Sentence encoder We use a CNN architecture with one convolution layer followed by one max pooling layer to encode a sentence.
the RNFs are applied to every possible window of m words in the sentence Then a max-over-time pooling operation (Collobert et al., 2011) is used to produce a fixed size sentence representation: v = max{C}.