Malicious activity detection on ADR-Bench
100PrecisionADR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ADR2026.05 | 100 | 66.7 | 80 | 28 | 0 | 0 | 0.024 | 18.5 | 0.26 | 37.9 | |
| ALRPHFS2026.05 | 33.3 | 40.5 | 36.6 | 17 | 34 | 13 | 0.001 | 9.2 | 0.022 | 14.8 | |
| GuardAgent2026.05 | 23.1 | 21.4 | 22.2 | 9 | 30 | 11.5 | 0.012 | 9.4 | 0.407 | 12.5 | |
| LlamaFirewall2026.05 | 16.7 | 19 | 17.8 | 8 | 40 | 15.3 | 0.459 | 93.8 | 17.377 | 225.7 |