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Multi-document summarization of news articles using an event-based framework

机译:使用基于事件的框架对新闻文章进行多文档摘要

摘要

Purpose – The purpose of this research is to develop a method for automatic construction of multi-document summaries of sets of news articles that might be retrieved by a web search engine in response to a user query. udDesign/methodology/approach – Based on the cross-document discourse analysis, an event-based framework is proposed for integrating and organizing information extracted from different news articles. It has a hierarchical structure in which the summarized information is presented at the top level and more detailed information given at the lower levels. A tree-view interface was implemented for displaying a multi-document summary based on the framework. A preliminary user evaluation was performed by comparing the framework-based summaries against the sentence-based summaries. udFindings – In a small evaluation, all the human subjects preferred the framework-based summaries to the sentence-based summaries. It indicates that the event-based framework is an effective way to summarize a set of news articles reporting an event or a series of relevant events. udResearch limitations/implications – Limited to event-based news articles only, not applicable to news critiques and other kinds of news articles. A summarization system based on the event-based framework is being implemented. udPractical implications – Multi-document summarization of news articles can adopt the proposed event-based framework. udOriginality/value – An event-based framework for summarizing sets of news articles was developed and evaluated using a tree-view interface for displaying such summaries.
机译:目的–这项研究的目的是开发一种自动构建新闻集的多文档摘要的方法,可以由网络搜索引擎根据用户查询来检索这些新闻集。 udDesign / methodology / approach –基于跨文档话语分析,提出了一个基于事件的框架,用于集成和组织从不同新闻文章中提取的信息。它具有层次结构,其中,摘要信息在最高层显示,更详细的信息在较低层显示。实现了树状视图界面,​​用于基于框架显示多文档摘要。通过将基于框架的摘要与基于句子的摘要进行比较,进行了初步的用户评估。 udFindings –在较小的评估中,所有人类受试者都喜欢基于框架的摘要而不是基于句子的摘要。它表明基于事件的框架是总结一组报道一个事件或一系列相关事件的新闻文章的有效方法。 ud研究限制/含义-仅限于基于事件的新闻文章,不适用于新闻评论和其他类型的新闻文章。正在实现基于事件框架的摘要系统。 ud实际意义–新闻文章的多文档摘要可以采用建议的基于事件的框架。 udOriginality / value –开发了一个用于汇总新闻文章集的基于事件的框架,并使用树状视图界面对其进行了评估,以显示此类摘要。

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