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Many of these terms have their origins in the judicial domain but here they are used for medical diagnostic purpose.
The experimental results of modeling the Slovak language and adaptation to the judicial domain show significant improvement in the model perplexity and increasing the performance of the Slovak transcription and dictation system.
The experiments have been oriented on the evaluation of the model perplexity and performance of the Slovak LVCSR system on the evaluation (test) data after text classification and statistical modeling of the Slovak language from judicial domain.
In this paper, we describe the process of classification of heterogeneous text data into two classes, to the in-domain and out-of-domain data, mainly used for language modeling in the task-oriented speech recognition from judicial domain.
The second part of the experiments presented in the Tables 9 and 10 show the progress of acoustic and language modeling in development of the Slovak transcription and dictation system from the judicial domain, observed during the recent time periods.
Finally, the resulting trigram model was composed from three independent models and adapted to the judicial domain using linear interpolation with computing interpolation weights by our proposed algorithm based on the minimization of perplexity on a development data set.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com