| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Dynamic Graph Anomaly Detection | Patent (train) | Macro-F192.58 | 14 | |
| Node Classification | Patent (test) | Average Accuracy83.74 | 14 | |
| Topic Classification | Patent (test) | Accuracy64.1 | 12 | |
| Biomedical Entity Linking | Patent | FR Score75.2 | 10 | |
| Dynamic Node Classification | Patent | Training Time (s)1,730 | 8 | |
| Self-Refinement | Patent (Low Consistency (score_cons < 0.73)) | Coverage80.6 | 2 | |
| Self-Refinement | Patent Low Coverage (score_cov < 0.60) | Coverage79 | 2 | |
| Self-Refinement | Patent All Summaries | Coverage76.7 | 2 |