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The performance of a text-to-speech (TTS) synthesis model depends on various factors, of which the quality of the training data is of utmost importance. Millions of data are collected around the globe for various languages, but resources…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-21 Sujitha Sathiyamoorthy , N Mohana , Anusha Prakash , Hema A Murthy

People who are visually impaired face a lot of difficulties while studying. One of the major causes to this is lack of available text in Bharti Braille script. In this paper, we have suggested a scheme to convert text in major Indian…

Computation and Language · Computer Science 2023-05-12 Nisheeth Joshi , Pragya Katyayan

The anusaaraka system makes text in one Indian language accessible in another Indian language. In the anusaaraka approach, the load is so divided between man and computer that the language load is taken by the machine, and the…

Computation and Language · Computer Science 2007-05-23 Akshar Bharati , Vineet Chaitanya , Amba P. Kulkarni , Rajeev Sangal , G Umamaheshwara Rao

We analyze the performance of large language models (LLMs) on Text Style Transfer (TST), specifically focusing on sentiment transfer and text detoxification across three languages: English, Hindi, and Bengali. Text Style Transfer involves…

Computation and Language · Computer Science 2024-08-28 Sourabrata Mukherjee , Atul Kr. Ojha , Ondřej Dušek

Machine Translation (MT) has the potential to help people overcome language barriers and is widely used in high-stakes scenarios, such as in hospitals. However, in order to use MT reliably and safely, users need to understand when to trust…

Human-Computer Interaction · Computer Science 2022-05-17 Wesley Hanwen Deng , Nikita Mehandru , Samantha Robertson , Niloufar Salehi

Communication tools make the world like a small village and as a consequence people can contact with others who are from different societies or who speak different languages. This communication cannot happen effectively without Machine…

Computation and Language · Computer Science 2017-09-15 Neama Abdulaziz Dahan , Fadl Mutaher Ba-Alwi , Ibrahim Ahmed Al-Baltah , Ghaleb H. Al-gapheri

Translate-test is a popular technique to improve the performance of multilingual language models. This approach works by translating the input into English using an external machine translation system, and running inference over the…

Computation and Language · Computer Science 2023-08-03 Julen Etxaniz , Gorka Azkune , Aitor Soroa , Oier Lopez de Lacalle , Mikel Artetxe

We present a simple, yet effective, Neural Machine Translation system for Indian languages. We demonstrate the feasibility for multiple language pairs, and establish a strong baseline for further research.

Computation and Language · Computer Science 2019-07-30 Jerin Philip , Vinay P. Namboodiri , C. V. Jawahar

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

Machine translation (MT) plays an important role in benefiting linguists, sociologists, computer scientists, etc. by processing natural language to translate it into some other natural language. And this demand has grown exponentially over…

Computation and Language · Computer Science 2019-01-07 Ankush Garg , Mayank Agarwal

Machine Translation (MT) Evaluation is an integral part of the MT development life cycle. Without analyzing the outputs of MT engines, it is impossible to evaluate the performance of an MT system. Through experiments, it has been identified…

Computation and Language · Computer Science 2025-10-08 Nisheeth Joshi , Pragya Katyayan , Palak Arora

Automatic speech recognition and spoken dialogue systems have made great advances through the use of deep machine learning methods. This is partly due to greater computing power but also through the large amount of data available in common…

Computation and Language · Computer Science 2020-06-04 Boris Mocialov , Graham Turner , Helen Hastie

State-of-the-art text-to-speech (TTS) systems realize high naturalness in monolingual environments, synthesizing speech with correct multilingual accents (especially for Indic languages) and context-relevant emotions still poses difficulty…

Machine Learning · Computer Science 2025-06-23 Pranav Pawar , Akshansh Dwivedi , Jenish Boricha , Himanshu Gohil , Aditya Dubey

There have been very few attempts to benchmark performances of state-of-the-art algorithms for Neural Machine Translation task on Indian Languages. Google, Bing, Facebook and Yandex are some of the very few companies which have built…

Computation and Language · Computer Science 2020-02-27 Swapnil Ashok Jadhav

Chinese text processing systems are using Double Byte Coding , while almost all existing Sanskrit Based Indian Languages have been using Single Byte coding for text processing. Through observation, Chinese Information Processing Technique…

cmp-lg · Computer Science 2008-02-03 Md Maruf Hasan

Transformer based language models have led to impressive results across all domains in Natural Language Processing. Pretraining these models on language modeling tasks and finetuning them on downstream tasks such as Text Classification,…

Computation and Language · Computer Science 2021-12-06 Shaily Desai , Atharva Kshirsagar , Manisha Marathe

Machine Translation for Indian languages is an emerging research area. Transliteration is one such module that we design while designing a translation system. Transliteration means mapping of source language text into the target language.…

Computation and Language · Computer Science 2013-07-15 Juhi Ameta , Nisheeth Joshi , Iti Mathur

The term "Code Mixed" refers to the use of more than one language in the same text. This phenomenon is predominantly observed on social media platforms, with an increasing amount of adaptation as time goes on. It is critical to detect…

Computation and Language · Computer Science 2023-05-29 Aryan Patil , Varad Patwardhan , Abhishek Phaltankar , Gauri Takawane , Raviraj Joshi

The paper argues the importance of high-quality translation for spoken language translation systems. It describes an architecture suitable for rapid development of high-quality limited-domain translation systems, which has been implemented…

cmp-lg · Computer Science 2008-02-03 Manny Rayner , Pierrette Bouillon

In this paper, we have shown the improvement of English to Bharti Braille machine translation system. We have shown how we can improve a baseline NMT model by adding some linguistic knowledge to it. This was done for five language pairs…

Computation and Language · Computer Science 2023-05-11 Nisheeth Joshi , Pragya Katyayan