Node Classification on PubMed node clustering coefficient shift
64.7F1 ScoreUGPrompt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UGPromptBackbone=GCN, %Label=02025.05 | 64.7 | 7.8 | |
| GraphPromptBackbone=GCN, %Label=502025.05 | 61.3 | 2.2 | |
| GPF-PlusBackbone=GCN, %Label=502025.05 | 61.3 | 2.2 | |
| GraphPromptBackbone=GCN, %Label=252025.05 | 61.3 | -2.2 | |
| GPF-PlusBackbone=GCN, %Label=252025.05 | 60.9 | 1.5 | |
| BaseModelBackbone=GCN, %Label=02025.05 | 60 | 0 | |
| GPPTBackbone=GCN, %Label=502025.05 | 55.1 | -8.2 | |
| GPPTBackbone=GCN, %Label=252025.05 | 54.5 | -9.2 | |
| Fine-TuningBackbone=GCN, %Label=502025.05 | 53.5 | -10.8 | |
| All-In-OneBackbone=GCN, %Label=252025.05 | 48.9 | -18.5 | |
| Fine-TuningBackbone=GCN, %Label=252025.05 | 48.7 | -18.8 | |
| All-In-OneBackbone=GCN, %Label=502025.05 | 47.1 | -21.5 |