Without a tablet:
Fuzzy-Select the background, so that you have a selection that ends near the sharp edge.
Select>Grow by one pixel so that the selection is on the edge.
Select>Border by about the width of the blur you seek to make a thin selection that straddles the edge.
Intersect this with a more general selection (or use the quickmask and paint ...