The incident occurred late last night when the jeep rammed into the railing of a bridge and plunged into the river near Ijari village, killing 11 people on the spot, they said.
Police said three persons were injured in the accident of which two have been referred to Varanasi in a serious condition.
The victims were returning from Varanasi after a cremation.