The Fighter Songfacts explains that the song was inspired by a coffee table book that contained a picture called "Strictly a Sharpshooter" by American painter and illustrator Normal Rockwell, which depicted a boxer about to succumb to his opponent.
The lover held her love,
She begged him not to go,
The fighter wrapped his gloves,
The fighter said I know I know I know,