irs.gov says the following about gift taxes under the who is responsible for paying taxes on the gift..
Who pays the gift tax?
The donor is generally responsible for paying the gift tax. Under special arrangements the done may agree to pay the tax instead. Please visit with your tax professional if you are considering this type of arrangement.