Few-Shot Node Classification on Citeseer 5-shot
77.32AccuracyLG Co-Teaching
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LG Co-Teachingshot setting=5-shot2026.06 | 77.32 | — | |
| FGSAM+Setting=prompt-based2024.10 | 77 | 77.21 | |
| ProGSetting=prompt-based2024.10 | 76.5 | 76.61 | |
| MTGshots=52026.06 | 76.34 | — | |
| GPF-plusshots=52026.06 | 75.73 | — | |
| GNN-as-Judgeshot setting=5-shot2026.06 | 74.39 | — | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 69.03 | — | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 68.77 | — | |
| TAPEshot setting=5-shot2026.06 | 67.73 | — | |
| Gpromptshots=52026.06 | 66.13 | — | |
| GATshot setting=5-shot2026.06 | 65.56 | — | |
| SAGEshot setting=5-shot2026.06 | 64.11 | — | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 63.48 | — | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 63.21 | — | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 62.4 | — | |
| LLM-GNNshot setting=5-shot2026.06 | 62.37 | — | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 62.35 | — | |
| GCNshot setting=5-shot2026.06 | 62.3 | — | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 62.08 | — | |
| GLEMshot setting=5-shot2026.06 | 61.71 | — | |
| Zero-Shotshot setting=5-shot2026.06 | 58.56 | — | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 58.17 | — | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 54.93 | — | |
| Graph-CoT w. Neighborshot setting=5-shot2026.06 | 54.05 | — | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 51.83 | — | |
| GraphGPTshot setting=5-shot2026.06 | 51.83 | — | |
| Graph-CoTshot setting=5-shot2026.06 | 48.56 | — | |
| GPPTshots=52026.06 | 45.77 | — | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 43.71 | — | |
| LLaGAshot setting=5-shot2026.06 | 43.71 | — | |
| Supervisedshots=52026.06 | 41.22 | — | |
| Fine-tuningshots=52026.06 | 39.54 | — | |
| All-in-oneshots=52026.06 | 27.93 | — | |
| GPFshots=52026.06 | 25.12 | — |