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Obtaining phonetic transcriptions: a comparison between expert listeners and a continuous speech recognizer.

机译:获得语音转录:专业听众和连续语音识别器之间的比较。

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摘要

In this article, we address the issue of using a continuous speech recognition tool to obtain phonetic or phonological representations of speech. Two experiments were carried out in which the performance of a continuous speech recognizer (CSR) was compared to the performance of expert listeners in a task of judging whether a number of prespecified phones had been realized in an utterance. In the first experiment, nine expert listeners and the CSR carried out exactly the same task: deciding whether a segment was present or not in 467 cases. In the second experiment, we expanded on the first experiment by focusing on two phonological processes: schwa-deletion and schwa-insertion. The results of these experiments show that significant differences in performance were found between the CSR and the listeners, but also between individual listeners. Although some of these differences appeared to be statistically significant, their magnitude is such that they may very well be acceptable depending on what the transcriptions are needed for. In other words, although the CSR is not infallible, it makes it possible to explore large datasets, which might outweigh the errors introduced by the mistakes the CSR makes. For these reasons, we can conclude that the CSR can be used instead of a listener to carry out this type of task: deciding whether a phone is present or not.
机译:在本文中,我们解决了使用连续语音识别工具来获取语音的语音或语音表示的问题。进行了两个实验,其中将连续语音识别器(CSR)的性能与专业听众的性能进行了比较,以判断发话中是否实现了许多预定的电话。在第一个实验中,九名专家听众和CSR执行了完全相同的任务:确定467例中是否存在片段。在第二个实验中,我们通过关注两个语音过程:schwa删除和schwa插入扩展了第一个实验。这些实验的结果表明,在CSR与侦听器之间,以及在各个侦听器之间,在性能上存在显着差异。尽管这些差异中的某些差异在统计上看来很重要,但其大小如此之大,以至于它们可能完全可以接受,具体取决于转录所需的内容。换句话说,尽管CSR并非万无一失,但它使探索大型数据集成为可能,而这些数据集可能超过CSR犯下的错误所带来的错误。由于这些原因,我们可以得出结论,可以使用CSR代替侦听器来执行此类任务:确定电话是否存在。

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