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Automatic speech summarization for English broadcast news speech

机译:英语广播新闻语音的自动语音摘要

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摘要

This paper reports an automatic speech summarization method and experimental results using English broadcast news speech. In our proposed method, a set of words maximizing a summarization score consisting of word significance measure, linguistic likelihood, confidence measure and SDCFG (stochastic dependency context free grammar) is extracted from automatically transcribed speech. This extraction is performed using a Dynamic Programming (DP) technique according to a target compression ratio (summarization ratio). In order to apply our method to English, the model of estimating word concatenation probabilities based on a dependency structure in the original speech given by a Stochastic Dependency Context Free Grammar (SDCFG) is modified. In order to reduce the amount of computation, a summarization method for multiple utterances using two-level DP technique is also proposed.
机译:本文报道了一种使用英语广播新闻语音的自动语音摘要方法和实验结果。在我们提出的方法中,从自动转录的语音中提取一组由单词重要性测度,语言似然度,置信度测度和SDCFG(随机依赖上下文无关文法)组成的最大化总得分的单词。根据目标压缩率(摘要率),使用动态编程(DP)技术执行该提取。为了将我们的方法应用于英语,修改了基于随机依赖上下文无关文法(SDCFG)给出的基于原始语音中依赖关系结构的单词连接概率估计模型。为了减少计算量,还提出了一种使用两级DP技术的多话语汇总方法。

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