Paperwork Relief for Small Businesses Act of 2005 - Amends the Internal Revenue Code to permit taxpayers who reasonably expect to owe $50,000 or less in annual taxes on distilled spirits, wines, and beer to make quarterly (rather than semimonthly) tax payments.