Talaat Khalil

h-index5
1paper
87citations

1 Paper

33.2CLSep 18, 2017
Toward a full-scale neural machine translation in production: the Booking.com use case

Pavel Levin, Nishikant Dhanuka, Talaat Khalil et al.

While some remarkable progress has been made in neural machine translation (NMT) research, there have not been many reports on its development and evaluation in practice. This paper tries to fill this gap by presenting some of our findings from building an in-house travel domain NMT system in a large scale E-commerce setting. The three major topics that we cover are optimization and training (including different optimization strategies and corpus sizes), handling real-world content and evaluating results.