2.1k citations · 2.6k across the 25 of their papers we have counts for
4 papers · 1 filter
Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings
Kalpesh Krishna, Deepak Nathani, Xavier Garcia +2
Style transfer is the task of rewriting a sentence into a target style while approximately preserving content. While most prior literature assumes access to a large style-labelled…
Scaling Laws for Neural Machine Translation
Behrooz Ghorbani, Orhan Firat, Markus Freitag +5
We present an empirical study of scaling properties of encoder-decoder Transformer models used in neural machine translation (NMT). We show that cross-entropy loss as a function of…
Towards Universality in Multilingual Text Rewriting
Xavier Garcia, Noah Constant, Mandy Guo +1
In this work, we take the first steps towards building a universal rewriter: a model capable of rewriting text in any language to exhibit a wide variety of attributes, including st…
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution
Xavier Garcia, Noah Constant, Ankur P. Parikh +1
We propose a straightforward vocabulary adaptation scheme to extend the language capacity of multilingual machine translation models, paving the way towards efficient continual lea…