To determine document relevance, we apply inference over each individual sentence in a candidate document, and then combine the top n scores with the original document score as follows: where S doc is the original document score and S i is the i-th top scoring sentence according to BERT.
the relevance score of a document comes from the combination of a document-level term-matching score and evidence contributions from the top sentences in the document as determined by the BERT model.