Node Classification on WikiCS 10-shot
78.8AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=10-shot2026.06 | 78.8 | |
| GNN-as-Judgeshot setting=10-shot2026.06 | 78.3 | |
| LLM-GNNshot setting=10-shot2026.06 | 76.82 | |
| TAPEshot setting=10-shot2026.06 | 76.64 | |
| GLEMshot setting=10-shot2026.06 | 76.51 | |
| GraphGPTshot setting=10-shot2026.06 | 75.8 | |
| Graph-CoTshot setting=10-shot2026.06 | 74.5 | |
| LLaGAshot setting=10-shot2026.06 | 74.34 | |
| Graph-CoT w. Neighborshot setting=10-shot2026.06 | 72.05 | |
| GCNshot setting=10-shot2026.06 | 71.66 | |
| SAGEshot setting=10-shot2026.06 | 71.26 | |
| GATshot setting=10-shot2026.06 | 70.43 | |
| Zero-Shotshot setting=10-shot2026.06 | 67.65 |