Node Classification on Cora (F1, IMP)
0.582F1 ScoreGPF-Plus
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPF-PlusBase GNN=GCN, %Label=50, Block=12025.05 | 0.582 | 8.2 | |
| GraphPrompt+Base GNN=GCN, %Label=50, Block=12025.05 | 0.573 | 6.5 | |
| UGPromptBase GNN=GCN, %Label=0, Block=12025.05 | 0.573 | 6.5 | |
| GraphPromptBase GNN=GCN, %Label=50, Block=12025.05 | 0.558 | 3.7 | |
| Fine-TuningBase GNN=GCN, %Label=50, Block=12025.05 | 0.545 | 1.3 | |
| BaseModelBase GNN=GCN, %Label=0, Block=12025.05 | 0.538 | — | |
| GPPTBase GNN=GCN, %Label=50, Block=12025.05 | 0.505 | -6.1 | |
| All-In-OneBase GNN=GCN, %Label=50, Block=12025.05 | 0.503 | -6.5 | |
| GPF-PlusBase GNN=GCN, %Label=50, Block=22025.05 | 0.496 | 4 | |
| UGPromptBase GNN=GCN, %Label=0, Block=22025.05 | 0.488 | 2.3 | |
| GraphPromptBase GNN=GCN, %Label=50, Block=22025.05 | 0.482 | 1 | |
| GraphPrompt+Base GNN=GCN, %Label=50, Block=22025.05 | 0.482 | 1 | |
| BaseModelBase GNN=GCN, %Label=0, Block=22025.05 | 0.477 | — | |
| Fine-TuningBase GNN=GCN, %Label=50, Block=22025.05 | 0.471 | -1.3 | |
| All-In-OneBase GNN=GCN, %Label=50, Block=22025.05 | 0.346 | -27.5 | |
| GPPTBase GNN=GCN, %Label=50, Block=22025.05 | 0.328 | -31.2 |