Node Classification on Cora 20-shot (Accuracy)
81.37AccuracyGraphSAGE
Evaluation results
| Method | Links | |
|---|---|---|
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 81.37 | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 81.3 | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 80.94 | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 79.84 | |
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 77.56 | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 76.51 | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 71.89 | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 68.72 | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 67.86 | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 65.54 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 63.25 |