Accuracy on Pubmed (Node Classification)
96.9AccuracyCGRL
Evaluation results
| Method | Links | |
|---|---|---|
| CGRLBackbone=GCN2026.03 | 96.9 | |
| CGRLBackbone=GAT2026.03 | 96.83 | |
| KCoTEvaluation Protocol=TASK EXPERT2026.05 | 96.79 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Supervised2026.06 | 96.4 | |
| KCoTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 96.27 | |
| KCoTEvaluation Protocol=SINGLE FOCUS2026.05 | 95.87 | |
| GraspLLMBackbone=Vicuna-7B-v1.5, Evaluation Protocol=Supervised2026.06 | 95.3 | |
| SAGNEvaluation Protocol=SINGLE FOCUS2026.05 | 95.17 | |
| LLaGAEvaluation Protocol=Supervised2026.06 | 95.1 | |
| GraspLLMBackbone=LLaMA-3.1-8B, Evaluation Protocol=Supervised2026.06 | 95.1 | |
| LLAGA-HOEvaluation Protocol=TASK EXPERT2026.05 | 95.06 | |
| LLAGA-NDEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 95.06 | |
| LLAGA-NDEvaluation Protocol=SINGLE FOCUS2026.05 | 95.03 | |
| LLAGA-HOEvaluation Protocol=SINGLE FOCUS2026.05 | 95.03 | |
| NodeFormerEvaluation Protocol=SINGLE FOCUS2026.05 | 94.9 | |
| GraphSAGEEvaluation Protocol=SINGLE FOCUS2026.05 | 94.87 | |
| LLAGA-HOEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 94.8 | |
| GraphPrompterCategory=SOTA2026.06 | 94.8 | |
| LLAGA-NDEvaluation Protocol=TASK EXPERT2026.05 | 94.78 | |
| PromptGFM (Llama3)Category=SOTA2026.06 | 94.65 | |
| NodeFormerEvaluation Protocol=TASK EXPERT2026.05 | 94.41 | |
| GraspLLMBackbone=Mistral-7B-v0.3, Evaluation Protocol=Supervised2026.06 | 94.4 | |
| GraphGPTEvaluation Protocol=SINGLE FOCUS2026.05 | 94.23 | |
| GraphSAGEEvaluation Protocol=TASK EXPERT2026.05 | 94.15 | |
| GraphGPTEvaluation Protocol=TASK EXPERT2026.05 | 94.12 | |
| PromptGNN-sim (Llama3B)Category=Ours2026.06 | 94.12 | |
| GraphGPTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 93.88 | |
| GraphGPTEvaluation Protocol=Supervised2026.06 | 93.6 | |
| Vicuna-7B-v1.5Evaluation Protocol=Supervised2026.06 | 93.2 | |
| TAPEEvaluation Protocol=Supervised2026.06 | 93.2 | |
| GCNEvaluation Protocol=SINGLE FOCUS2026.05 | 92.96 | |
| PromptGFM (Flan-T5)Category=SOTA2026.06 | 92.83 | |
| ULTRATAG-SCategory=SOTA2026.06 | 92.41 | |
| GATEvaluation Protocol=SINGLE FOCUS2026.05 | 92.33 | |
| ENGINECategory=SOTA2026.06 | 92.18 | |
| ERAlignGNNCategory=Ours, Supervision Setting=full-supervised2026.06 | 92.17 | |
| CIA-LRABackbone=GAT2026.03 | 92.12 | |
| GraphSAGEEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 91.81 | |
| GraphAdapterCategory=Predictors, Supervision Setting=full-supervised2026.06 | 91.39 | |
| RoBERTaCategory=PLMs, Supervision Setting=full-supervised2026.06 | 91.13 | |
| ENGINEEvaluation Protocol=Supervised2026.06 | 91 | |
| BERTCategory=PLMs, Supervision Setting=full-supervised2026.06 | 90.95 | |
| DeBERTaCategory=PLMs, Supervision Setting=full-supervised2026.06 | 90.81 | |
| DMbaGCNModel Type=Graph Mamba2025.11 | 90.49 | |
