Node classification on AMAZON-PRODUCT (test)
94.8Fidelity (%)GNNEXPLAINER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GNNEXPLAINERBase GNN=GCN2025.08 | 94.8 | 5.71 | |
| GSPELL+Base GNN=GCN, objective=InfoNCE2025.08 | 92 | 4.24 | |
| GSPELLBase GNN=GCN2025.08 | 91.1 | 4.25 | |
| RANDOMBase GNN=GCN2025.08 | 91 | 7.28 | |
| LLMBase GNN=GCN, frozen LLM=Llama-3.1-8B-Instruct2025.08 | 86 | 4.9 | |
| PGEXPLAINERBase GNN=GCN2025.08 | 73.8 | 4.52 | |
| NODEBase GNN=GCN2025.08 | 67.8 | 1 | |
| TAGEXPLAINERBase GNN=GCN2025.08 | 65.1 | 1.03 |