Node Classification on CiteSeer 10-shot (Accuracy, Macro F1)
78.2AccuracyLG Co-Teaching
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LG Co-Teachingshot setting=10-shot2026.06 | 78.2 | — | |
| GNN-as-Judgeshot setting=10-shot2026.06 | 74.62 | — | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 71.31 | — | |
| TAPEshot setting=10-shot2026.06 | 69.39 | — | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 69.1 | — | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 68.38 | — | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 68.1 | — | |
| GATshot setting=10-shot2026.06 | 67.84 | — | |
| SAGEshot setting=10-shot2026.06 | 67.73 | — | |
| GCNshot setting=10-shot2026.06 | 67.55 | — | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 67.44 | — | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 67.02 | — | |
| GLEMshot setting=10-shot2026.06 | 66.83 | — | |
| LLM-GNNshot setting=10-shot2026.06 | 66.28 | — | |
| RELIEFPre-training strategy=ContraEdge2025.12 | 66.11 | 57.71 | |
| LEAPPre-training strategy=ContraEdge2025.12 | 65.92 | 57.9 | |
| GPF-plusPre-training strategy=ContraEdge2025.12 | 65.03 | 57.14 | |
| SUPThardPre-training strategy=ContraEdge2025.12 | 64.5 | 56.26 | |
| LEAPPre-training strategy=MaskedEdge2025.12 | 64.24 | 57.67 | |
| SUPTsoftPre-training strategy=ContraEdge2025.12 | 63.69 | 56.57 | |
| GPFPre-training strategy=ContraEdge2025.12 | 63.37 | 55.79 | |
| GPF-plusPre-training strategy=MaskedEdge2025.12 | 63.36 | 56.92 | |
| RELIEFPre-training strategy=MaskedEdge2025.12 | 63.33 | 57.51 | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 62.92 | — | |
| FTPre-training strategy=ContraEdge2025.12 | 62.61 | 56.48 | |
| SUPThardPre-training strategy=MaskedEdge2025.12 | 61.88 | 56.73 | |
| FTPre-training strategy=MaskedEdge2025.12 | 60.83 | 56.25 | |
| GPFPre-training strategy=MaskedEdge2025.12 | 60.32 | 55.55 | |
| SUPTsoftPre-training strategy=MaskedEdge2025.12 | 60.02 | 54.99 | |
| GPromptPre-training strategy=ContraEdge2025.12 | 59.3 | 55.88 | |
| Zero-Shotshot setting=10-shot2026.06 | 58.56 | — | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 58.17 | — | |
| GPPTPre-training strategy=MaskedEdge2025.12 | 57.33 | 51.49 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 55.4 | — | |
| GraphGPTshot setting=10-shot2026.06 | 55.4 | — | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 54.93 | — | |
| Graph-CoT w. Neighborshot setting=10-shot2026.06 | 54.05 | — | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 51.22 | — | |
| LLaGAshot setting=10-shot2026.06 | 51.22 | — | |
| Graph-CoTshot setting=10-shot2026.06 | 48.56 | — |