Node Classification on Pubmed 3-shot
91.32AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=3-shot2026.06 | 91.32 | |
| GNN-as-Judgeshot setting=3-shot2026.06 | 87.12 | |
| Graph-CoTshot setting=3-shot2026.06 | 86.9 | |
| Graph-CoT w. Neighborshot setting=3-shot2026.06 | 75.26 | |
| Zero-Shotshot setting=3-shot2026.06 | 74.78 | |
| MTGshot=3-shot2026.06 | 71.38 | |
| TAPEshot setting=3-shot2026.06 | 71.33 | |
| GPFshot=3-shot2026.06 | 71.2 | |
| GPF-plusshot=3-shot2026.06 | 70.85 | |
| GCNshot setting=3-shot2026.06 | 67.72 | |
| GPPTshot=3-shot2026.06 | 67.43 | |
| Gpromptshot=3-shot2026.06 | 66.68 | |
| GATshot setting=3-shot2026.06 | 66.5 | |
| SAGEshot setting=3-shot2026.06 | 66.1 | |
| LLM-GNNshot setting=3-shot2026.06 | 66.01 | |
| All-in-oneshot=3-shot2026.06 | 65.79 | |
| Fine-tuningshot=3-shot2026.06 | 65.4 | |
| GLEMshot setting=3-shot2026.06 | 63.85 | |
| GraphGPTshot setting=3-shot2026.06 | 57.51 | |
| Supervisedshot=3-shot2026.06 | 57.33 | |
| LLaGAshot setting=3-shot2026.06 | 43.96 |