After joining the Soviet national boxing team, Torosyan won a bronze medal at the 1974 World Amateur Boxing Championships. He was selected by the Soviet Olympic team to compete at the 1976 Summer Olympics. Torosyan advanced to the semifinals with relative ease, but was then controversially disqualified for a low blow. He won an Olympic bronze medal.