If f σ or c σ is too large, it will decrease the edges in the graph, and make the isolated sentence pair increasing; on the other hand, if f σ or c σ is too small, there will be too many edges, weakening the ability of distinguishing the importance of sentence pair using the structural information.
we should try to find a balance between avoiding too many isolated sentence pairs and avoiding too many connected sentence pairs.