Node Classification on PubMed 10-shot
92.77AccuracyLG Co-Teaching
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LG Co-Teachingshot setting=10-shot2026.06 | 92.77 | — | |
| GNN-as-Judgeshot setting=10-shot2026.06 | 90.17 | — | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 88.62 | — | |
| Graph-CoTshot setting=10-shot2026.06 | 86.9 | — | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 85.03 | — | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 79.75 | — | |
| TAPEshot setting=10-shot2026.06 | 77.18 | — | |
| LLM-GNNshot setting=10-shot2026.06 | 76.82 | — | |
| GCNshot setting=10-shot2026.06 | 76.24 | — | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 75.33 | — | |
| Graph-CoT w. Neighborshot setting=10-shot2026.06 | 75.26 | — | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 75.12 | — | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 74.98 | — | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.98 | — | |
| SAGEshot setting=10-shot2026.06 | 74.88 | — | |
| GATshot setting=10-shot2026.06 | 74.87 | — | |
| Zero-Shotshot setting=10-shot2026.06 | 74.78 | — | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.51 | — | |
| GLEMshot setting=10-shot2026.06 | 74.17 | — | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 72.84 | — | |
| GPF-plusPre-training strategy=MaskedEdge2025.12 | 72.08 | 66.18 | |
| LEAPPre-training strategy=ContraEdge2025.12 | 71.84 | 66.95 | |
| LEAPPre-training strategy=MaskedEdge2025.12 | 71.68 | 66.65 | |
| RELIEFPre-training strategy=ContraEdge2025.12 | 71.35 | 66.82 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 71.33 | — | |
| GraphGPTshot setting=10-shot2026.06 | 71.33 | — | |
| SUPTsoftPre-training strategy=MaskedEdge2025.12 | 71.18 | 65.9 | |
| GPF-plusPre-training strategy=ContraEdge2025.12 | 71.18 | 66.39 | |
| RELIEFPre-training strategy=MaskedEdge2025.12 | 71.16 | 66.37 | |
| SUPTsoftPre-training strategy=ContraEdge2025.12 | 70.99 | 66.08 | |
| FTPre-training strategy=MaskedEdge2025.12 | 70.91 | 65.42 | |
| GPFPre-training strategy=ContraEdge2025.12 | 70.91 | 65.99 | |
| SUPThardPre-training strategy=ContraEdge2025.12 | 70.86 | 66.23 | |
| SUPThardPre-training strategy=MaskedEdge2025.12 | 70.59 | 65.29 | |
| FTPre-training strategy=ContraEdge2025.12 | 70.15 | 65.84 | |
| GPPTPre-training strategy=MaskedEdge2025.12 | 70.11 | 65.05 | |
| GPFPre-training strategy=MaskedEdge2025.12 | 69.81 | 64.97 | |
| GPromptPre-training strategy=ContraEdge2025.12 | 69.5 | 64.73 | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 67.29 | — | |
| LLaGAshot setting=10-shot2026.06 | 67.29 | — |