Scaling Trends for Lie Detector Oversight in Preference Learning | FAR.AI

Jun 30, 2026 Scaling the SOLiD lie-detector oversight protocol across Llama and Qwen shows that undetected deception drops as models grow and trusted labelers can be removed, provided the detector's training data covers the fine-tuning distribution.