Scaling Trends for Lie Detector Oversight in Preference Learning

Oskar J. Hollinsworth, Ann-Kathrin Dombrowski, Sam Adam-Day +2

Deceptive behavior in LLMs is costly to monitor and prevent, motivating approaches such as Scalable Oversight via Lie Detectors (SOLiD) (Cundy & Gleave, 2025), which uses lie detec…