They seem to lose in the first round of the NCAAs every year:
2011: out Rd. 1 v. Richmond.
2010: out Rd. 1 v. Murray State
2009: No post season
2008: out Rd. 1. v. Sienna
2007: They lost to Georgetown in the Sweet 16 (a good game too).
Still, last 4 years, three NCAAs, each year a 4/5 seed, each year out in round 1.