The biggest hitversion of the song in America was recorded by The Four Aces featuring Al Alberts, backed by the Jack Pleis Orchestra.[3] It was recorded on October 18, 1955, and released in the United States by Decca Records (catalog number 29725, as a 78rpm record[4] and 9-29725 as a 45rpm record). The quartet's version went to number 20 on the Best Sellers In Stores.[5]Frankie Laine also recorded a version for Columbia, which was a big success in the United Kingdom, reaching number 1 on the UK Singles Chart and staying there for four weeks.[1][6] In the UK, British singer Ronnie Hilton also charted at number 30 with another version of the song.[7] The Four Aces recording reached number 19 in the UK.[8]
A soundtrack EP was released by Decca featuring four songs from the film, including the duet of "A Woman in Love", recorded by Marlon Brando and Jean Simmons.[9]