How to split video or audio by silent parts

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I need to automatically split video of a speech by words, so every word is a separate video file. Do you know any ways to do this?

My plan was to detect silent parts and use them as words separators. But i didn't find any tool to do this and looks like ffmpeg is not the right tool for that.

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