Thus for each linked mention m di we have its result tuple, R(m d i ) which consists of a linker score and a list of k targets, ordered according to their ranker score.
we abbreviate the first and second elements of  for any surface string, we consider all target concepts and associated ranker scores, and associate the string with the highest linker score of any matching mention.