Sport with referees called gyoji (4)
I believe the answer is:
sumo
(Other definitions for sumo that I've seen before include "one of the martial arts" , "foreign form of fighting" , "Japanese form of wrestling" , "Style of traditional Japanese wrestling" , "Japanese wrestling sport of over-weight men" .)