For the edges in E ws , we estimate the edge weights based on the frequency that the slot candidates and the words are parsed as slot-filler pairs.
the edge weight between the slot-filler w i and the slot candidate s j ,r(w i , s j ), is equal to how many times the filler w i corresponds to the slot candidate s j in the parsing results.