It was beginning to rain, and they turned up the collars of their coats as they trudged through the slush of the road.
It did not rain and they walked only on the sidewalk.  
mnli hypothesis: It did not rain and they walked only on the sidewalk.   premise: It was beginning to rain, and they turned up the collars of their coats as they trudged through the slush of the road.