1. Robert Schapire

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    2. Discriminative language modeling with conditional random fields andthe perceptron algorithm.

      Discriminative Language Modeling with Conditional Random Fields and the Perceptron Algorithm Brian Roark Murat Saraclar AT&T Labs - Research {roark,murat}@research.att.com Michael Collins Mark Johnson MIT CSAIL Brown University mcollins@csail.mit.edu Mark Johnson@Brown.edu Abstract This paper describes discriminative language modeling large vocabulary speech recognition task. We trast parameter estimation methods: perceptron algorithm, a method based conditional random fields (CRFs). models enco
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