This sequence of vectors for each query term q i is passed into a Long Short-Term Memory (LSTM) recurrent layer (Hochreiter and Schmidhuber, 1997) with an output dimensionality of one.
the LSTM's input is a sequence of query term vectors where each vector is composed of the query term's normalized IDF and the aforementioned salient signals for the query term along different kernel sizes.