Node Classification on WikiCS (macro-f1)
83.85Macro F1PromptGNN-sim
Evaluation results
| Method | Links | |
|---|---|---|
| PromptGNN-simGroup=Ours, Backbone=Llama3B2026.06 | 83.85 | |
| ROBERTAGroup=Baselines, Category=BERT2026.06 | 81.52 | |
| BERTGroup=Baselines, Category=BERT2026.06 | 81.07 | |
| GATGroup=Baselines, Category=GNN2026.06 | 79.25 | |
| GLNNGroup=Baselines, Category=GNN2026.06 | 78.36 | |
| NodeFormerGroup=Baselines, Category=GNN2026.06 | 78.23 | |
| ENGINECategory=SOTAs2026.06 | 78.13 | |
| GraphSAGEGroup=Baselines, Category=GNN2026.06 | 78.1 | |
| GCNGroup=Baselines, Category=GNN2026.06 | 78.04 | |
| MLPGroup=Baselines, Category=GNN2026.06 | 77.83 | |
| GraphCLGroup=Baselines, Category=GNN2026.06 | 76.53 | |
| OFACategory=SOTAs2026.06 | 75.27 | |
| Sentence-BERTGroup=Baselines, Category=BERT2026.06 | 75.1 | |
| GraphormerGroup=Baselines, Category=GNN2026.06 | 73.83 |