Node Classification on WikiCS 3-shot
74.8AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=3-shot2026.06 | 74.8 | |
| Graph-CoTshot setting=3-shot2026.06 | 74.5 | |
| TAPEshot setting=3-shot2026.06 | 73.56 | |
| GraphGPTshot setting=3-shot2026.06 | 72.26 | |
| LLM-GNNshot setting=3-shot2026.06 | 72.15 | |
| Graph-CoT w. Neighborshot setting=3-shot2026.06 | 72.05 | |
| GLEMshot setting=3-shot2026.06 | 71.56 | |
| LLaGAshot setting=3-shot2026.06 | 71.56 | |
| Zero-Shotshot setting=3-shot2026.06 | 67.65 | |
| GNN-as-Judgeshot setting=3-shot2026.06 | 67.5 | |
| GCNshot setting=3-shot2026.06 | 60.33 | |
| GATshot setting=3-shot2026.06 | 59.65 | |
| SAGEshot setting=3-shot2026.06 | 58.55 |