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ResearchFormerly WizWand

Node Classification on Cora 3-shot (Accuracy)

85.75Accuracy (Cora 3-shot)LG Co-Teaching
32.803646.549360.29574.0407Jun 2, 2026Jun 3, 2026Jun 4, 2026Jun 6, 2026Jun 7, 2026Jun 8, 2026Jun 10, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LG Co-Teachingshot setting=3-shot2026.0685.75
GNN-as-Judgeshot setting=3-shot2026.0677.89
LLM-GNNshot setting=3-shot2026.0673.85
TAPEshot setting=3-shot2026.0673.71
GATshot setting=3-shot2026.0670.74
GCNshot setting=3-shot2026.0670.72
SAGEshot setting=3-shot2026.0668.89
Graph-CoT w. Neighborshot setting=3-shot2026.0668.86
GLEMshot setting=3-shot2026.0667.81
Zero-Shotshot setting=3-shot2026.0666.15
MTG2026.0666.11
MTGshot=3-shot2026.0666.11
Gprompt2026.0663.78
Gpromptshot=3-shot2026.0663.78
Graph-CoTshot setting=3-shot2026.0663.23
GraphGPTshot setting=3-shot2026.0657.77
GPF-plus2026.0656.38
GPF-plusshot=3-shot2026.0656.38
LLaGAshot setting=3-shot2026.0654.79
Fine-tuning2026.0651.97
Fine-tuningshot=3-shot2026.0651.97
All-in-one2026.0648.09
All-in-oneshot=3-shot2026.0648.09
GPPT2026.0643.84
GPPTshot=3-shot2026.0643.84
Supervised2026.0637.79
Supervisedshot=3-shot2026.0637.79
GPF2026.0634.84
GPFshot=3-shot2026.0634.84