Bechu Chauhan and his sister Sunita Chauhan (30) were killed when the motorcycle was hit by the truck coming from the opposite direction, they said.
Ram Nayan, who sustained serious injuries, has been referred to Varanasi for treatment, police said.
The truck driver fled from the spot with his vehicle.