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Automatic speech summarization based on sentence extraction and compaction

机译:基于句子提取和压实的自动语音汇总

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摘要

This paper proposes a new automatic speech summarization method having two stages: important sentence extraction and sentence compaction. Relatively important sentences are extracted based on the amount of information and the confidence measures of constituent words, and the set of extracted sentences is compressed by our sentence compaction method. The sentence compaction is performed by selecting a word set that maximizes a summarization score consisting of the amount of information and the confidence measure of each word, the linguistic likelihood of word strings, and the word concatenation probability. The selected words are concatenated to create a summary. Effectiveness of the proposed method was confirmed by summarizing spontaneous presentations.
机译:本文提出了一种具有两个阶段的新的自动语音摘要方法:重要的句子提取和句子压实。 基于组成词的信息量和置信度量来提取相对重要的句子,并且通过我们的句子压缩方法压缩了一组提取的句子。 通过选择一个单词集来执行句子压缩,该单词集可以最大化由每个单词的信息量和置信度量组成的摘要分数,单词字符串的语言可能性以及单词串联概率。 所选词语被连接以创建摘要。 通过总结自发介绍来确认所提出的方法的有效性。

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