Node Classification on Cora 3-shot (Accuracy)
85.75Accuracy (Cora 3-shot)LG Co-Teaching
Evaluation Results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=3-shot2026.06 | 85.75 | |
| GNN-as-Judgeshot setting=3-shot2026.06 | 77.89 | |
| LLM-GNNshot setting=3-shot2026.06 | 73.85 | |
| TAPEshot setting=3-shot2026.06 | 73.71 | |
| GATshot setting=3-shot2026.06 | 70.74 | |
| GCNshot setting=3-shot2026.06 | 70.72 | |
| SAGEshot setting=3-shot2026.06 | 68.89 | |
| Graph-CoT w. Neighborshot setting=3-shot2026.06 | 68.86 | |
| GLEMshot setting=3-shot2026.06 | 67.81 | |
| Zero-Shotshot setting=3-shot2026.06 | 66.15 | |
| MTG2026.06 | 66.11 | |
| MTGshot=3-shot2026.06 | 66.11 | |
| Gprompt2026.06 | 63.78 | |
| Gpromptshot=3-shot2026.06 | 63.78 | |
| Graph-CoTshot setting=3-shot2026.06 | 63.23 | |
| GraphGPTshot setting=3-shot2026.06 | 57.77 | |
| GPF-plus2026.06 | 56.38 | |
| GPF-plusshot=3-shot2026.06 | 56.38 | |
| LLaGAshot setting=3-shot2026.06 | 54.79 | |
| Fine-tuning2026.06 | 51.97 | |
| Fine-tuningshot=3-shot2026.06 | 51.97 | |
| All-in-one2026.06 | 48.09 | |
| All-in-oneshot=3-shot2026.06 | 48.09 | |
| GPPT2026.06 | 43.84 | |
| GPPTshot=3-shot2026.06 | 43.84 | |
| Supervised2026.06 | 37.79 | |
| Supervisedshot=3-shot2026.06 | 37.79 | |
| GPF2026.06 | 34.84 | |
| GPFshot=3-shot2026.06 | 34.84 |