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cs.CL2026
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…
cs.CL2024★ 3 cited
Truth is Universal: Robust Detection of Lies in LLMs
Lennart Bürger, Fred A. Hamprecht, Boaz Nadler
Large Language Models (LLMs) have revolutionised natural language processing, exhibiting impressive human-like capabilities. In particular, LLMs are capable of "lying", knowingly o…