Deception Detection on DeceptArena (test)
0.927False Assertion ScoreHybrid
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HybridMonitor Configuration=Hybrid Ensemble, Backbone=Claude Sonnet 4.52026.03 | 0.927 | 0.904 | 0.911 | 0.916 | 0.947 | 0.919 | 0.931 | 0.942 | 0.912 | 0.921 | 0.908 | 0.901 | 0.934 | |
| AP-HMonitor Configuration=Activation-based Hidden-state Probe, Backbone=Claude Sonnet 4.52026.03 | 0.901 | 0.869 | 0.877 | 0.894 | 0.928 | 0.879 | 0.891 | 0.921 | 0.867 | 0.878 | 0.858 | 0.847 | 0.901 | |
| CA-PMonitor Configuration=CoT-Aware Prompted, Backbone=Claude Sonnet 4.52026.03 | 0.884 | 0.841 | 0.856 | 0.889 | 0.912 | 0.851 | 0.868 | 0.897 | 0.821 | 0.834 | 0.809 | 0.796 | 0.869 | |
| BBMonitor Configuration=Black-Box Baseline, Backbone=Claude Sonnet 4.52026.03 | 0.861 | 0.798 | 0.812 | 0.874 | 0.901 | 0.822 | 0.843 | 0.889 | 0.756 | 0.779 | 0.741 | 0.718 | 0.837 |