1938's winner, from, fittingly, The Big Broadcast of 1938, would go on to become the signature song of Bob Hope, who sang it in the film. (Note: Because we're not here to be jerks, we will accept both the original title, or the version of the title that eventually it morphed into.)
"Thanks for the Memory" (or "Thanks for the Memories")