The article says it stops the virus' DNA from integrating with host cells. It's therefore not necessarily killing the virus directly. How long the virus can live, or even remain dormant, without using host cells to reproduce would be the key factor here. If it suppresses the virus until it dies off, that would be a cure. But I think it would be much bigger news if that was the case, so I'd say that the virus would probably reappear after a patient stopped taking the drug.
I'm only halfway through an immunology unit at school at the moment, so this reasoning could be completely off.