Node Classification on Questions (accuracy)
98.2AccuracyHMH (ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HMH (ours)2026.05 | 98.2 | — | — | |
| MLPModel=MLP, Training Source=Target dataset2026.04 | 97.33 | — | — | |
| CD-GNN2026.04 | 97.2 | — | — | |
| OptBasisGNN2026.05 | 97.2 | — | — | |
| SLOG(N)2026.05 | 97.2 | — | — | |
| DNSD (diag)Map=diag, Adj=false, Odd=true, Gate=true, Best layer depth=L22026.05 | 97.2 | — | — | |
| DNSD (diag)Map=diag, Adj=false, Odd=false, Gate=false, Best layer depth=L82026.05 | 97.2 | — | — | |
| CAT2026.04 | 97.19 | — | — | |
| GCN2026.04 | 97.18 | — | — | |
| GAT2026.04 | 97.18 | — | — | |
| GraphSAGE2026.04 | 97.18 | — | — | |
| FAGCN2026.04 | 97.18 | — | — | |
| CAGNN2026.04 | 97.18 | — | — | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 97.16 | — | — | |
| GCNModel=GCN, Training Source=Target dataset2026.04 | 97.15 | — | — | |
| GATEvaluation protocol=End-to-end2026.03 | 97.13 | — | — | |
| GGCN2026.04 | 97.12 | — | — | |
| GATModel=GAT, Training Source=Target dataset2026.04 | 97.11 | — | — | |
| GraphAny (Wisconsin)Model=GraphAny, Training Source=Wisconsin2026.04 | 97.11 | — | — | |
| GraphAny (Products)Model=GraphAny, Training Source=Products2026.04 | 97.1 | — | — | |
| NSDMap=diag, Best layer depth=L22026.05 | 97.1 | — | — | |
| NSDMap=full, Best layer depth=L22026.05 | 97.1 | — | — | |
| DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=true, Best layer depth=L42026.05 | 97.1 | — | — | |
| DNSD (diag)Map=diag, Adj=true, Odd=true, Gate=false, Best layer depth=L22026.05 | 97.1 | — | — | |
| DNSD (diag)Map=diag, Adj=true, Odd=false, Gate=true, Best layer depth=L42026.05 | 97.1 | — | — | |
| GraphAny (Arxiv)Model=GraphAny, Training Source=Arxiv2026.04 | 97.09 | — | — | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 97.07 | — | — | |
| GraphAny (Cora)Model=GraphAny, Training Source=Cora2026.04 | 97.06 | — | — | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 97.02 | — | — | |
| NodePFNModel=NodePFN, Training Source=Single pre-trained model2026.04 | 97.02 | — | — | |
| GCN2026.05 | 97 | — | — | |
| GAT2026.05 | 97 | — | — | |
| GPRGNN2026.05 | 97 | — | — | |
| GCNII2026.05 | 97 | — | — | |
| MLPBest layer depth=L22026.05 | 97 | — | — | |
| MPNNBest layer depth=L22026.05 | 97 | — | — | |
| GATBest layer depth=L22026.05 | 97 | — | — | |
| BernNet2026.05 | 96.9 | — | — | |
| ChebNetII2026.05 | 96.9 | — | — | |
| JacobiConv2026.05 | 96.7 | — | — | |
| Specformer2026.05 | 96.49 | — | — | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 96.26 | — | — | |
| UniFilter†2026.05 | 96.2 | — | — | |
| TFE–GNN(sum)2026.05 | 96.2 | — | — | |
| M2M-GNN†2026.05 | 95.39 | — | — | |
| NT2026.04 | 78.46 | — | — | |
| BloomGML2026.04 | 77.93 | — | — | |
| GAT2026.04 | 77.43 | — | — | |
| FAGCN2026.04 | 77.24 | — | — | |
| GAT-sep2026.04 | 76.79 | — | — | |
| GraphSAGE2026.04 | 76.44 | — | — | |
| tGNN2026.04 | 76.38 | — | — | |
| Dir-GNN2026.04 | 76.13 | — | — | |
| GCN2026.04 | 76.09 | — | — | |
| CDE2026.04 | 75.17 | — | — | |
| OrderedGNN2026.04 | 75.09 | — | — | |
| GBK-GNN2026.04 | 74.47 | — | — | |
| JacobiConv2026.04 | 73.88 | — | — | |
| GGCN2026.04 | 71.1 | — | — | |
| CPGNN2026.04 | 65.96 | — | — | |
| GloGNN2026.04 | 65.74 | — | — | |
| H2GCN2026.04 | 63.59 | — | — | |
| GPRGNN2026.04 | 55.48 | — | — | |
| MTGCN2026.05 | 31.6 | — | — | |
| G2T-LimiXEvaluation Protocol=FT2025.08 | 22.98 | — | — | |
| G2T-TabPFNv2.5Evaluation Protocol=ICL2025.08 | 21.31 | — | — | |
| G2T-LimiXEvaluation Protocol=ICL2025.08 | 20.97 | — | — | |
| G2T-TabPFNv2Evaluation Protocol=FT2025.08 | 18.91 | — | — | |
| G2T-TabPFNv2Evaluation Protocol=ICL2025.08 | 18.46 | — | — | |
| GAT2025.08 | 16.75 | — | — | |
| GraphSAGE2025.08 | 16.55 | — | — | |
| GCN2025.08 | 15.42 | — | — | |
| GT2025.08 | 14.03 | — | — | |
| MDGFMEvaluation Protocol=FT2025.08 | 10.55 | — | — | |
| SAMGPTEvaluation Protocol=FT2025.08 | 8.24 | — | — | |
| GCOPEEvaluation Protocol=FT2025.08 | 6.59 | — | — | |
| TS-GNNEvaluation Protocol=ICL2025.08 | 5 | — | — | |
| AnyGraphEvaluation Protocol=ICL2025.08 | 4.27 | — | — | |
| OpenGraphEvaluation Protocol=ICL2025.08 | 3.77 | — | — |