They rode through the merchants quarter on black stallions, northern horses.
They rode through the merchants quarter and decided to stay at the nearby hotel. 
mnli hypothesis: They rode through the merchants quarter and decided to stay at the nearby hotel.  premise: They rode through the merchants quarter on black stallions, northern horses.