Node Classification on Cora (test) (Accuracy)
90.96AccuracyTAG-DLM
Evaluation Results
| Method | Links | |
|---|---|---|
| TAG-DLM2026.06 | 90.96 | |
| NodeFormerFamily=Graph transformers2026.06 | 89.67 | |
| GCNFamily=Graph neural networks2026.06 | 89.48 | |
| LLaGAFamily=LM baselines2026.06 | 89.22 | |
| GATv2Family=Graph neural networks2026.06 | 89.11 | |
| GraphSAGEFamily=Graph neural networks2026.06 | 88.93 | |
| GATFamily=Graph neural networks2026.06 | 88.93 | |
| MixHopFamily=Graph neural networks2026.06 | 88.75 | |
| DIFFormerFamily=Graph transformers2026.06 | 88.56 | |
| GINFamily=Graph neural networks2026.06 | 88.01 | |
| GraphTransformerFamily=Graph transformers2026.06 | 88.01 | |
| SGFormerFamily=Graph transformers2026.06 | 87.64 | |
| FGN2026.06 | 85.3 | |
| GCN-IED2026.06 | 85.2 | |
| GInterNet2026.06 | 84.7 | |
| LoGoGNN2026.06 | 84.6 | |
| GRAND-GCN2026.06 | 84.5 | |
| MAGCN2026.06 | 84.5 | |
| SGFormer2026.06 | 84.5 | |
| ELU-GCN2026.06 | 84.3 | |
| FTCP2026.06 | 84.2 | |
| DGCN2026.06 | 84.1 | |
| PGBSF2026.06 | 84 | |
| BAGCN2026.06 | 83.7 | |
| PAGCN2026.06 | 83.6 | |
| GAT2026.06 | 83.2 | |
| RoBERTaFamily=LM baselines2026.06 | 83.17 | |
| GloGNN2026.06 | 82.7 | |
| HGRN2026.06 | 82.7 | |
| GraphSAGE2026.06 | 82.4 | |
| MOGCN2026.06 | 82.4 | |
| GCN2026.06 | 81.5 | |
| SGC2026.06 | 81 | |
| GCN2026.06 | 80.6 | |
| GAT2026.06 | 79.3 | |
| GraphSAGE2026.06 | 78.8 | |
| WholeSize=2708, Evaluation Protocol=Original graph training2026.06 | 78.7 | |
| TAGSAMSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 76.6 | |
| MTT-TAGSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 76.1 | |
| TAGSAMSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 75.2 | |
| Error-Aware GWM2026.06 | 75 | |
| TAGSAMSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 73.8 | |
| MTT-TAGSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 73.8 | |
| FE-GWM2026.06 | 73.5 | |
| MTT-KNNSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 72.4 | |
| RandomSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 71.8 | |
| MTT-KNNSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 71.1 | |
| K-CenterSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 68.3 | |
| RandomSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 68.1 | |
| Label Propagation2026.06 | 68 | |
| DeepWalk2026.06 | 67.2 | |
| Node2Vec2026.06 | 67.2 | |
| MTT-TAGSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 64.4 | |
| MTT-KNNSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 62.8 | |
| K-CenterSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 61.9 | |
| GCond*Size=200, Evaluation Protocol=Zero-shot classification2026.06 | 55.2 | |
| Frozen LLaDA-8BFamily=LM baselines2026.06 | 52.65 | |
| RandomSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 50 | |
| GCond*Size=100, Evaluation Protocol=Zero-shot classification2026.06 | 49.7 | |
| K-CenterSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 47.3 | |
| HerdingSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 43.8 | |
| GCond*Size=50, Evaluation Protocol=Zero-shot classification2026.06 | 40.1 | |
| HerdingSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 34.4 | |
| HerdingSize=50, Evaluation Protocol=Zero-shot classification2026.06 | 33.4 |