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...Journal of machine learning research submitted revised published beyond english centric multilingual translation angela fan shruti bhosale holger schwenk zhiyi ma ahmed el kishky siddharth goyal mandeep baines onur celebi guillaume wenzek vishrav chaudhary naman tom birch vitaliy liptchinsky sergey edunov edouard grave michael auli armand joulin facebook ai loria editor alexander clark abstract existing work in demonstrated the potential massively by training a single model able to translate between any pair languages however much this is only on data which was translated fromortoenglish whilethisissupportedbylargesourcesoftrainingdata itdoesnotreect needs worldwide we create true many that can directly build andopen source set covers thousands language directions with parallel created through large scale mining then explore how eectively increase capacity combination dense scaling and specic sparse parameters high quality models our focus non brings gains more than bleu when translati...