Similar to traditional feature-based approaches, such methods could lead to limitation on performance due to confined linguistic knowledges.
an alternative is to use sentence-level embedding to represent overall features of target text instead of handcrafted features set, together with syntactic dependency trees (Yu el al 2014) or Ranking CNN (Santos et al.