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Machine translation has become a critical tool in bridging linguistic gaps, especially between languages as diverse as English and Hindi. This paper comprehensively evaluates various machine translation models for translating between…

Computation and Language · Computer Science 2025-05-27 Ahan Prasannakumar Shetty

This paper introduces the submission by Huawei Translation Center (HW-TSC) to the WMT24 Indian Languages Machine Translation (MT) Shared Task. To develop a reliable machine translation system for low-resource Indian languages, we employed…

Computation and Language · Computer Science 2024-09-25 Bin Wei , Jiawei Zhen , Zongyao Li , Zhanglin Wu , Daimeng Wei , Jiaxin Guo , Zhiqiang Rao , Shaojun Li , Yuanchang Luo , Hengchao Shang , Jinlong Yang , Yuhao Xie , Hao Yang

In this paper, we present our work on the creation of lexical resources for the Machine Translation between English and Hindi. We describes the development of phrase pair mappings for our experiments and the comparative performance…

Computation and Language · Computer Science 2017-11-13 Sreelekha S , Pushpak Bhattacharyya

Resources for the non-English languages are scarce and this paper addresses this problem in the context of machine translation, by automatically extracting parallel sentence pairs from the multilingual articles available on the Internet. In…

Computation and Language · Computer Science 2018-06-27 Sree Harsha Ramesh , Krishna Prasad Sankaranarayanan

Machine Translation (MT) is one of the most prominent tasks in Natural Language Processing (NLP) which involves the automatic conversion of texts from one natural language to another while preserving its meaning and fluency. Although the…

Computation and Language · Computer Science 2023-09-26 Kavit Gangar , Hardik Ruparel , Shreyas Lele

This paper presents a novel approach to constructing an English-to-Telugu translation model by leveraging transfer learning techniques and addressing the challenges associated with low-resource languages. Utilizing the Bharat Parallel…

Computation and Language · Computer Science 2025-04-09 Abhiram Reddy Yanampally

Multilingual large language models (LLMs) often demonstrate a performance gap between English and non-English languages, particularly in low-resource settings. Aligning these models to low-resource languages is essential yet challenging due…

Computation and Language · Computer Science 2025-10-16 Rakesh Paul , Anusha Kamath , Kanishk Singla , Raviraj Joshi , Utkarsh Vaidya , Sanjay Singh Chauhan , Niranjan Wartikar

Lack of proper linguistic resources is the major challenges faced by the Machine Translation system developments when dealing with the resource poor languages. In this paper, we describe effective ways to utilize the lexical resources to…

Computation and Language · Computer Science 2017-11-13 Sreelekha S , Pushpak Bhattacharyya

Machine translation (MT) in the medical domain plays a pivotal role in enhancing healthcare quality and disseminating medical knowledge. Despite advancements in English-Thai MT technology, common MT approaches often underperform in the…

Generating code-switched text is a problem of growing interest, especially given the scarcity of corpora containing large volumes of real code-switched text. In this work, we adapt a state-of-the-art neural machine translation model to…

Computation and Language · Computer Science 2021-07-15 Ishan Tarunesh , Syamantak Kumar , Preethi Jyothi

The widespread online communication in a modern multilingual world has provided opportunities to blend more than one language (aka code-mixed language) in a single utterance. This has resulted a formidable challenge for the computational…

Computation and Language · Computer Science 2024-05-01 Kartik Kartik , Sanjana Soni , Anoop Kunchukuttan , Tanmoy Chakraborty , Md Shad Akhtar

Machine Translation (MT) between linguistically dissimilar languages is challenging, especially due to the scarcity of parallel corpora. Prior works suggest that pivoting through a high-resource language can help translation into a related…

Computation and Language · Computer Science 2024-06-21 Pranav Gaikwad , Meet Doshi , Raj Dabre , Pushpak Bhattacharyya

We propose a method of curating high-quality comparable training data for low-resource languages with monolingual annotators. Our method involves using a carefully selected set of images as a pivot between the source and target languages by…

Computation and Language · Computer Science 2020-04-30 Aman Madaan , Shruti Rijhwani , Antonios Anastasopoulos , Yiming Yang , Graham Neubig

Prior works have demonstrated that a low-resource language pair can benefit from multilingual machine translation (MT) systems, which rely on many language pairs' joint training. This paper proposes two simple strategies to address the rare…

Computation and Language · Computer Science 2021-07-13 Thi-Vinh Ngo , Phuong-Thai Nguyen , Thanh-Le Ha , Khac-Quy Dinh , Le-Minh Nguyen

In this paper we explore various parameter settings of the state-of-art Statistical Machine Translation system to improve the quality of the translation for a `distant' language pair like English-Hindi. We proposed new techniques for…

Computation and Language · Computer Science 2014-01-21 Taraka Rama , Karthik Gali , Avinesh PVS

In large societies like India there is a huge demand to convert one human language into another. Lots of work has been done in this area. Many transfer based MTS have developed for English to other languages, as MANTRA CDAC Pune, MATRA CDAC…

Computation and Language · Computer Science 2015-07-09 Akanksha Gehlot , Vaishali Sharma , Shashi Pal Singh , Ajai Kumar

In this paper we describe some ways to utilize various lexical resources to improve the quality of statistical machine translation system. We have augmented the training corpus with various lexical resources such as IndoWordnet semantic…

Computation and Language · Computer Science 2017-03-07 Sreelekha S , Pushpak Bhattacharyya

The quality of a Neural Machine Translation system depends substantially on the availability of sizable parallel corpora. For low-resource language pairs this is not the case, resulting in poor translation quality. Inspired by work in…

Computation and Language · Computer Science 2018-02-14 Marzieh Fadaee , Arianna Bisazza , Christof Monz

Machine Translation is the challenging problem for Indian languages. Every day we can see some machine translators being developed, but getting a high quality automatic translation is still a very distant dream . The correct translated…

Computation and Language · Computer Science 2014-07-11 Pooja Gupta , Nisheeth Joshi , Iti Mathur

This paper reports the Machine Translation (MT) systems submitted by the IIITT team for the English->Marathi and English->Irish language pairs LoResMT 2021 shared task. The task focuses on getting exceptional translations for rather…

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