Stress-Testing LLM Lie Detectors: Role-Play Failures and Spurious Correlations

Maximilian von Klinski, Sebastian Lapuschkin, Wojciech Samek +1

Lie detection probes aim to predict from a language model's internal states whether its output is truthful or dishonest. However, role-play complicates what "truth" means for an LL…