The ACE-2004 dataset is annotated with both mention and mention heads, while the OntoNotes-5.0 dataset only has mention annotations.
we preprocess Ontonote-5.0 to derive mention heads using Collins head rules (Collins, 1999) with gold constituency parsing information and gold named entity information.