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<?xml version="1.0" standalone="yes"?> <Paper uid="P04-1018"> <Title>A Mention-Synchronous Coreference Resolution Algorithm Based on the Bell Tree Xiaoqiang Luo and Abe Ittycheriah</Title> <Section position="8" start_page="0" end_page="0" type="concl"> <SectionTitle> 7 Conclusion </SectionTitle> <Paragraph position="0"> We propose to use the Bell tree to represent the process of forming entities from mentions. The Bell tree represents the search space of the coreference resolution problem. We studied two maximum entropy models, namely the mention-pair model and the entity-mention model, both of which can be used to score entity hypotheses. A beam search algorithm is used to search the best entity result. State-of-the-art performance has been achieved on the ACE coreference data across three languages.</Paragraph> </Section> class="xml-element"></Paper>