[1][2][3][4] André Perry, who served as the recording engineer recalled: I spent four hours doing the B-side of the 45, which was called “Remember Love,” with Yoko Ono, and that was really a very sweet moment.

[5]Perry also stated that they started recording the song around 1:00 or 2:00 in the morning after the crowd that performed with Lennon and Ono on "Give Peace a Chance" had left.

"[7] Music lecturers Ben Urish and Ken Bielen describe it as a "yearning number of pure nursery rhyme innocence and simplicity.

[8] Music journalist John Kruth describes it as a "hypnotic lullaby" with "Zen-like lyrics" and a "simple, repetitive soul-soothing melody that gently assures the listener that everything is alright, at least for as long as the song lasts.

[11] Fab Four FAQ authors Stuart Shea and Robert Rodriguez describe it as "a charming little piece" and praise Lennon's "sympathetic production" which "enhanced the innocence of [Ono's] avowal.