What Do Compliance Detectors Read? An Audit of Activation Probes and Guard Models

Saisab Sadhu, Aadit Sengupta, Vinay Kumar Sankarapu +1

Regulatory compliance monitoring in deployed language models is increasingly implemented as a legal and audit control, checking model outputs against written rules spanning data pr…