"Did you lie?": Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms
Evaluates lie detectors (CoT judge, logprob classifier, activation probes, new Did-You-Lie probes) on belief-verified model organisms and 31 models; activation methods degrade on trained organisms while CoT judge stays strong.