Questions
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | questions | ROC AUC0.9703 | 87 | |
| Node Classification | Questions overlapping subgraph partitioning | AUC69.39 | 39 | |
| Node classification | Questions (test) | AUROC78.92 | 28 | |
| Node Classification | Questions | Accuracy97.16 | 23 | |
| Multiple-choice question answering | 2,000 questions dataset | ECE0.029 | 21 | |
| Node Classification | Questions v1 (test) | AUC80.49 | 20 | |
| Graph Anomaly Detection | Questions | AUPRC11 | 19 | |
| Node Classification | questions (10%/10%/80% split) | AP22.76 | 18 | |
| Node Classification | Questions non-overlapping subgraph partitioning (10 Clients) | AUC68.69 | 13 | |
| Edge-level Anomaly Detection | Questions | F1-macro74.15 | 13 | |
| Node-level Anomaly Detection | Questions | F1-macro59.45 | 13 | |
| Edge-level Anomaly Detection | Questions | AUROC87.51 | 13 | |
| Node-level Anomaly Detection | Questions | AUROC0.7392 | 13 | |
| Node Classification | Questions heterophilic graphs (test) | Accuracy79.36 | 9 | |
| Node Classification | Questions heterophilic (test) | AUC80.49 | 4 | |
| Edge-to-Node Transfer | Questions | F1 Macro53.44 | 4 | |
| Node-to-Edge Transfer | Questions | F1-macro55.81 | 4 | |
| Edge-to-Node Zero-shot Anomaly Detection | Questions | AUPRC6.76 | 4 | |
| Node-to-Edge Zero-shot Anomaly Detection | Questions | AUPRC13.89 | 4 | |
| Graph Anomaly Detection | Questions E → N v1 | AUROC65.37 | 4 | |
| Graph Anomaly Detection | Questions N → E v1 | AUROC0.7102 | 4 | |
| Edge Anomaly Detection | Questions | AUPRC27.83 | 3 | |
| Node Anomaly Detection | Questions | AUPRC0.1735 | 3 |
Showing 23 of 23 rows