As illustrated in Table 2, S-ACNN significantly outperforms S-CNN on both datasets, demonstrating the advantage of the filtergeneration module in our ACNN framework.
with only one convolutional filter and thus very limited modeling capacity, our S-ACNN model tends to be much more expressive than the basic CNN model, due to the flexibility of applying different filters to different sentences.