Node Classification on Pubmed 20-shot
89.98AccuracyHopRank
Evaluation results
| Method | Links | |
|---|---|---|
| HopRankrequires_labeled_nodes_during_training=false2026.04 | 89.98 | |
| InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 88.16 | |
| w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 81.97 | |
| GCNrequires_labeled_nodes_during_training=true2026.04 | 79.64 | |
| SGCrequires_labeled_nodes_during_training=true2026.04 | 78.45 | |
| GATrequires_labeled_nodes_during_training=true2026.04 | 78.37 | |
| GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 78.36 | |
| GraphSAGErequires_labeled_nodes_during_training=true2026.04 | 77.64 | |
| w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.98 | |
| Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.04 | 74.51 | |
| LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.04 | 68.77 |