Node Classification on Cora 10-shot (Accuracy, Macro F1)
86.22AccuracyLG Co-Teaching
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LG Co-Teachingshot setting=10-shot2026.06 | 86.22 | — | |
| GNN-as-Judgeshot setting=10-shot2026.06 | 80.71 | — | |
| GCNshot setting=10-shot2026.06 | 79.4 | — | |
| LLM-GNNshot setting=10-shot2026.06 | 79.39 | — | |
| TAPEshot setting=10-shot2026.06 | 79.33 | — | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 78.44 | — | |
| SAGEshot setting=10-shot2026.06 | 78.24 | — | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 78.22 | — | |
| GLEMshot setting=10-shot2026.06 | 78.11 | — | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 77.98 | — | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 77.58 | — | |
| GATshot setting=10-shot2026.06 | 77.41 | — | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 73.73 | — | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 69.53 | — | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 69.25 | — | |
| LLaGAshot setting=10-shot2026.06 | 69.25 | — | |
| Graph-CoT w. Neighborshot setting=10-shot2026.06 | 68.86 | — | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 68.72 | — | |
| Zero-Shotshot setting=10-shot2026.06 | 66.15 | — | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 65.57 | — | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 65.54 | — | |
| Graph-CoTshot setting=10-shot2026.06 | 63.23 | — | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 61.58 | — | |
| GraphGPTshot setting=10-shot2026.06 | 61.58 | — | |
| LEAPPre-training strategy=ContraEdge2025.12 | 61.33 | 61.12 | |
| GPF-plusPre-training strategy=ContraEdge2025.12 | 60.93 | 60.4 | |
| RELIEFPre-training strategy=ContraEdge2025.12 | 60.93 | 60.77 | |
| FTPre-training strategy=ContraEdge2025.12 | 60.28 | 60.09 | |
| SUPTsoftPre-training strategy=ContraEdge2025.12 | 60.03 | 59.61 | |
| SUPThardPre-training strategy=ContraEdge2025.12 | 59.37 | 59.09 | |
| GPFPre-training strategy=ContraEdge2025.12 | 59.31 | 58.84 | |
| LEAPPre-training strategy=MaskedEdge2025.12 | 58.32 | 56.81 | |
| RELIEFPre-training strategy=MaskedEdge2025.12 | 57.03 | 55.39 | |
| GPromptPre-training strategy=ContraEdge2025.12 | 56.98 | 54.55 | |
| GPF-plusPre-training strategy=MaskedEdge2025.12 | 56.72 | 55.03 | |
| SUPThardPre-training strategy=MaskedEdge2025.12 | 56.31 | 55.45 | |
| GPFPre-training strategy=MaskedEdge2025.12 | 55.35 | 54.28 | |
| SUPTsoftPre-training strategy=MaskedEdge2025.12 | 55.31 | 54.29 | |
| FTPre-training strategy=MaskedEdge2025.12 | 54.21 | 53.3 | |
| GPPTPre-training strategy=MaskedEdge2025.12 | 47.62 | 46.99 |