History
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | History | Accuracy89 | 83 | |
| node classification | History | Macro F183.58 | 28 | |
| Factoid Question Answering | History factoid QA (test) | Accuracy94.9 | 25 | |
| Class Incremental Learning (CIL) | History 10-shot (test) | Average Accuracy78.81 | 19 | |
| Link Prediction | History | AUC91.76 | 19 | |
| Graph Anomaly Detection | History | Anomaly F184.7 | 18 | |
| Hyperedge Prediction | History | Accuracy71.83 | 15 | |
| Node Classification | History (test) | Accuracy64.5 | 15 | |
| Node Classification | History LLM-embedded (test) | Accuracy75.86 | 10 | |
| Natural language explanation generation | History | Explanation Utility5 | 3 | |
| Text encoder pre-training | History | Pre-training Time18 | 2 | |
| Simplicial data imputation | History (test) | Metric- | 0 |
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