Is there a way to fix the way Android treats compilation albums?

I’ve been an Android user for a couple of years now. Only recently have I started having problems with the way Android groups compilations and multi CD albums. When I place music on my SD card, it always makes 7 to 12 albums from one album. I was just wondering if anybody in the fluther found an easy solution to this, because this pretty much makes my android phone useless as an MP3 player if it can’t handle tags right.