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I think a HMM is overkill for this problem. You kind of have 'hidden' states, but they are very limited and dependent on the full sequence of previous states, which you probably want to avoid to make best use of the HMM's features. It also, as you rightly say, leads to a proliferation in states: each dictionary item adds as many states as it has letters to ...


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