Can someone elaborate?

If anyone has read the story, why did the convict feel he needed to finish the sentence? It seems obvious there was little chance he would be caught, or even missed if he just left. Wasn't the woman encouraging him to leave with her?

Cool movie. A little hard to watch the shoestring around the umbilical cord and the post birth bath in the filthy river.