 Fred Astaire and The Way You Look Tonight from the motion picture Swing Time in 1936. Music by Jerome Kern and lyrics by Dorothy Fields. It beat out Pennies from Heaven, When Did You Leave Heaven, I've Got You Under My Skin, Did I Remember, and A Melody from the Sky. Kern won the award five years later with Oscar Hammerstein II for The Last Time I Saw Paris. It was performed by Anne Southern in the film Lady Be Good. A lady known as Paris Romantic