The ACE scores for the automatically preprocessed models in Table 7 are about 3% lower than those based on OntoNotes gold-standard data in Table 5, providing evidence for the advantage offered by gold-standard preprocessing information.
the similar-if not higher-scores of OntoNotes can be attributed to the use of the annotated ACE entity types.