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Estimation of Phone Mismatch Penalty Matrices for Two-Stage Keyword Spotting

机译:两阶段关键字发现的电话不匹配罚分矩阵的估计

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摘要

In this letter, we propose a novel approach to estimate three different kinds of phone mismatch penalty matrices for two-stage keyword spotting. When the output of a phone recognizer is given, detection of a specific keyword is carried out through text matching with the phone sequences provided by the specified keyword using the proposed phone mismatch penalty matrices. The penalty matrices associated with substitution, insertion and deletion errors are estimated from the training data through deliberate error generation. The proposed approach has shown a significant improvement in a Korean continuous speech recognition task.
机译:在这封信中,我们提出了一种新颖的方法来估计两阶段关键词发现的三种不同类型的电话不匹配惩罚矩阵。当给出电话识别器的输出时,使用提议的电话不匹配罚矩阵通过与由指定关键字提供的电话序列的文本匹配来执行对特定关键字的检测。通过故意的错误生成,从训练数据中估计与替换,插入和删除错误相关的惩罚矩阵。所提出的方法在朝鲜语连续语音识别任务中已显示出重大改进。

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