Most likely no you won't be able to claim your girlfriend on your taxes as a dependent unless she meets the qualifications set by the IRS for her to qualify as a dependent.
A spouse and children can be claimed as dependents on your income taxes and although Girlfriends sometimes qualify for being a dependent they can't always qualify or be listed as a dependent.