Node Classification on CiteSeer (Micro-F1, Macro-F1)
77.92Macro F1PromptGNN-sim
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PromptGNN-simGroup=Ours, Backbone=Llama3B2026.06 | 77.92 | — | |
| ENGINECategory=SOTAs2026.06 | 73.95 | — | |
| MLPGroup=Baselines, Category=GNN2026.06 | 71.31 | — | |
| GATGroup=Baselines, Category=GNN2026.06 | 70.03 | — | |
| NodeFormerGroup=Baselines, Category=GNN2026.06 | 69.08 | — | |
| GCNGroup=Baselines, Category=GNN2026.06 | 69.01 | — | |
| GraphCLGroup=Baselines, Category=GNN2026.06 | 68.9 | — | |
| Sentence-BERTGroup=Baselines, Category=BERT2026.06 | 68.19 | — | |
| ROBERTAGroup=Baselines, Category=BERT2026.06 | 68.06 | — | |
| GraphSAGEGroup=Baselines, Category=GNN2026.06 | 68 | — | |
| BERTGroup=Baselines, Category=BERT2026.06 | 67.61 | — | |
| GLNNGroup=Baselines, Category=GNN2026.06 | 67.29 | — | |
| GCOPELabels=52026.02 | 66.5 | 69.03 | |
| GraphormerGroup=Baselines, Category=GNN2026.06 | 65.7 | — | |
| GPH2Labels=52026.02 | 56.78 | 60.02 | |
| GCOPELabels=32026.02 | 55.02 | 58.78 | |
| GraphMAELabels=52026.02 | 52.5 | 56.14 | |
| GPH2Labels=32026.02 | 51.08 | 55.15 | |
| GraphMAELabels=32026.02 | 46.02 | 49.24 | |
| DGILabels=52026.02 | 45.51 | 48.78 | |
| OFACategory=SOTAs2026.06 | 45.25 | — | |
| MDGPTLabels=52026.02 | 45.16 | 48.95 | |
| GRACELabels=52026.02 | 45.04 | 47.87 | |
| MDGFMLabels=52026.02 | 41.22 | 43.43 | |
| DGILabels=32026.02 | 40.87 | 43.65 | |
| GRACELabels=32026.02 | 39.92 | 42.99 | |
| MDGPTLabels=32026.02 | 38.88 | 42.54 | |
| MDGFMLabels=32026.02 | 36.31 | 38.27 |