Bridging linguistic typology and multilingual machine translation with multi-view language representations

A Oncevay, B Haddow, A Birch - arXiv preprint arXiv:2004.14923, 2020 - arxiv.org
… of the individual and massive MT systems. Even when the … for further research, together
with optimising the k number of … perform a parameter sweep between 0.5 and 1.0 using 0.05 …

Parallel feature weight decay algorithms for fast development of machine translation models

E Biçici - Machine Translation, 2021 - Springer
… Engineering a language-independent MT system that can … The parameters are optimized
using genetic algorithms (… turning parallel and monolingual corpora into distinct MT models that …

The Auxiliary Utility of Big Data Intelligent Translation in English Writing

L Zhang - Applied Mathematics and Nonlinear Sciences - sciendo.com
system is constructed using machine learning algorithms to … on increasing the users’
willingness to use the MT system. … time the model parameters are updated, the algorithm

DbAPE: denoising-based APE system for improving English-Myanmar NMT

MM Zin, T Racharak, M Le Nguyen - IEEE Access, 2022 - ieeexplore.ieee.org
system using only the monolingual and parallel MT corpora. … of our APE systems on the
state-of-the-art MT systems, we also … We tuned each parameter of the noise and combined them …

Exploring low-resource neural machine translation for sinhala-tamil language pair

A Pramodya - Proceedings of the 8th Student Research …, 2023 - aclanthology.org
… The optimization of hyper-parameters basically referred to as … a Sinhala monolingual corpus
with 10M words and a Tamil … Moreover, by employing a random search of hyper parameters

[PDF][PDF] Computer Science Review

MSH Ameur, F Meziane, A Guessoum - 2020 - academia.edu
… and testing new Arabic MT systems. Furthermore, the survey … , SMT systems are built
automatically using monolingual and … NMT models while using significantly fewer parameters. For …

Enhancing Neural Machine Translation for the Sinhala-Tamil language pair with limited resources

A Pramodya, KTY Mahima, R Pushpananda… - … Journal on Advances …, 2024 - journal.icter.org
… -parameters, most often with manual tuning and random search or grid search [16]. Apart from
that, other methods, such as Bayesian optimization [17], genetic algorithms [… also using the …

Sparse moe with language guided routing for multilingual machine translation

X Zhao, X Chen, Y Cheng, T Chen - The Twelfth International …, 2023 - openreview.net
… that incorporate language information or parameter sharing: (1) … of 5 × 10−4, we optimize
models with Adam using (β1,β2,ϵ) … routing is a crucial hyper-parameter in our SMoE due to its …

Streaming neural machine translation systems from European languages into English

AM Sarvazyan - 2022 - riunet.upv.es
… which we adapt general domain MT systems to this domain. … using general domain corpora
to obtain translation systems … Thus, we must optimize the set of parameters in the space of …

A primer on pretrained multilingual language models

S Doddapaneni, G Ramesh, MM Khapra… - arXiv preprint arXiv …, 2021 - arxiv.org
… via joint optimization of parallel and monolingual objectives, with … The argument in favor of
the former is that, since we are … to the language of interest using a MT system. This (noisy) data …