Papers with update summarization
Effective Crowdsourcing for a New Type of Summarization Task (N18-2)
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| Challenge: | Currently, summarization research focuses on summarizing the entire text, but in practice, readers are often interested in only one aspect of the document or conversation. |
| Approach: | They propose a new task where the goal is to summarize a particular aspect of a document. |
| Outcome: | The proposed task is based on a crowdsourced data collection workflow that allows users to collect high-quality summaries. |
SupMMD: A Sentence Importance Model for Extractive Summarization using Maximum Mean Discrepancy (2020.findings-emnlp)
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| Challenge: | Existing work on multi-document summarization has focused on generic summarizing of information present in each document set. |
| Approach: | They propose a technique for generic and update summarization based on kernel two-sample testing. |
| Outcome: | The proposed technique exceeds the current state-of-the-art on two datasets. |