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A Hierarchical Dirichlet Language Model Export

Natural Language Engineering, Vol. 1, No. 3. (1994), pp. 1-19.

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dirichlet ngram topicmodels

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We discuss a hierarchical probabilistic model whose predictions are similar to those of the popular language modelling procedure known as `smoothing'. A number of interesting differences from smoothing emerge. The insights gained from a probabilistic view of this problem point towards new directions for language modelling. The ideas of this paper are also applicable to other problems such as the modelling of triphomes in speech, and DNA and protein sequences in molecular biology. The new...


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