Gaga, 26, revealed the news in a Twitter post
that included a link to a photo of her duet Tuesday night with the 86-year-old Bennett for a performance of The Lady is a Tramp
. "And here's me and my handsome date, I simply cannot wait for our album together, he's my darling!" she tweeted.