Grab it from the Source Updates page. This is the "big pile o' bugfixes" release prior to MAME 0.124, which will hopefully happen this weekend or early next week. There are also a few other nice goodies included this time around.

Please report bugs over at the new MAMETesters bug database. As you can see, we are paying attention!