"The Man that Got Away" is a popular song, published in 1953 and was written for the 1954 version of the movie A Star Is Born.
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Of the recordings chosen for the album, the only remake of a previous recording by Sinatra himself is the medley of Harold Arlen's and Ira Gershwin's "The Gal that Got Away" with Rodgers and Hart's "It Never Entered My Mind".