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Advancements in unsupervised machine translation have enabled the development of machine translation systems that can translate between languages for which there is not an abundance of parallel data available. We explored unsupervised…

计算与语言 · 计算机科学 2023-01-11 Megan Dare , Valentina Fajardo Diaz , Averie Ho Zoen So , Yifan Wang , Shibingfeng Zhang

Neural Machine Translation (NMT) for low-resource languages is still a challenging task in front of NLP researchers. In this work, we deploy a standard data augmentation methodology by back-translation to a new language translation…

计算与语言 · 计算机科学 2024-06-11 Kung Yin Hong , Lifeng Han , Riza Batista-Navarro , Goran Nenadic

High-quality data resources play a crucial role in learning large language models (LLMs), particularly for low-resource languages like Cantonese. Despite having more than 85 million native speakers, Cantonese is still considered a…

Neural machine translation (NMT) becomes a new approach to machine translation and generates much more fluent results compared to statistical machine translation (SMT). However, SMT is usually better than NMT in translation adequacy. It is…

计算与语言 · 计算机科学 2017-04-24 Long Zhou , Wenpeng Hu , Jiajun Zhang , Chengqing Zong

This paper investigates the development and evaluation of machine translation models from Cantonese to English, where we propose a novel approach to tackle low-resource language translations. The main objectives of the study are to develop…

计算与语言 · 计算机科学 2024-05-15 Kung Yin Hong , Lifeng Han , Riza Batista-Navarro , Goran Nenadic

Machine Translation (MT) evaluation has gone beyond metrics, towards more specific linguistic phenomena. Regarding English-Chinese language pairs, passive sentences are constructed and distributed differently due to language variation, thus…

计算与语言 · 计算机科学 2026-03-17 Xinyue Ma , Pol Pastells , Mireia Farrús , Mariona Taulé

Neural machine translation (NMT), a new approach to machine translation, has been proved to outperform conventional statistical machine translation (SMT) across a variety of language pairs. Translation is an open-vocabulary problem, but…

计算与语言 · 计算机科学 2017-11-15 Yining Wang , Long Zhou , Jiajun Zhang , Chengqing Zong

Neural machine translation (NMT), a new approach to machine translation, has achieved promising results comparable to those of traditional approaches such as statistical machine translation (SMT). Despite its recent success, NMT cannot…

计算与语言 · 计算机科学 2017-07-21 Zi Long , Takehito Utsuro , Tomoharu Mitsuhashi , Mikio Yamamoto

Although there are increasing and significant ties between China and Portuguese-speaking countries, there is not much parallel corpora in the Chinese-Portuguese language pair. Both languages are very populous, with 1.2 billion native…

计算与语言 · 计算机科学 2018-04-06 Siyou Liu , Longyue Wang , Chao-Hong Liu

The last decade has witnessed enormous improvements in science and technology, stimulating the growing demand for economic and cultural exchanges in various countries. Building a neural machine translation (NMT) system has become an urgent…

计算与语言 · 计算机科学 2025-03-26 Bin Li , Yixuan Weng , Fei Xia , Hanjun Deng

Neural Machine Translation (NMT) is a new approach to machine translation that has made great progress in recent years. However, recent studies show that NMT generally produces fluent but inadequate translations (Tu et al. 2016b; Tu et al.…

计算与语言 · 计算机科学 2017-01-02 Xing Wang , Zhengdong Lu , Zhaopeng Tu , Hang Li , Deyi Xiong , Min Zhang

Neural Machine Translation (NMT) is an end-to-end learning approach for automated translation, with the potential to overcome many of the weaknesses of conventional phrase-based translation systems. Unfortunately, NMT systems are known to…

Although neural machine translation (NMT) has achieved impressive progress recently, it is usually trained on the clean parallel data set and hence cannot work well when the input sentence is the production of the automatic speech…

计算与语言 · 计算机科学 2018-11-05 Xiang Li , Haiyang Xue , Wei Chen , Yang Liu , Yang Feng , Qun Liu

Chinese pinyin input methods are very important for Chinese language processing. Actually, users may make typos inevitably when they input pinyin. Moreover, pinyin typo correction has become an increasingly important task with the…

计算与语言 · 计算机科学 2018-05-03 Hengyi Cai , Xingguang Ji , Yonghao Song , Yan Jin , Yang Zhang , Mairgup Mansur , Xiaofang Zhao

Neural machine translation (NMT) approaches have improved the state of the art in many machine translation settings over the last couple of years, but they require large amounts of training data to produce sensible output. We demonstrate…

计算与语言 · 计算机科学 2017-08-22 Robert Östling , Jörg Tiedemann

Neural machine translation (NMT) becomes a new state-of-the-art and achieves promising translation results using a simple encoder-decoder neural network. This neural network is trained once on the parallel corpus and the fixed network is…

计算与语言 · 计算机科学 2016-09-22 Xiaoqing Li , Jiajun Zhang , Chengqing Zong

Ancient Chinese brings the wisdom and spirit culture of the Chinese nation. Automatic translation from ancient Chinese to modern Chinese helps to inherit and carry forward the quintessence of the ancients. However, the lack of large-scale…

计算与语言 · 计算机科学 2019-11-20 Dayiheng Liu , Jiancheng Lv , Kexin Yang , Qian Qu

A large number of significant assets are available online in English, which is frequently translated into native languages to ease the information sharing among local people who are not much familiar with English. However, manual…

计算与语言 · 计算机科学 2020-04-30 Himanshu Choudhary , Shivansh Rao , Rajesh Rohilla

Neural machine translation (NMT) has achieved notable performance recently. However, this approach has not been widely applied to the translation task between Chinese and Uyghur, partly due to the limited parallel data resource and the…

计算与语言 · 计算机科学 2017-06-28 Shiyue Zhang , Gulnigar Mahmut , Dong Wang , Askar Hamdulla

Recent neural machine translation (NMT) systems have been greatly improved by encoder-decoder models with attention mechanisms and sub-word units. However, important differences between languages with logographic and alphabetic writing…

计算与语言 · 计算机科学 2018-09-11 Longtu Zhang , Mamoru Komachi
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