They pay for all the US bases in Japan so they can just re-direct that money into weapons systems.
$2b a year won't buy them a lot of equipment, and certainly not enough to offset China's massive procurement budget that is growing in leaps and bounds along with its GDP, which is why we are seeing so many new models of Chinese ships and aircraft.