Aadit Sengupta

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

Regulatory compliance monitoring in deployed language models is increasingly implemented as a legal and audit control, checking model outputs against written rules spanning data protection, healthcare, financial regulation, and platform policy. Such monitoring is meaningful only if a detector's verdict depends on the s...