| TAPECategory=Enhancers, Supervision Setting=full-supervised2026.06 | 90.38 | |
| BERTCategory=BERT2026.06 | 90.25 | |
| TAU2025.10 | 90.18 | |
| GNN-as-JudgeShot=10-shot2026.03 | 90.17 | |
| GCNIIModel Type=Deep GNN2025.11 | 90.15 | |
| GQT2025.10 | 90.14 | |
| ENGINECategory=Enhancers, Supervision Setting=full-supervised2026.06 | 90.08 | |
| CIA-LRABackbone=GCN2026.03 | 89.97 | |
| CaNetBackbone=GAT2026.03 | 89.89 | |
| SpexphormerModel Type=Graph Transformer2025.11 | 89.87 | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Computer, Evaluation Protocol=Cr-D2026.06 | 89.8 | |
| NAGphormer2025.10 | 89.7 | |
| DMbaGCN w/o GCAMbaModel Type=Graph Mamba2025.11 | 89.67 | |
| GPRGNNModel Type=Deep GNN2025.11 | 89.64 | |
| GLEMCategory=Enhancers, Supervision Setting=full-supervised2026.06 | 89.56 | |
| ERAlignLLMCategory=Ours, Supervision Setting=full-supervised2026.06 | 89.55 | |
| Exphormer2025.10 | 89.52 | |
| NodeFormerEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 89.5 | |
| GraspLLMBackbone=Qwen3-8B, Evaluation Protocol=Zero-shot2026.06 | 89.4 | |
| ProGNNPtb Num=0, Attack Method=Nettack2025.01 | 89.37 | |
| GPRGNN2025.10 | 89.34 | |
| MbaGCNModel Type=Graph Mamba2025.11 | 89.32 | |
| NodeFormer2025.10 | 89.32 | |
| GraphSAGECategory=GNNs, Supervision Setting=full-supervised2026.06 | 89.3 | |
| GATCategory=GNNs, Supervision Setting=full-supervised2026.06 | 89.26 | |
| GCNEvaluation Protocol=TASK EXPERT2026.05 | 89.25 | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 89.2 | |
| SG-GRSPtb Num=0, Attack Method=Nettack2025.01 | 89.19 | |
| GuardPtb Num=0, Attack Method=Nettack2025.01 | 89.14 | |
| GDDMPtb Num=0, Attack Method=Nettack, Transfer learning (from Cora)=true2025.01 | 89.13 | |
| GCNPtb Num=0, Attack Method=Nettack2025.01 | 89.12 | |
| GCNCategory=GNNs, Supervision Setting=full-supervised2026.06 | 89.12 | |
| WGTLPtb Num=0, Attack Method=Nettack2025.01 | 89.07 | |
| STABLEPtb Num=0, Attack Method=Nettack2025.01 | 89.04 | |
| ED-HNNRank=32026.03 | 89.03 | |
| ED-HNNRank=62026.04 | 89.03 | |
| GCNEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 89 | |
| APPNPModel Type=Deep GNN2025.11 | 88.94 | |
| GraphGPSModel Type=Graph Transformer2025.11 | 88.94 | |
| GraphGPS2025.10 | 88.94 | |
| RFHNDRank=12026.03 | 88.88 | |
| CaNetBackbone=GCN2026.03 | 88.82 | |
| GTModel Type=Graph Transformer2025.11 | 88.79 | |
| AllDeepSetsRank=102026.03 | 88.75 | |
| AllDeepSetsRank=132026.04 | 88.75 | |
| FrameHGNNRank=22026.03 | 88.73 | |
| FrameHGNNRank=42026.04 | 88.73 | |
| HyperUFGRank=32026.04 | 88.73 | |
| AllSetTransformerRank=52026.03 | 88.72 | |
| GATModel Type=GNN2025.11 | 88.72 | |
| AllSetTransformerRank=82026.04 | 88.72 | |
| GATEvaluation Protocol=Supervised2026.06 | 88.7 | |
| GCNEvaluation Protocol=Supervised2026.06 | 88.6 | |
| GIANTCategory=Enhancers, Supervision Setting=full-supervised2026.06 | 88.58 | |
| HND-NLRank=22026.04 | 88.56 | |
| HND-LRank=12026.04 | 88.52 |