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The question now is, how do we learn the values of lambda? However, there any many variations for smoothing out the values for large documents. The n-grams typically are collected from a text or speech corpus.When the items are words, n-grams may also be called shingles [clarification needed].
If the word has more than one possible tag, then rule-based taggers use hand-written rules to identify the correct tag. It is a crude form of smoothing because the model assumes that the token
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