Node Classification on Cora 5-shot (Accuracy)
86.1AccuracyLG Co-Teaching
Evaluation Results
| Method | Links | |
|---|---|---|
| LG Co-Teachingshot setting=5-shot2026.06 | 86.1 | |
| GNN-as-Judgeshot setting=5-shot2026.06 | 79.54 | |
| GCNshot setting=5-shot2026.06 | 75.99 | |
| LLM-GNNshot setting=5-shot2026.06 | 75.61 | |
| GATshot setting=5-shot2026.06 | 74.7 | |
| GLEMshot setting=5-shot2026.06 | 74.69 | |
| TAPEshot setting=5-shot2026.06 | 74.28 | |
| SAGEshot setting=5-shot2026.06 | 74.05 | |
| MTGshots=52026.06 | 71.81 | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 71.72 | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 71.7 | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 71.48 | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 70.66 | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 70.37 | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 69.33 | |
| Gpromptshots=52026.06 | 69.03 | |
| Graph-CoT w. Neighborshot setting=5-shot2026.06 | 68.86 | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 68.72 | |
| GPF-plusshots=52026.06 | 66.22 | |
| Zero-Shotshot setting=5-shot2026.06 | 66.15 | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 65.54 | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 64.5 | |
| Graph-CoTshot setting=5-shot2026.06 | 63.23 | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 62.88 | |
| LLaGAshot setting=5-shot2026.06 | 62.88 | |
| Fine-tuningshots=52026.06 | 62.66 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 60.17 | |
| GraphGPTshot setting=5-shot2026.06 | 60.17 | |
| GPPTshots=52026.06 | 51.98 | |
| Supervisedshots=52026.06 | 50.25 | |
| GPFshots=52026.06 | 35.43 | |
| All-in-oneshots=52026.06 | 30.36 |