Note that Model 8 leverages additional signals, including URL information, character-level encodings, and external term features such as tf-idf.
because our model yields different numbers of h i with queries of different lengths, further aggregation is needed to output a global feature v. We directly average all vectors v = 1 Nq h i as the aggregated feature, where N q is the length of the query.