"Too Late Now" was nominated for an Academy Award for Best Original Song at the 24th Academy Awards, losing the award to "In the Cool, Cool, Cool of the Evening" by Hoagy Carmichael and Johnny Mercer, which featured in "Here Comes the Groom".