SW+D+CNN-11/22/55K are the results when the similarity measures comes from SW+D as mentioned in Section 6.1 and also using the word vectors from encoding matrix A obtained after training on CNN-11/22/55K.
the requirement of human generated annotations for training, in order to ensure a sufficiently diverse set of questions is prohibitively expensive.