| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Legal Risk (test) | Accuracy0.883 | 7 | 1mo ago | ||
| EMBED | FuseMoE | AUROC73.8 | 6 | 22d ago | |
| DeepAccident | CURVE | Accuracy68.13 | 6 | 3mo ago | |
| CARLA-SR (test) | RS2V | Accuracy93.36 | 6 | 3mo ago | |
| Risk Assessment benchmark (500-sample) | MD + SSL | Macro F1 (> 1)78.7 | 5 | 1mo ago | |
| Risk Assessment 500-sample | MD + SSL | Data Exfiltration85.8 | 5 | 1mo ago | |
| DCI Evaluation Suite Risk | Quality Score8.85 | 5 | 2mo ago | ||
| Real-world production traffic logs 1:10 positive-to-negative sampling ratio (12/18/25–12/19/25) | CS-VAR | PR-AUC0.6643 | 3 | 3mo ago |
