For example, a prediction that a city is in France might depend on the conjunction of several facets of textual evidence linking the city to the French language, the Euro, and Norman history.
the common maximum aggregation approach is to move the final prediction layer to the sentence-to-vector modules and then aggregate by max-pooling the sentence level predictions.