I am making Android application that takes input audio. And detects stammering.
Can word error rate detect stammering? Java
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No, speech recognizers usually ignore speech defects since their goal is to recognize speech.
To model such things as well as hesitations you need a special grammar and specialized speech recognition model which is supported by some open source toolkits.