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Large, Pruned or Continuous Space Language Models on a GPU for Statistical Machine Translation

HAL (Le Centre pour la Communication Scientifique Directe)Published 1 January 2012
Holger Schwenk, Anthony Rousseau, Mohammed Attik
Citations90

TL;DR

An experimental comparison of all the approaches to train and use continuous space language models (CSLM) on a large statistical machine translation task and an efficient implementation of the CSLM using graphical processing units from Nvidia is described.

Abstract

International audience

Keywords

Computer Science