"Bae" isn't a new thing at all. It's been around for about 3 or 4 years now I think.
Anyway, it's apparently an affectionate term people use to refer to their significant other. For example: "Love you, bae", "He's/She's my bae", etc. And yes, I think it is a shortened version of "babe".