Not for the recipient. The giver can give up to a certain amount before taxes apply on the giver's side, but the recipient still pays nothing.
I had a boss do this when he sold his business. I think my check was for around $17K for working there 5 years. Best boss I ever had. An oil man/convenience store chain owner from Olean, NY.