Node Classification on PubMed (macro-f1)
93.64Macro F1 ScoreROBERTA
Evaluation results
| Method | Links | |
|---|---|---|
| ROBERTAGroup=Baselines, Category=BERT2026.06 | 93.64 | |
| PromptGNN-simGroup=Ours, Backbone=Llama3B2026.06 | 93.59 | |
| BERTGroup=Baselines, Category=BERT2026.06 | 93.26 | |
| ENGINECategory=SOTAs2026.06 | 91.83 | |
| MLPGroup=Baselines, Category=GNN2026.06 | 88.04 | |
| Sentence-BERTGroup=Baselines, Category=BERT2026.06 | 85.06 | |
| GraphCLGroup=Baselines, Category=GNN2026.06 | 81.89 | |
| GCNGroup=Baselines, Category=GNN2026.06 | 81.88 | |
| GraphSAGEGroup=Baselines, Category=GNN2026.06 | 81.8 | |
| GLNNGroup=Baselines, Category=GNN2026.06 | 80.79 | |
| NodeFormerGroup=Baselines, Category=GNN2026.06 | 78.74 | |
| GATGroup=Baselines, Category=GNN2026.06 | 78.72 | |
| GraphormerGroup=Baselines, Category=GNN2026.06 | 76.22 | |
| OFACategory=SOTAs2026.06 | 27.24 |