Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Anomaly Detection | AUROC98.8 | 99 | ||
| Graph Anomaly Detection | Weibo (test) | AUPRC6,418 | 51 | |
| Named Entity Recognition | Weibo (test) | Overall Score70.5 | 50 | |
| EEG Classification | Weibo 2014 | Benign Accuracy64.94 | 42 | |
| Fake News Detection | Accuracy96.1 | 37 | ||
| Named Entity Recognition | F1 Score67.6 | 27 | ||
| Anomaly Detection | AUROC0.9288 | 24 | ||
| Anomaly detection | AUPRC0.8147 | 23 | ||
| Anomaly Detection | Weibo zero-shot (test) | AUROC92.88 | 19 | |
| Intent Understanding | Weibo Post-Sync | Accuracy76.98 | 18 | |
| Fake News Detection | Weibo21 | Accuracy97.7 | 17 | |
| Rumor Detection | Weibo (test) | Accuracy97.3 | 16 | |
| Edge-level Anomaly Detection | F1 Macro94.29 | 13 | ||
| Node-level Anomaly Detection | F1-macro95.75 | 13 | ||
| Node-level Anomaly Detection | AUROC99.07 | 13 | ||
| Edge Anomaly Detection | AUROC99.13 | 13 | ||
| Named Entity Recognition | Weibo (WE) | F1 Score69.78 | 13 | |
| Fake News Detection | Weibo-21 (test) | Accuracy95.7 | 12 | |
| Fake News Detection | Weibo (test) | Accuracy95.1 | 12 | |
| Named Entity Recognition | Weibo Chinese (test) | F1 Score72.66 | 12 | |
| Recommendation | R@5010.54 | 11 | ||
| Stance Detection | Weibo-SD | CB69.8 | 11 | |
| Multimodal misinformation detection | Accuracy0.852 | 10 | ||
| Fake News Detection | Weibo 21 | Science Domain Accuracy96.2 | 9 | |
| Fake News Detection | Performance (Science Domain)93.5 | 9 |
Showing 25 of 57 rows