Wow, my bad! I read right over that section and reversed donor and donee in my head. This would be the appropriate link:

http://www.irs.gov/newsroom/article/0,,id=107815,00.html

“The person who receives your gift does not have to report the gift to the IRS or pay gift or income tax on its value.”