Abstract: Highlights•Introducing a new task Event-orient Cross-Document Coherence Enhancement (ECD-CoE).•Representing the coherent discourse as a tree structure with rhetorical relation.•Outperforming the state-of-the-art baselines on two popular datasets ECB+ and GVC.
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