no code implementations • 11 Oct 2022 • Cuong Hoang, Devendra Sachan, Prashant Mathur, Brian Thompson, Marcello Federico
Several recent studies have reported dramatic performance improvements in neural machine translation (NMT) by augmenting translation at inference time with fuzzy-matches retrieved from a translation memory (TM).
no code implementations • 10 Oct 2022 • Cuong Hoang, Devendra Sachan, Prashant Mathur, Brian Thompson, Marcello Federico
We explore zero-shot adaptation, where a general-domain model has access to customer or domain specific parallel data at inference time, but not during training.
2 code implementations • 12 Jul 2022 • Felix Hieber, Michael Denkowski, Tobias Domhan, Barbara Darques Barros, Celina Dong Ye, Xing Niu, Cuong Hoang, Ke Tran, Benjamin Hsu, Maria Nadejde, Surafel Lakew, Prashant Mathur, Anna Currey, Marcello Federico
When running comparable models, Sockeye 3 is up to 126% faster than other PyTorch implementations on GPUs and up to 292% faster on CPUs.
no code implementations • 8 Oct 2021 • Surafel M. Lakew, Marcello Federico, Yue Wang, Cuong Hoang, Yogesh Virkar, Roberto Barra-Chicote, Robert Enyedi
Automatic dubbing aims at seamlessly replacing the speech in a video document with synthetic speech in a different language.
no code implementations • NAACL 2021 • Yue Wang, Cuong Hoang, Marcello Federico
We show that our style-augmented translation models are able to capture the style variations of translators and to generate translations with different styles on new data.