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ResearchFormerly WizWand

Node Classification on Cora (test) (Accuracy)

90.96AccuracyTAG-DLM
31.097646.638862.1877.7212Jun 2, 2026Jun 6, 2026Jun 11, 2026Jun 16, 2026Jun 20, 2026Jun 25, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TAG-DLM2026.0690.96
NodeFormerFamily=Graph transformers2026.0689.67
GCNFamily=Graph neural networks2026.0689.48
LLaGAFamily=LM baselines2026.0689.22
GATv2Family=Graph neural networks2026.0689.11
GraphSAGEFamily=Graph neural networks2026.0688.93
GATFamily=Graph neural networks2026.0688.93
MixHopFamily=Graph neural networks2026.0688.75
DIFFormerFamily=Graph transformers2026.0688.56
GINFamily=Graph neural networks2026.0688.01
GraphTransformerFamily=Graph transformers2026.0688.01
SGFormerFamily=Graph transformers2026.0687.64
FGN2026.0685.3
GCN-IED2026.0685.2
GInterNet2026.0684.7
LoGoGNN2026.0684.6
GRAND-GCN2026.0684.5
MAGCN2026.0684.5
SGFormer2026.0684.5
ELU-GCN2026.0684.3
FTCP2026.0684.2
DGCN2026.0684.1
PGBSF2026.0684
BAGCN2026.0683.7
PAGCN2026.0683.6
GAT2026.0683.2
RoBERTaFamily=LM baselines2026.0683.17
GloGNN2026.0682.7
HGRN2026.0682.7
GraphSAGE2026.0682.4
MOGCN2026.0682.4
GCN2026.0681.5
SGC2026.0681
GCN2026.0680.6
GAT2026.0679.3
GraphSAGE2026.0678.8
WholeSize=2708, Evaluation Protocol=Original graph training2026.0678.7
TAGSAMSize=200, Evaluation Protocol=Zero-shot classification2026.0676.6
MTT-TAGSize=200, Evaluation Protocol=Zero-shot classification2026.0676.1
TAGSAMSize=100, Evaluation Protocol=Zero-shot classification2026.0675.2
Error-Aware GWM2026.0675
TAGSAMSize=50, Evaluation Protocol=Zero-shot classification2026.0673.8
MTT-TAGSize=100, Evaluation Protocol=Zero-shot classification2026.0673.8
FE-GWM2026.0673.5
MTT-KNNSize=200, Evaluation Protocol=Zero-shot classification2026.0672.4
RandomSize=200, Evaluation Protocol=Zero-shot classification2026.0671.8
MTT-KNNSize=100, Evaluation Protocol=Zero-shot classification2026.0671.1
K-CenterSize=200, Evaluation Protocol=Zero-shot classification2026.0668.3
RandomSize=100, Evaluation Protocol=Zero-shot classification2026.0668.1
Label Propagation2026.0668
DeepWalk2026.0667.2
Node2Vec2026.0667.2
MTT-TAGSize=50, Evaluation Protocol=Zero-shot classification2026.0664.4
MTT-KNNSize=50, Evaluation Protocol=Zero-shot classification2026.0662.8
K-CenterSize=100, Evaluation Protocol=Zero-shot classification2026.0661.9
GCond*Size=200, Evaluation Protocol=Zero-shot classification2026.0655.2
Frozen LLaDA-8BFamily=LM baselines2026.0652.65
RandomSize=50, Evaluation Protocol=Zero-shot classification2026.0650
GCond*Size=100, Evaluation Protocol=Zero-shot classification2026.0649.7
K-CenterSize=50, Evaluation Protocol=Zero-shot classification2026.0647.3
HerdingSize=200, Evaluation Protocol=Zero-shot classification2026.0643.8
GCond*Size=50, Evaluation Protocol=Zero-shot classification2026.0640.1
HerdingSize=100, Evaluation Protocol=Zero-shot classification2026.0634.4
HerdingSize=50, Evaluation Protocol=Zero-shot classification2026.0633.4