Node Classification on PubMed (accuracy)
94.65AccuracyPromptGFM*
Evaluation results
| Method | Links | |
|---|---|---|
| PromptGFM*Backbone=GPT-4o2026.03 | 94.65 | |
| RAMP-7BModel Size=7B2026.03 | 93.68 | |
| FedGALA2026.01 | 92.48 | |
| BERT2026.03 | 91.75 | |
| ACM-Snowball-32021.09 | 91.44 | |
| RoBERTa2026.03 | 91.37 | |
| ACMII-Snowball-32021.09 | 91.31 | |
| ACM-Snowball-22021.09 | 90.81 | |
| Qwen-2.5-7B-InstructModel Size=7B2026.03 | 90.79 | |
| ACMII-GCN2021.09 | 90.74 | |
| ACM-GCN2021.09 | 90.66 | |
| ACMII-Snowball-22021.09 | 90.56 | |
| GNSNMethod Category=New, Trials=102026.05 | 90.41 | |
| GNSNData splits=102026.05 | 90.41 | |
| GraphSearch-R-32BEvaluation Protocol=Semi-supervised, Model Scale=32B, Search Variant=R2026.01 | 90.4 | |
| GREAD-BS2022.11 | 90.23 | |
| GREADMethod Category=Diff. equation, Trials=102026.05 | 90.23 | |
| GREADData splits=102026.05 | 90.23 | |
| ACM-GCNII*2021.09 | 90.18 | |
| Ordered GNN2023.02 | 90.15 | |
| GCNIIVariant=best architecture2023.02 | 90.15 | |
| GCNII2022.11 | 90.15 | |
| GCNIIMethod Category=Anti-Ovs., Trials=102026.05 | 90.15 | |
| GCNIIData splits=102026.05 | 90.15 | |
| GREAD-ST2022.11 | 90.13 | |
| ACM-GCNII2021.09 | 90.12 | |
| GREAD-Z2022.11 | 90.11 | |
| GREAD-AC2022.11 | 90.1 | |
| GREAD-F2022.11 | 90.09 | |
| GCN+JK2021.09 | 90.09 | |
| GPRGNNnumber of splits=102022.05 | 90.08 | |
| GREAD-FB*2022.11 | 90.08 | |
| GREAD-FB2022.11 | 90.07 | |
| Geom-GCN†2021.09 | 90.05 | |
| GCNSetting=Transductive2024.05 | 90.04 | |
| ACM-GCN2022.11 | 90 | |
| GraphSearch-F-72BEvaluation Protocol=Semi-supervised, Model Scale=72B, Search Variant=F2026.01 | 90 | |
| ACM-GCNData splits=102026.05 | 90 | |
| FAGCN2021.09 | 89.98 | |
| GCNII*2021.09 | 89.98 | |
| Geom-GCNVariant=best architecture2023.02 | 89.95 | |
| Geom-GCN2022.11 | 89.95 | |
| Geom-GCNMethod Category=Hetero-oriented, Trials=102026.05 | 89.95 | |
| Geom-GCNData splits=102026.05 | 89.95 | |
| GraphSearch-R-72BEvaluation Protocol=Semi-supervised, Model Scale=72B, Search Variant=R2026.01 | 89.9 | |
| GraphSearch-F-32BEvaluation Protocol=Semi-supervised, Model Scale=32B, Search Variant=F2026.01 | 89.8 | |
| GCNII2021.09 | 89.8 | |
| Cont BundleChebySDcontinuous-time=true2025.11 | 89.7 | |
| Cont Gen-NSDcontinuous-time=true2025.11 | 89.67 | |
| GloGNN2022.11 | 89.62 | |
| GloGNN2024.03 | 89.62 | |
| LINXData splits=102026.05 | 89.62 | |
| GloGNNData splits=102026.05 | 89.62 | |
| GPNData splits=102026.05 | 89.61 | |
| Cont DiagChebySDcontinuous-time=true2025.11 | 89.58 | |
| EvenNetnumber of splits=102022.05 | 89.52 | |
| H2GCNVariant=best architecture2023.02 | 89.49 | |
| H2GCN2022.11 | 89.49 | |
| Sheaf2022.11 | 89.49 | |
| H2GCNData splits=102026.05 | 89.49 | |
| SheafData splits=102026.05 | 89.49 | |
| ACM-GCN2024.03 | 89.48 | |
| GATSetting=Transductive2024.05 | 89.47 | |
| Cont Diag-NSDcontinuous-time=true2025.11 | 89.47 | |
| GATnumber of splits=102022.05 | 89.42 | |
| NIDGCNSetting=Transductive2024.05 | 89.42 | |
| FAGCNnumber of splits=102022.05 | 89.34 | |
| Cont GeneralChebySDcontinuous-time=true2025.11 | 89.32 | |
| SGFormerSetting=Transductive2024.05 | 89.31 | |
| WRGAT2022.11 | 89.29 | |
| WRGATData splits=102026.05 | 89.29 | |
| BLEND2022.11 | 89.24 | |
| BLENDcontinuous-time=true2025.11 | 89.24 | |
| BLENDData splits=102026.05 | 89.24 | |
| GPR-GNN2024.03 | 89.18 | |
| H2GCN2024.03 | 89.17 | |
| GGCN2023.02 | 89.15 | |
| GGCN2022.11 | 89.15 | |
| GAT+JK2021.09 | 89.15 | |
| GGCNData splits=102026.05 | 89.15 | |
| Cont O(d)-NSDcontinuous-time=true2025.11 | 89.12 | |
| M-DESIGN2025.07 | 89.08 | |
| Snowball-22021.09 | 89.04 | |
| GRAND2022.11 | 89.02 | |
| GRANDcontinuous-time=true2025.11 | 89.02 | |
| GRANDMethod Category=Diff. equation, Trials=102026.05 | 89.02 | |
| GRANDData splits=102026.05 | 89.02 | |
| ChebNet2022.11 | 89 | |
| ChebNetData splits=102026.05 | 89 | |
| NIDGATSetting=Transductive2024.05 | 88.97 | |
| GRAFF2022.11 | 88.95 | |
| GRAFFMethod Category=Diff. equation, Trials=102026.05 | 88.95 | |
| GRAFFData splits=102026.05 | 88.95 | |
| Graph-MLPSetting=Transductive2024.05 | 88.93 | |
| MixhopVariant=+Hi2024.03 | 88.9 | |
| GCN2021.09 | 88.9 | |
| SGCVariant=+Hi2024.03 | 88.84 | |
| Snowball-32021.09 | 88.8 | |
| ACM-SGC-22021.09 | 88.79 | |
| H2GCNnumber of splits=102022.05 | 88.68 |