The attackers are believed to be Jews.
Police are also investigating whether the row erupted over the woman who was with the soldiers, it was reported.
Two Israeli soldiers were beaten after being mistaken for “Arabs”, it has been reported.
The pair were on leave and spending time in a public park when they were attacked with a shisha pipe and other objects.
They were taken to the Hillel Yaffe medical centre for treatment after suffering facial injuries, according to Israeli media.
From CIW NEWS Contributor
Pardes Hanna-Karkur, Haifa, Israel
Israel (IL) is estimated to have a population of 8.6 million with a growth rate during 2010-2015 of 1.7% pa.
At the same rate of change, in five years' time its population will increase by 0.8 million.