STATEWITNESS is a decoder-based activation explainer that audits deception in LLMs by interpreting hidden states, reaching 0.916 mean AUROC on seven datasets with inspectable evidence.
arXiv preprint
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Decoding Hidden Deception in Reasoning LLMs: Activation Explainers for Deception Auditing
STATEWITNESS is a decoder-based activation explainer that audits deception in LLMs by interpreting hidden states, reaching 0.916 mean AUROC on seven datasets with inspectable evidence.