Error Detection Calibration on Clean Benchmark 484 cases
48.3Empty Report RateSingle-Agent Detector
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Single-Agent DetectorArchitecture=Single-agent monolithic2026.05 | 48.3 | 55.6 | |
| OptArgusArchitecture=Taxonomy-grounded multi-agent2026.05 | 85.3 | 15.9 |