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ResearchFormerly WizWand

Node Classification on Cora 5-shot (Accuracy)

86.1AccuracyLG Co-Teaching
28.130443.180258.2373.2798Apr 19, 2026Apr 27, 2026May 6, 2026May 15, 2026May 23, 2026Jun 1, 2026Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LG Co-Teachingshot setting=5-shot2026.0686.1
GNN-as-Judgeshot setting=5-shot2026.0679.54
GCNshot setting=5-shot2026.0675.99
LLM-GNNshot setting=5-shot2026.0675.61
GATshot setting=5-shot2026.0674.7
GLEMshot setting=5-shot2026.0674.69
TAPEshot setting=5-shot2026.0674.28
SAGEshot setting=5-shot2026.0674.05
MTGshots=52026.0671.81
GCNrequires_labeled_nodes_during_training=true2026.0471.72
GATrequires_labeled_nodes_during_training=true2026.0471.7
SGCrequires_labeled_nodes_during_training=true2026.0471.48
GraphSAGErequires_labeled_nodes_during_training=true2026.0470.66
HopRankrequires_labeled_nodes_during_training=false2026.0470.37
InstructTuningrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.0469.33
Gpromptshots=52026.0669.03
Graph-CoT w. Neighborshot setting=5-shot2026.0668.86
w/ Neighborsrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.0468.72
GPF-plusshots=52026.0666.22
Zero-Shotshot setting=5-shot2026.0666.15
Zero-Shotrequires_labeled_nodes_during_training=false, Backbone=LLaMA-3-8B2026.0465.54
w/ Few-Shotrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.0464.5
Graph-CoTshot setting=5-shot2026.0663.23
LLaGArequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.0462.88
LLaGAshot setting=5-shot2026.0662.88
Fine-tuningshots=52026.0662.66
GraphGPTrequires_labeled_nodes_during_training=true, Backbone=LLaMA-3-8B2026.0460.17
GraphGPTshot setting=5-shot2026.0660.17
GPPTshots=52026.0651.98
Supervisedshots=52026.0650.25
GPFshots=52026.0635.43
All-in-oneshots=52026.0630.36