scholarly journals An Empirical Study on Learning Bug-Fixing Patches in the Wild via Neural Machine Translation

2019 ◽  
Vol 28 (4) ◽  
pp. 1-29 ◽  
Author(s):  
Michele Tufano ◽  
Cody Watson ◽  
Gabriele Bavota ◽  
Massimiliano Di Penta ◽  
Martin White ◽  
...  
Keyword(s):  
Empirical Study ◽  
Machine Translation ◽  
Neural Machine Translation ◽  
Bug Fixing ◽  
In The Wild

scholarly journals Neural Machine Translation between Vietnamese and English: an Empirical Study

2019 ◽  
Vol 35 (2) ◽  
pp. 147-166 ◽  
Author(s):  
Hong-Hai Phan-Vu ◽  
Viet Trung Tran ◽  
Van Nam Nguyen ◽  
Hoang Vu Dang ◽  
Phan Thuan Do
Keyword(s):  
Neural Networks ◽  
Empirical Study ◽  
Machine Translation ◽  
Deep Neural Networks ◽  
State Of The Art ◽  
Neural Models ◽  
Neural Machine Translation ◽  
Parallel Corpora ◽  
Parameter Search ◽  
Popular Language

Machine translation is shifting to an end-to-end approach based on deep neural networks. The state of the art achieves impressive results for popular language pairs such as English - French or English - Chinese. However for English - Vietnamese the shortage of parallel corpora and expensive hyper-parameter search present practical challenges to neural-based approaches. This paper highlights our efforts on improving English-Vietnamese translations in two directions: (1) Building the largest open Vietnamese - English corpus to date, and (2) Extensive experiments with the latest neural models to achieve the highest BLEU scores. Our experiments provide practical examples of effectively employing different neural machine translation models with low-resource language pairs.

scholarly journals An Empirical Study of Mini-Batch Creation Strategies for Neural Machine Translation

2017 ◽  
Author(s):  
Makoto Morishita ◽  
Yusuke Oda ◽  
Graham Neubig ◽  
Koichiro Yoshino ◽  
Katsuhito Sudoh ◽  
...  
Keyword(s):  
Empirical Study ◽  
Machine Translation ◽  
Neural Machine Translation

scholarly journals An Empirical Study on Automatic Post Editing for Neural Machine Translation

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Hyeonseok Moon ◽  
Chanjun Park ◽  
Sugyeong Eo ◽  
Jaehyung Seo ◽  
Heuiseok Lim
Keyword(s):  
Empirical Study ◽  
Machine Translation ◽  
Neural Machine Translation

scholarly journals Neural Machine Translation for Semantic-Driven Q&A Systems in the Factory Planning

Procedia CIRP ◽  
2021 ◽  
Vol 96 ◽  
pp. 9-14
Author(s):  
Uwe Dombrowski ◽  
Alexander Reiswich ◽  
Raphael Lamprecht
Keyword(s):  
Machine Translation ◽  
Neural Machine Translation ◽  
Factory Planning
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