Node Classification on Citeseer 20-shot (Accuracy)
72.91AccuracyHopRank
Evaluation results
| Method | Links | |
|---|---|---|
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 72.91 | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 70.92 | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 70.02 | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 69.95 | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 69.75 | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 68.44 | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 66.17 | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 63.28 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 62.84 | |
| 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 |