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ResearchFormerly WizWand

Node Classification on WikiCS (Accuracy %)

87.4Accuracy (WikiCS)GraspLLM
20.3237.73555.1572.565Jun 2, 2026Jun 7, 2026Jun 12, 2026Jun 17, 2026Jun 22, 2026Jun 27, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GraspLLMLLM Backbone=Qwen3-8B, Evaluation Protocol=In-D2026.0687.4
GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.0686.8
GNNMERGEM=GNN A2026.0686.79
BaseM=GraphSAGE 12026.0686.64
BaseM=GNN A2026.0686.63
GraspLLMLLM Backbone=LLaMA-3.1-8B, Evaluation Protocol=In-D2026.0686.6
ENGINEEvaluation Protocol=Supervised2026.0686.4
GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.0686
BaseM=GNN B2026.0685.95
GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.0685.7
GraspLLMLLM Backbone=Vicuna-7B-v1.5, Evaluation Protocol=In-D2026.0685.5
LLaGAEvaluation Protocol=Supervised2026.0685.1
BaseM=GraphSAGE 22026.0684.99
GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.0684.9
GNNMERGEM=GNN B2026.0684.54
GNNMERGEM=GraphSAGE 12026.0684.43
GCNEvaluation Protocol=Supervised2026.0684.3
SURGERYM=GraphSAGE 12026.0684.14
GraphSAGEEvaluation Protocol=Supervised2026.0683.9
GraspLLMLLM Backbone=Mistral-7B-v0.3, Evaluation Protocol=In-D2026.0683.7
GNNMERGEM=GraphSAGE 22026.0683.56
GraphGPTEvaluation Protocol=Supervised2026.0683.4
PERMUTEM=GraphSAGE 12026.0683.35
TAPEEvaluation Protocol=Supervised2026.0683.1
GATEvaluation Protocol=Supervised2026.0682.5
SURGERYM=GraphSAGE 22026.0682.23
GITM=GNN A2026.0681.09
WAVG.M=GraphSAGE 12026.0680.36
X-LogSMaskLayers=12026.0780.36
X-LogSMaskConfiguration=ours2026.0780.36
Vicuna-7B-v1.5Evaluation Protocol=Supervised2026.0680.2
Polynormer2026.0780.1
TEA-GLMEvaluation Protocol=Supervised2026.0679.6
GraphCLIPEvaluation Protocol=Supervised2026.0679.5
BaseMerged Partner Dataset=Citeseer2026.0679.32
BaseMerged Partner Dataset=Arxiv2026.0679.32
BaseMerged Partner Dataset=Pubmed2026.0679.32
BaseM=NODEFORMER 12026.0679.21
GNNMERGEMerged Partner Dataset=Pubmed2026.0678.89
BaseArch.=GRAPHSAGE, Merged with=Arxiv2026.0678.82
GNNMERGEMerged Partner Dataset=Arxiv2026.0678.67
GraphGPS2026.0778.66
GNNMERGEArch.=GRAPHSAGE, Merged with=Arxiv2026.0678.63
BaseM=NODEFORMER 22026.0678.54
Exphormer2026.0778.54
GNNMERGEMerged Partner Dataset=Citeseer2026.0678.21
GCN2026.0777.47
NAGphormer2026.0777.16
GOAT2026.0777
GAT2026.0776.91
WAVG.M=GraphSAGE 22026.0676.8
GNNMERGEM=NODEFORMER 12026.0676.57
SURGERYM=NODEFORMER 12026.0676.11
ZIPIT!M=GraphSAGE 12026.0676
GraphSAGE2026.0774.77
NodeFormer2026.0774.73
GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0674.3
BaseArch.=NODEFORMER, Merged with=Pubmed2026.0674.17
SGFormer2026.0773.46
ZIPIT!Merged Partner Dataset=Pubmed2026.0673.16
WAVG.Arch.=GRAPHSAGE, Merged with=Arxiv2026.0672.84
GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0672.8
GNNMERGEM=NODEFORMER 22026.0672.43
SURGERYMerged Partner Dataset=Arxiv2026.0672.4
SURGERYM=NODEFORMER 22026.0671.34
SURGERYMerged Partner Dataset=Citeseer2026.0671.19
WAVG.Merged Partner Dataset=Pubmed2026.0670.68
WAVG.M=NODEFORMER 22026.0670.19
PERMUTEMerged Partner Dataset=Pubmed2026.0669.95
ZIPIT!M=GNN A2026.0669.92
ZIPIT!M=GNN B2026.0669.71
SURGERYMerged Partner Dataset=Pubmed2026.0669.36
SURGERYArch.=GRAPHSAGE, Merged with=Arxiv2026.0669.22
GNNMERGEArch.=NODEFORMER, Merged with=Pubmed2026.0669.21
SURGERYM=GNN A2026.0668.07
SURGERYArch.=NODEFORMER, Merged with=Pubmed2026.0667.48
GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0667.4
ZIPIT!Merged Partner Dataset=Arxiv2026.0667.16
WAVG.Merged Partner Dataset=Arxiv2026.0666.89
ZIPIT!M=GraphSAGE 22026.0664.5
GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.0663.6
ZIPIT!Merged Partner Dataset=Citeseer2026.0663.28
TEA-GLMSource Domain=Arxiv, Evaluation Protocol=Cr-D2026.0663.2
WAVG.Arch.=NODEFORMER, Merged with=Pubmed2026.0662.8
PERMUTEM=GNN A2026.0662.41
PERMUTEM=GNN B2026.0662.21
PERMUTEMerged Partner Dataset=Citeseer2026.0661.99
PERMUTEMerged Partner Dataset=Arxiv2026.0661.55
WAVG.Merged Partner Dataset=Citeseer2026.0660.27
WAVG.M=GNN A2026.0659.31
LLaGASource Domain=Arxiv, Evaluation Protocol=Cr-D2026.0658.9
SURGERYM=GNN B2026.0658.25
PERMUTEM=GraphSAGE 22026.0656.85
ZIPIT!Arch.=GRAPHSAGE, Merged with=Arxiv2026.0656.68
PERMUTEArch.=GRAPHSAGE, Merged with=Arxiv2026.0656.17
WAVG.M=NODEFORMER 12026.0656.12
WAVG.M=GNN B2026.0642.64
GITM=GNN B2026.0628.54
GIT-REBASINMerged Partner Dataset=Arxiv2026.0625.98
GIT-REBASINMerged Partner Dataset=Citeseer2026.0622.9