We propose to use dependency relations between words to derive an alternative structural representation.
de- Figure 1: A phrase dependency-based structural representation of a text pair (s1, s2): A woman with a knife is slicing a pepper (s1) vs. A women slicing green pepper (s2) with a high semantic similarity (human judgement score 4.0 out of 5.0).