Node Classification on PubMed 5-shot
91.85AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LG Co-Teachingshot setting=5-shot2026.06 | 91.85 | — | — | — | — | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 88 | — | — | — | — | |
| GNN-as-Judgeshot setting=5-shot2026.06 | 87.49 | — | — | — | — | |
| Graph-CoTshot setting=5-shot2026.06 | 86.9 | — | — | — | — | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 83.71 | — | — | — | — | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 77.12 | — | — | — | — | |
| Graph-CoT w. Neighborshot setting=5-shot2026.06 | 75.26 | — | — | — | — | |
| TAPEshot setting=5-shot2026.06 | 75.02 | — | — | — | — | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.98 | — | — | — | — | |
| Zero-Shotshot setting=5-shot2026.06 | 74.78 | — | — | — | — | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.51 | — | — | — | — | |
| LLM-GNNshot setting=5-shot2026.06 | 74.33 | — | — | — | — | |
| GCNshot setting=5-shot2026.06 | 74.05 | — | — | — | — | |
| GLEMshot setting=5-shot2026.06 | 73.29 | — | — | — | — | |
| GATshot setting=5-shot2026.06 | 72.32 | — | — | — | — | |
| SAGEshot setting=5-shot2026.06 | 71.85 | — | — | — | — | |
| Fine-tuningshots=52026.06 | 70.91 | — | — | — | — | |
| MTGshots=52026.06 | 70.84 | — | — | — | — | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 70.74 | — | — | — | — | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 70.58 | — | — | — | — | |
| GPF-plusshots=52026.06 | 69.59 | — | — | — | — | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 69.56 | — | — | — | — | |
| GPFshots=52026.06 | 68.96 | — | — | — | — | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 68.59 | — | — | — | — | |
| Supervisedshots=52026.06 | 67.88 | — | — | — | — | |
| Gpromptshots=52026.06 | 67.87 | — | — | — | — | |
| GPPTshots=52026.06 | 66.97 | — | — | — | — | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 58.63 | — | — | — | — | |
| LLaGAshot setting=5-shot2026.06 | 58.63 | — | — | — | — | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 57.39 | — | — | — | — | |
| GraphGPTshot setting=5-shot2026.06 | 57.39 | — | — | — | — | |
| All-in-oneshots=52026.06 | 46.16 | — | — | — | — | |
| DGIScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 46.7 | 41.2 | 42.1 | 35.9 | |
| GATScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 43.9 | 44.2 | 37.5 | 38.3 | |
| GCNScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 44.6 | 40.9 | 36.7 | 32.4 | |
| GCOPEScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 53.2 | 55.6 | 48.7 | 44.7 | |
| GraphBridgeScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 51.1 | 52.4 | 44 | 46.9 | |
| GraphCLScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 54.9 | 48.9 | 42.7 | 37.5 | |
| GraphPromptScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 47.8 | 45.2 | 45.3 | 39.6 | |
| MDGFMScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 57.3 | 58.4 | 53.4 | 50.8 | |
| MDGPTScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 48.6 | 56.5 | 52 | 42.1 | |
| SA2GFMScenario=Cross-Dataset, Source=Cora CiteSeer ogbn-Home Wiki-CS, Number of runs=202025.11 | — | 60 | 60.1 | 56.9 | 54.5 |