I'm 5'1" and 120lbs, and I ordered a Medium, but that was a mistake. haha an XS would be the best for these and then a Small for a looser fit. Very comfortable though!!
Rated 1 on a scale of minus 2 to 2, where minus 2 is Runs Small, 0 is Fits Great and 2 is Runs Large