The Tri-City Herald reported that officers say the man and woman were walking with a pit bull-mix dog just east of the Volland Street train overpass.
The newspaper said the dog was injured and taken to a veterinarian.
BNSF Railway officials were assisting police with the investigation.
The couple were not immediately identified.
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