Several people have experimented with hidden Markov models and from talking to one of them (Jim Reeds) I remember that, when applied to language (I guess it may have been Latin or English), it will highlight the alternation between vowels and consonants. This did not happen with the VMs. Instead, there it highlighted the well-known word patterns, e.g. (q)ok(e)(e)(d)y.
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