GNN=GCN, %Label=252025.05 | 59.1 | 3.5 | |
| BaseModelBase GNN=GCN, %Label=02025.05 | 57.1 | — | |
| Base Model2025.05 | 57.1 | — | |
| GraphPromptBase GNN=GCN, %Label=252025.05 | 56.9 | -0.4 | |
| Fine-TuningBase GNN=GAT, %Label=252025.05 | 55.6 | -7.3 | |
| SOGALabel=0%2025.05 | 54.9 | -3.9 | |
| Fine-TuningBase GNN=GCN, %Label=252025.05 | 54.3 | -4.9 | |
| GPPTBase GNN=GAT, %Label=252025.05 | 51.7 | -13.8 | |
| GPPTBase GNN=GCN, %Label=252025.05 | 51.6 | -9.6 | |
| All-In-OneBase GNN=GCN, %Label=252025.05 | 42.1 | -26.3 | |
| All-In-OneBase GNN=GAT, %Label=252025.05 | 22.7 | -62.2 | |
| GraphCTA2025.05 | 12.1 | -78.8 |