Question: What results do they achieve using their proposed approach?
Answer: F-1 score on the OntoNotes is 88%, and it is 53% on Wiki (gold).
Alternative answer:  total F-1 score on the OntoNotes dataset is 88%, total F-1 cross-validation score on the 112 class Wiki(gold) dataset is 53%