{"id":155676,"date":"1998-08-01T00:00:00","date_gmt":"1998-08-01T00:00:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/msr-research-item\/refinement-of-a-structured-language-model-2\/"},"modified":"2018-10-16T20:04:34","modified_gmt":"2018-10-17T03:04:34","slug":"refinement-of-a-structured-language-model-2","status":"publish","type":"msr-research-item","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/refinement-of-a-structured-language-model-2\/","title":{"rendered":"Refinement of a Structured Language Model"},"content":{"rendered":"<div class=\"asset-content\">\n<p>A new language model for speech recognition inspired by linguistic analysis is presented. The model develops hidden hierarchical structure incrementally and uses it to extract meaningful information from the word history \u2014 thus enabling the use of extended distance dependencies \u2014 in an attempt to complement the locality of currently used n-gram Markov models. The model,its probabilistic parametrization, a reestimation algorithm for the model parameters and a set of experiments meant to evaluate its potential for speech recognition are presented.<\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A new language model for speech recognition inspired by linguistic analysis is presented. The model develops hidden hierarchical structure incrementally and uses it to extract meaningful information from the word history \u2014 thus enabling the use of extended distance dependencies \u2014 in an attempt to complement the locality of currently used n-gram Markov models. 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