Node Classification on WikiCS (Accuracy %)
87.4Accuracy (WikiCS)GraspLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| GraspLLMLLM Backbone=Qwen3-8B, Evaluation Protocol=In-D2026.06 | 87.4 | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 86.8 | |
| GNNMERGEM=GNN A2026.06 | 86.79 | |
| BaseM=GraphSAGE 12026.06 | 86.64 | |
| BaseM=GNN A2026.06 | 86.63 | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Evaluation Protocol=In-D2026.06 | 86.6 | |
| ENGINEEvaluation Protocol=Supervised2026.06 | 86.4 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 86 | |
| BaseM=GNN B2026.06 | 85.95 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 85.7 | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Evaluation Protocol=In-D2026.06 | 85.5 | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 85.1 | |
| BaseM=GraphSAGE 22026.06 | 84.99 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 84.9 | |
| GNNMERGEM=GNN B2026.06 | 84.54 | |
| GNNMERGEM=GraphSAGE 12026.06 | 84.43 | |
| GCNEvaluation Protocol=Supervised2026.06 | 84.3 | |
| SURGERYM=GraphSAGE 12026.06 | 84.14 | |
| GraphSAGEEvaluation Protocol=Supervised2026.06 | 83.9 | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Evaluation Protocol=In-D2026.06 | 83.7 | |
| GNNMERGEM=GraphSAGE 22026.06 | 83.56 | |
| GraphGPTEvaluation Protocol=Supervised2026.06 | 83.4 | |
| PERMUTEM=GraphSAGE 12026.06 | 83.35 | |
| TAPEEvaluation Protocol=Supervised2026.06 | 83.1 | |
| GATEvaluation Protocol=Supervised2026.06 | 82.5 | |
| SURGERYM=GraphSAGE 22026.06 | 82.23 | |
| GITM=GNN A2026.06 | 81.09 | |
| WAVG.M=GraphSAGE 12026.06 | 80.36 | |
| X-LogSMaskLayers=12026.07 | 80.36 | |
| X-LogSMaskConfiguration=ours2026.07 | 80.36 | |
| Vicuna-7B-v1.5Evaluation Protocol=Supervised2026.06 | 80.2 | |
| Polynormer2026.07 | 80.1 | |
| TEA-GLMEvaluation Protocol=Supervised2026.06 | 79.6 | |
| GraphCLIPEvaluation Protocol=Supervised2026.06 | 79.5 | |
| BaseMerged Partner Dataset=Citeseer2026.06 | 79.32 | |
| BaseMerged Partner Dataset=Arxiv2026.06 | 79.32 | |
| BaseMerged Partner Dataset=Pubmed2026.06 | 79.32 | |
| BaseM=NODEFORMER 12026.06 | 79.21 | |
| GNNMERGEMerged Partner Dataset=Pubmed2026.06 | 78.89 | |
| BaseArch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 78.82 | |
| GNNMERGEMerged Partner Dataset=Arxiv2026.06 | 78.67 | |
| GraphGPS2026.07 | 78.66 | |
| GNNMERGEArch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 78.63 | |
| BaseM=NODEFORMER 22026.06 | 78.54 | |
| Exphormer2026.07 | 78.54 | |
| GNNMERGEMerged Partner Dataset=Citeseer2026.06 | 78.21 | |
| GCN2026.07 | 77.47 | |
| NAGphormer2026.07 | 77.16 | |
| GOAT2026.07 | 77 | |
| GAT2026.07 | 76.91 | |
| WAVG.M=GraphSAGE 22026.06 | 76.8 | |
| GNNMERGEM=NODEFORMER 12026.06 | 76.57 | |
| SURGERYM=NODEFORMER 12026.06 | 76.11 | |
| ZIPIT!M=GraphSAGE 12026.06 | 76 | |
| GraphSAGE2026.07 | 74.77 | |
| NodeFormer2026.07 | 74.73 | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 74.3 | |
| BaseArch.=NODEFORMER, Merged with=Pubmed2026.06 | 74.17 | |
| SGFormer2026.07 | 73.46 | |
| ZIPIT!Merged Partner Dataset=Pubmed2026.06 | 73.16 | |
| WAVG.Arch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 72.84 | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 72.8 | |
| GNNMERGEM=NODEFORMER 22026.06 | 72.43 | |
| SURGERYMerged Partner Dataset=Arxiv2026.06 | 72.4 | |
| SURGERYM=NODEFORMER 22026.06 | 71.34 | |
| SURGERYMerged Partner Dataset=Citeseer2026.06 | 71.19 | |
| WAVG.Merged Partner Dataset=Pubmed2026.06 | 70.68 | |
| WAVG.M=NODEFORMER 22026.06 | 70.19 | |
| PERMUTEMerged Partner Dataset=Pubmed2026.06 | 69.95 | |
| ZIPIT!M=GNN A2026.06 | 69.92 | |
| ZIPIT!M=GNN B2026.06 | 69.71 | |
| SURGERYMerged Partner Dataset=Pubmed2026.06 | 69.36 | |
| SURGERYArch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 69.22 | |
| GNNMERGEArch.=NODEFORMER, Merged with=Pubmed2026.06 | 69.21 | |
| SURGERYM=GNN A2026.06 | 68.07 | |
| SURGERYArch.=NODEFORMER, Merged with=Pubmed2026.06 | 67.48 | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 67.4 | |
| ZIPIT!Merged Partner Dataset=Arxiv2026.06 | 67.16 | |
| WAVG.Merged Partner Dataset=Arxiv2026.06 | 66.89 | |
| ZIPIT!M=GraphSAGE 22026.06 | 64.5 | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 63.6 | |
| ZIPIT!Merged Partner Dataset=Citeseer2026.06 | 63.28 | |
| TEA-GLMSource Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 63.2 | |
| WAVG.Arch.=NODEFORMER, Merged with=Pubmed2026.06 | 62.8 | |
| PERMUTEM=GNN A2026.06 | 62.41 | |
| PERMUTEM=GNN B2026.06 | 62.21 | |
| PERMUTEMerged Partner Dataset=Citeseer2026.06 | 61.99 | |
| PERMUTEMerged Partner Dataset=Arxiv2026.06 | 61.55 | |
| WAVG.Merged Partner Dataset=Citeseer2026.06 | 60.27 | |
| WAVG.M=GNN A2026.06 | 59.31 | |
| LLaGASource Domain=Arxiv, Evaluation Protocol=Cr-D2026.06 | 58.9 | |
| SURGERYM=GNN B2026.06 | 58.25 | |
| PERMUTEM=GraphSAGE 22026.06 | 56.85 | |
| ZIPIT!Arch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 56.68 | |
| PERMUTEArch.=GRAPHSAGE, Merged with=Arxiv2026.06 | 56.17 | |
| WAVG.M=NODEFORMER 12026.06 | 56.12 | |
| WAVG.M=GNN B2026.06 | 42.64 | |
| GITM=GNN B2026.06 | 28.54 | |
| GIT-REBASINMerged Partner Dataset=Arxiv2026.06 | 25.98 | |
| GIT-REBASINMerged Partner Dataset=Citeseer2026.06 | 22.9 |