Superintendent of Police Arun Kumar Singh the woman was found unconscious outside a restaurant in Sector 15 A this morning.
He said that she was suspected to be a sex worker and that a dispute over money led to a quarrel between her and the men.
He said the police was considering all aspects in the probe and if it turned out to be a case of flesh trade then action would be taken both against the men and the woman.