 Musically, "Come Back to Me" is a R&B song with an urban beat, string instruments and hand claps.Critical reception of "Come Back to Me" was generally positive; some critics praised the inclusion of the Player sample and named the song one of the album's best tracks.However, it was criticized for holding a manufactured and overproduced sound.