Node Classification on Citeseer 3-shot
77.12AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=3-shot2026.06 | 77.12 | |
| MTGshot=3-shot2026.06 | 73.81 | |
| GNN-as-Judgeshot setting=3-shot2026.06 | 73.59 | |
| GPF-plusshot=3-shot2026.06 | 72.48 | |
| TAPEshot setting=3-shot2026.06 | 64.96 | |
| LLM-GNNshot setting=3-shot2026.06 | 61.67 | |
| GATshot setting=3-shot2026.06 | 60.46 | |
| Gpromptshot=3-shot2026.06 | 60 | |
| Zero-Shotshot setting=3-shot2026.06 | 58.56 | |
| SAGEshot setting=3-shot2026.06 | 56.74 | |
| GCNshot setting=3-shot2026.06 | 55.14 | |
| Graph-CoT w. Neighborshot setting=3-shot2026.06 | 54.05 | |
| GLEMshot setting=3-shot2026.06 | 53.09 | |
| GraphGPTshot setting=3-shot2026.06 | 52.34 | |
| Graph-CoTshot setting=3-shot2026.06 | 48.56 | |
| All-in-oneshot=3-shot2026.06 | 48.09 | |
| Fine-tuningshot=3-shot2026.06 | 45.08 | |
| GPPTshot=3-shot2026.06 | 42.34 | |
| Supervisedshot=3-shot2026.06 | 35.18 | |
| LLaGAshot setting=3-shot2026.06 | 32.93 | |
| GPFshot=3-shot2026.06 | 25.92 |