Hiro Saito
In 2001, he reunited with old Blonde Outlaws partner Hiro Saito, but the team was never pushed and remained in the midcard. The Blonde Outlaws’ only highlight was winning the 2003 Teisen Hall Six Man Tag Team Tournament with Shinsuke Nakamura. In 2003, Goto reunited with Michiyoshi Ohara in a new stable known as "The Crazy Dogs" with Hiro Saito and Enson Inoue. From 2003 to 2004, The Crazy Dogs were in a feud with the Makai Club, which ended after Ohara and Inoue left New Japan.