Papers with generating to-

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Focus on the Action: Learning to Highlight and Summarize Jointly for Email To-Do Items Summarization (2022.findings-acl)

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Challenge: Existing to-do item generation models focus on generating action mentions to provide more structured summaries of email text.
Approach: They propose a learning to highlight and summarize framework to learn to identify the most salient text and actions and incorporate these structured representations to generate more faithful to-do items.
Outcome: The proposed model outperforms baseline models and achieves state-of-the-art performance in terms of evaluation and human judgement.

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