Chinese Taipei national baseball team
During Tseng's amateur career with the Taiwan Power Company Baseball Team in 1980s, he had been widely regarded as one of the best catchers of his generation, and was also a frequent member of the Chinese Taipei national baseball team. He participated in the 1984 and 1988 Olympics where he won the bronze medal in 1984 (as demonstration sport).