Z
Zhiyi Ma
Publications - 3
Citations - 396
Zhiyi Ma is an academic researcher. The author has contributed to research in topics: Machine translation. The author has an hindex of 2, co-authored 3 publications receiving 86 citations.
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Beyond English-Centric Multilingual Machine Translation
Angela Fan,Shruti Bhosale,Holger Schwenk,Zhiyi Ma,Ahmed El-Kishky,Siddharth Goyal,Mandeep Baines,Onur Celebi,Guillaume Wenzek,Vishrav Chaudhary,Naman Goyal,Tom Birch,Vitaliy Liptchinsky,Sergey Edunov,Edouard Grave,Michael Auli,Armand Joulin +16 more
TL;DR: This work creates a true Many-to-Many multilingual translation model that can translate directly between any pair of 100 languages and explores how to effectively increase model capacity through a combination of dense scaling and language-specific sparse parameters to create high quality models.
Journal Article
Beyond English-Centric Multilingual Machine Translation
Posted Content
A Comparison of Approaches to Document-level Machine Translation.
TL;DR: The authors presented a systematic comparison of selected approaches from the literature on two benchmarks for which document-level evaluation suites exist, and found that a simple method based purely on back-translating monolingual document level data performs as well as much more elaborate alternatives.