加强电子商务智能服务:主题导向的文本摘要框架

Shuhua Liu
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引用次数: 6

摘要

文本摘要是下一代电子商务智能服务中一个非常重要的功能。虽然人类已经被证明是极有能力的总结者,但基于计算机的自动摘要和总结已被证明是极具挑战性的任务。文本摘要的主要方法是基于选择的,通过这种方法,识别并选择最有内容的句子或段落来组成摘要。然而,由于所选文本节选、悬空引用等之间的关系不明确,这种过程的结果经常存在诸如内容不连贯和可读性差等缺陷。本文提出了一个主题导向文本摘要的过程模型——TIDE。通过识别文本的主题结构来指导内容选择过程,可以捕获和更好地呈现所选句子之间的逻辑关系,这也是在下一阶段处理中更完整、更准确地理解文本含义的宝贵资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enhancing e-business-intelligence-service: a topic-guided text summarization framework
Text summarization is a very important function in next generation e-business-intelligence-service. While human beings have proven to be extremely capable summarizers, computer based automated abstracting and summarizing has proven to be extremely challenging tasks. The dominant approach to text summarization is selection-based, by which the most content-bearing sentences or passages are identified and selected to compose a summary. However, the results from such a process often suffer from flaws such as incoherent content and poor readability due to unclear relationships between the selected text excerpts, dangling references, and so on. In this paper, we present a process model of topic guided text summarization - TIDE. By directing the content selection process with identified topic structure of the text, the logical relation between the selected sentences is captured and better presented, which is also valuable resource for a more complete and precise understanding of text meaning in the next stage of processing.
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