Convert audio to text

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http://unix.stackexchange.com – I heard about existence of some speech recognition systems, and it seems I need one of those. Basically, I have an audio file with speech (only one person is speaking most of the time), and I want to get a transcript of the speech. Is something like that possible? (HowTos)