AINeutralarXiv – CS AI · 6h ago6/10
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One Probe Won't Catch Them All: Towards Targeted Deception Detection
Researchers demonstrate that universal linear probes for detecting AI deception are fundamentally limited, achieving only modest performance improvements. The study reveals deception detection requires type-specific probes tailored to particular threat models rather than single universal detectors, with performance varying significantly based on instruction pair design.