The problem is that changing the corpus of training and testing may result in different conclusions.
it is less robust than collecting SP pairs by asking expert annotators as (McRae et al., 1998), (Keller and Lapata, 2003), and (Padó et al., 2006), or even asking many ordinary people to vote for a commonsense agreement.