---
title: "Scaling Trends for Lie Detector Oversight in Preference Learning — Stuff That Spins"
description: "arXiv:2607.01567v1 Announce Type: new Abstract: 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 detectors to identify responses for review by high-cost labelers. In this pa…"
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date: "2026-07-03T04:00:00+00:00"
modified: "2026-07-03T04:00:47.089046+00:00"
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# Scaling Trends for Lie Detector Oversight in Preference Learning

**Source:** Unknown  
**Published:** July 3, 2026  
**Original:** https://arxiv.org/abs/2607.01567  

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