Listen to I Wish I Was Back In My Baby's Arms online. I Wish I Was Back In My Baby's Arms is an English language song and is sung by Lena Horne. I Wish I Was Back In My Baby's Arms, from the album Once In A Lifetime, was released in the year 2005. The duration of the song is 2:31. Download English songs online from JioSaavn.