If they are merely roommates with separate bedrooms and completely separate finances, yes, they probably can.
If they are boyfriend/girlfriend and/or have some sort of joint relationship other than sharing a house, no.
https://www.irs.gov/pub/irs-wd/1998-041.pdf
