Master Sergeant Sherman was a member of Company I, 3rd Battalion, 34th Infantry Regiment, 24th Infantry Division. He was listed as Missing in Action while fighting the enemy near Taejon, South Korea on July 20, 1950. He was presumed dead on January 26, 1954. His remains were not recovered. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.