Tobias Domhan

Sockeye: A Toolkit for Neural Machine Translation

2017 · arXiv (Cornell University)

We describe Sockeye (version 1.12), an open-source sequence-to-sequence toolkit for Neural Machine Translation (NMT). Sockeye is a production-ready framework for training and applying models as well as an experimental platform for researchers. Written in Python …

A Shocking Amount of the Web is Machine Translated: Insights from Multi-Way Parallelism

2024 · arXiv (Cornell University)

We show that content on the web is often translated into many languages, and the low quality of these multi-way translations indicates they were likely created using Machine Translation (MT). Multi-way parallel, machine generated content …

How Much Attention Do You Need? A Granular Analysis of Neural Machine Translation Architectures

2018

With recent advances in network architectures for Neural Machine Translation (NMT) recurrent models have effectively been replaced by either convolutional or self-attentional approaches, such as in the Transformer. While the main innovation of the Transformer …