Edinburgh's Submissions to the 2020 Machine Translation Efficiency Task

Nikolay Bogoychev
Nikolay Bogoychev
Alham Fikri Aji
Alham Fikri Aji
Maximiliana Behnke
Maximiliana Behnke
Sidharth Kashyap
Sidharth Kashyap
Emmanouil-Ioannis Farsarakis
Emmanouil-Ioannis Farsarakis
Mateusz Chudyk
Mateusz Chudyk

NGT@ACL, pp. 218-224, 2020.

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EI

Abstract:

We participated in all tracks of the Workshop on Neural Generation and Translation 2020 Efficiency Shared Task: single-core CPU, multi-core CPU, and GPU. At the model level, we use teacher-student training with a variety of student sizes, tie embeddings and sometimes layers, use the Simpler Simple Recurrent Unit, and introduce head prunin...More

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