However, across all the data in our experiments (Section 3.1), we find that an average of 35.43% of named entity mentions in each document are repeats and, when a mention appears more than once in a document, an average of 98.78% of these mentions have the same type.
one may use the documentlevel context to overcome the ambiguities of the local context while introducing little noise.