Node Classification on PubMed (test) (Accuracy/AUC-ROC)
96.3AccuracyTAG-DLM
Evaluation results
| Method | Links | |
|---|---|---|
| TAG-DLM2026.06 | 96.3 | |
| TAPECategory=GNN&LLM2025.04 | 96.18 | |
| SGFormerFamily=Graph transformers2026.06 | 95.28 | |
| MixHopFamily=Graph neural networks2026.06 | 95.23 | |
| NodeFormerFamily=Graph transformers2026.06 | 95.16 | |
| GraphTransformerFamily=Graph transformers2026.06 | 95.03 | |
| DIFFormerFamily=Graph transformers2026.06 | 95.03 | |
| LLaGAFamily=LM baselines2026.06 | 95.03 | |
| GraphSAGEFamily=Graph neural networks2026.06 | 94.93 | |
| GATv2Family=Graph neural networks2026.06 | 94.68 | |
| GINFamily=Graph neural networks2026.06 | 93.59 | |
| GCNFamily=Graph neural networks2026.06 | 93.56 | |
| BiGTex (AE)Backbone=SAGE2025.04 | 93.36 | |
| BiGTex (MLP)Backbone=SAGE2025.04 | 93.23 | |
| UltraTAG-SSparsity=0%2025.04 | 92.41 | |
| GATFamily=Graph neural networks2026.06 | 92.24 | |
| ENGINESparsity=0%2025.04 | 91.43 | |
| BiGTex (cross-att)Backbone=SAGE2025.04 | 91.26 | |
| RoBERTaSparsity=0%2025.04 | 91.13 | |
| BiGTex (MLP)Backbone=GAT2025.04 | 91.12 | |
| BiGTex (MLP)Backbone=GCN2025.04 | 90.96 | |
| BERTSparsity=0%2025.04 | 90.95 | |
| DeBERTaSparsity=0%2025.04 | 90.81 | |
| BiGTex (cross-att)Backbone=GAT2025.04 | 90.54 | |
| UniGraphLMLearning Setting=multi-domain multi-task, Fine-tuning=None (joint instruction tuning only)2026.05 | 90.49 | |
| TAPESparsity=0%2025.04 | 90.38 | |
| BiGTex (cross-att)Backbone=GCN2025.04 | 89.9 | |
| GLEMSparsity=0%2025.04 | 89.56 | |
| Space OptimumMaximum refinement budget=1002025.07 | 89.08 | |
| AutoTransferMaximum refinement budget=1002025.07 | 89.08 | |
| DesiGNNMaximum refinement budget=1002025.07 | 89.08 | |
| M-DESIGNMaximum refinement budget=1002025.07 | 89.08 | |
| All featuresselection_ratio=100%, backbone=GNN2025.10 | 88.85 | |
| SAGECategory=MLP&GNNs2025.04 | 88.81 | |
| NAS-Bench-GraphMaximum refinement budget=1002025.07 | 88.66 | |
| BiGTex (AE)Backbone=GCN2025.04 | 88.65 | |
| RLMaximum refinement budget=1002025.07 | 88.58 | |
| GraphNASMaximum refinement budget=1002025.07 | 88.58 | |
| GATCategory=MLP&GNNs2025.04 | 88.5 | |
| RandomMaximum refinement budget=1002025.07 | 88.46 | |
| EAMaximum refinement budget=1002025.07 | 88.42 | |
| Auto-GNNMaximum refinement budget=1002025.07 | 88.38 | |
| SimTeGSparsity=0%2025.04 | 88.31 | |
| KBGMaximum refinement budget=1002025.07 | 88.15 | |
| ComFyNode Features=With2026.05 | 87.95 | |
| TransformerBackbone=Transformer, Watermarking Status=Wmk2025.01 | 87.9 | |
| GraphGymMaximum refinement budget=1002025.07 | 87.61 | |
| GCNBBackbone=2-layer GCN2025.05 | 87.56 | |
| NPTselection_ratio=5%, backbone=GNN2025.10 | 87.11 | |
| JDRNode Features=With2026.05 | 87.02 | |
| DropMessageBackbone=2-layer GCN2025.05 | 86.56 | |
| DropNodeBackbone=2-layer GCN2025.05 | 86.55 | |
| TransformerBackbone=Transformer, Watermarking Status=No Wmk2025.01 | 86.5 | |
| GCNBackbone=2-layer GCN2025.05 | 86.48 | |
| DropEdgeBackbone=2-layer GCN2025.05 | 86.47 | |
| RepNodesNode Features=With, Epsilon Selection Strategy=grid search2026.05 | 86.46 | |
| RepEdgesNode Features=With, Epsilon Selection Strategy=grid search2026.05 | 86.46 | |
| TUNEUPBackbone=2-layer GCN2025.05 | 86.43 | |
| MLP2025.04 | 86.35 | |
| RepNodesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 86.34 | |
| RepEdgesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 86.34 | |
| GraphPatcherBackbone=2-layer GCN2025.05 | 86.21 | |
| BaselineNode Features=With2026.05 | 86.15 | |
| BiGTex (AE)Backbone=GAT2025.04 | 86.12 | |
| NPT-maskselection_ratio=5%, backbone=GNN2025.10 | 86.11 | |
| SAGEBackbone=SAGE, Watermarking Status=Wmk2025.01 | 86 | |
| MIselection_ratio=5%, backbone=GNN2025.10 | 85.96 | |
| SGCBackbone=SGC, Watermarking Status=Wmk2025.01 | 85.9 | |
| GCNBackbone=GCN, Watermarking Status=Wmk2025.01 | 85.8 | |
| TEA-GLMLearning Setting=multi-domain multi-task, Fine-tuning=None (joint instruction tuning only)2026.05 | 85.13 | |
| GIANTCategory=GNN&LLM2025.04 | 85.02 | |
| MLPBackbone=MLP2025.05 | 84.62 | |
| TFIselection_ratio=5%, backbone=GNN2025.10 | 83.8 | |
| JDRNode Features=Without2026.05 | 82.56 | |
| ComFyNode Features=Without2026.05 | 82.15 | |
| FGN2026.06 | 82.1 | |
| FOSRNode Features=With2026.05 | 82.09 | |
| FOSRNode Features=Without2026.05 | 82.09 | |
| RepNodesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 81.95 | |
| RepEdgesNode Features=Without, Epsilon Selection Strategy=grid search2026.05 | 81.93 | |
| RepEdgesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 81.91 | |
| FTCP2026.06 | 81.9 | |
| GInterNet2026.06 | 81.8 | |
| LoGoGNN2026.06 | 81.6 | |
| GCNBackbone=GCN, Watermarking Status=No Wmk2025.01 | 81.4 | |
| SGCBackbone=SGC, Watermarking Status=No Wmk2025.01 | 81.4 | |
| SAGEBackbone=SAGE, Watermarking Status=No Wmk2025.01 | 81.2 | |
| GCN-IED2026.06 | 81.2 | |
| PGBSF2026.06 | 81.1 | |
| UltraTAG-SSparsity=50%2025.04 | 80.91 | |
| TRIGONNode Features=With2026.05 | 80.73 | |
| MAGCN2026.06 | 80.6 | |
| ELU-GCN2026.06 | 80.5 | |
| HGRN2026.06 | 80.4 | |
| GCNCategory=MLP&GNNs2025.04 | 80.31 | |
| SGFormer2026.06 | 80.3 | |
| DGCN2026.06 | 80.2 | |
| GRAND-GCN2026.06 | 80 | |
| GloGNN2026.06 | 79.9 | |
| GraphSAGE2026.06 | 79.4 |