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Speech Translation (ST) is a machine translation task that involves converting speech signals from one language to the corresponding text in another language; this task has two different approaches, namely the traditional cascade and the…

计算与语言 · 计算机科学 2025-10-14 Nam Luu , Ondřej Bojar

Machine translation (MT) systems are now able to provide very accurate results for high resource language pairs. However, for many low resource languages, MT is still under active research. In this paper, we develop and share a dataset to…

计算与语言 · 计算机科学 2020-04-01 Asmelash Teka Hadgu , Adam Beaudoin , Abel Aregawi

This paper describes a method for the automatic inference of structural transfer rules to be used in a shallow-transfer machine translation (MT) system from small parallel corpora. The structural transfer rules are based on alignment…

计算与语言 · 计算机科学 2014-01-23 Felipe Sánchez-Martínez , Mikel L. Forcada

Formality plays a significant role in language communication, especially in low-resource languages such as Hindi, Japanese and Korean. These languages utilise formal and informal expressions to convey messages based on social contexts and…

计算与语言 · 计算机科学 2023-11-23 Harshita Tyagi , Prashasta Jung , Hyowon Lee

Recently, the development of neural machine translation (NMT) has significantly improved the translation quality of automatic machine translation. While most sentences are more accurate and fluent than translations by statistical machine…

计算与语言 · 计算机科学 2016-10-18 Jan Niehues , Eunah Cho , Thanh-Le Ha , Alex Waibel

Through the development of neural machine translation, the quality of machine translation systems has been improved significantly. By exploiting advancements in deep learning, systems are now able to better approximate the complex mapping…

计算与语言 · 计算机科学 2018-08-03 Jan Niehues , Ngoc-Quan Pham , Thanh-Le Ha , Matthias Sperber , Alex Waibel

Achieving universal translation between all human language pairs is the holy-grail of machine translation (MT) research. While recent progress in massively multilingual MT is one step closer to reaching this goal, it is becoming evident…

计算与语言 · 计算机科学 2022-01-14 Aditya Siddhant , Ankur Bapna , Orhan Firat , Yuan Cao , Mia Xu Chen , Isaac Caswell , Xavier Garcia

Code-mixed machine translation has become an important task in multilingual communities and extending the task of machine translation to code mixed data has become a common task for these languages. In the shared tasks of WMT 2022, we try…

In this paper we present a fundamental lexical semantics of Sinhala language and a Hidden Markov Model (HMM) based Part of Speech (POS) Tagger for Sinhala language. In any Natural Language processing task, Part of Speech is a very vital…

计算与语言 · 计算机科学 2014-07-14 A. J. P. M. P. Jayaweera , N. G. J. Dias

Neural Machine translation is a challenging task due to the inherent complex nature and the fluidity that natural languages bring. Nonetheless, in recent years, it has achieved state-of-the-art performance in several language pairs.…

计算与语言 · 计算机科学 2023-04-19 Vakul Goyle , Parvathy Krishnaswamy , Kannan Girija Ravikumar , Utsa Chattopadhyay , Kartikay Goyle

While neural machine translation (NMT) has achieved state-of-the-art translation performance, it is unable to capture the alignment between the input and output during the translation process. The lack of alignment in NMT models leads to…

计算与语言 · 计算机科学 2019-12-02 Jiacheng Zhang , Huanbo Luan , Maosong Sun , FeiFei Zhai , Jingfang Xu , Yang Liu

Multilingual language models have shown impressive cross-lingual transfer ability across a diverse set of languages and tasks. To improve the cross-lingual ability of these models, some strategies include transliteration and finer-grained…

计算与语言 · 计算机科学 2023-05-08 Sonal Sannigrahi , Rachel Bawden

Our research extends the Bilingual Evaluation Understudy (BLEU) evaluation technique for statistical machine translation to make it more adjustable and robust. We intend to adapt it to resemble human evaluation more. We perform experiments…

计算与语言 · 计算机科学 2015-10-01 Krzysztof Wołk , Krzysztof Marasek

Multilingual machine translation (MMT) benefits from cross-lingual transfer but is a challenging multitask optimization problem. This is partly because there is no clear framework to systematically learn language-specific parameters.…

计算与语言 · 计算机科学 2023-02-13 Haoran Xu , Jean Maillard , Vedanuj Goswami

Cross-lingual transfer is important for developing high-quality chatbots in multiple languages due to the strongly imbalanced distribution of language resources. A typical approach is to leverage off-the-shelf machine translation (MT)…

计算与语言 · 计算机科学 2023-05-23 Lei Shen , Shuai Yu , Xiaoyu Shen

We present research towards bridging the language gap between migrant workers in Qatar and medical staff. In particular, we present the first steps towards the development of a real-world Hindi-English machine translation system for…

计算与语言 · 计算机科学 2016-10-11 Ahmad Musleh , Nadir Durrani , Irina Temnikova , Preslav Nakov , Stephan Vogel , Osama Alsaad

Neural machine translation (NMT) methods developed for natural language processing have been shown to be highly successful in automating translation from one natural language to another. Recently, these NMT methods have been adapted to the…

计算与语言 · 计算机科学 2023-05-24 Dharma KC , Clayton T. Morrison

How to achieve better end-to-end speech translation (ST) by leveraging (text) machine translation (MT) data? Among various existing techniques, multi-task learning is one of the effective ways to share knowledge between ST and MT in which…

计算与语言 · 计算机科学 2023-05-16 Qingkai Fang , Yang Feng

Parallel datasets are vital for performing and evaluating any kind of multilingual task. However, in the cases where one of the considered language pairs is a low-resource language, the existing top-down parallel data such as corpora are…

计算与语言 · 计算机科学 2023-09-26 Kasun Wickramasinghe , Nisansa de Silva

In recent years, natural language processing (NLP) has got great development with deep learning techniques. In the sub-field of machine translation, a new approach named Neural Machine Translation (NMT) has emerged and got massive attention…

计算与语言 · 计算机科学 2020-02-19 Shuoheng Yang , Yuxin Wang , Xiaowen Chu