Node Classification on ogbn-products 5-shot (accuracy (%))
83.45Accuracy (%)LG Co-Teaching
Evaluation Results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=5-shot2026.06 | 83.45 | |
| GNN-as-Judgeshot setting=5-shot2026.06 | 81.93 | |
| TAPEshot setting=5-shot2026.06 | 77.44 | |
| Graph-CoT w. Neighborshot setting=5-shot2026.06 | 76.95 | |
| Zero-Shotshot setting=5-shot2026.06 | 75.88 | |
| Graph-CoTshot setting=5-shot2026.06 | 74.56 | |
| GCNshot setting=5-shot2026.06 | 68.33 | |
| SAGEshot setting=5-shot2026.06 | 67.55 | |
| GATshot setting=5-shot2026.06 | 66.8 | |
| LLM-GNNshot setting=5-shot2026.06 | 64.01 | |
| GLEMshot setting=5-shot2026.06 | 56.87 | |
| GraphGPTshot setting=5-shot2026.06 | 44.78 | |
| LLaGAshot setting=5-shot2026.06 | 37.29 |