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We present MParrotTTS, a unified multilingual, multi-speaker text-to-speech (TTS) synthesis model that can produce high-quality speech. Benefiting from a modularized training paradigm exploiting self-supervised speech representations,…

Sound · Computer Science 2023-05-23 Neil Shah , Vishal Tambrahalli , Saiteja Kosgi , Niranjan Pedanekar , Vineet Gandhi

Voice technology has become ubiquitous recently. However, the accuracy, and hence experience, in different languages varies significantly, which makes the technology not equally inclusive. The availability of data for different languages is…

Computation and Language · Computer Science 2023-05-24 Jan Silovsky , Liuhui Deng , Arturo Argueta , Tresi Arvizo , Roger Hsiao , Sasha Kuznietsov , Yiu-Chang Lin , Xiaoqiang Xiao , Yuanyuan Zhang

We present sentence aligned parallel corpora across 10 Indian Languages - Hindi, Telugu, Tamil, Malayalam, Gujarati, Urdu, Bengali, Oriya, Marathi, Punjabi, and English - many of which are categorized as low resource. The corpora are…

Computation and Language · Computer Science 2020-07-16 Shashank Siripragada , Jerin Philip , Vinay P. Namboodiri , C V Jawahar

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

Deep learning based text-to-speech (TTS) systems have been evolving rapidly with advances in model architectures, training methodologies, and generalization across speakers and languages. However, these advances have not been thoroughly…

Computation and Language · Computer Science 2023-02-20 Gokul Karthik Kumar , Praveen S , Pratyush Kumar , Mitesh M. Khapra , Karthik Nandakumar

Despite the impressive growth of the abilities of multilingual language models, such as XLM-R and mT5, it has been shown that they still face difficulties when tackling typologically-distant languages, particularly in the low-resource…

Computation and Language · Computer Science 2023-10-23 Ofir Arviv , Dmitry Nikolaev , Taelin Karidi , Omri Abend

We analyse the cross-lingual transferability of a dialogue evaluation framework that assesses the relationships between micro-level linguistic features (e.g. backchannels) and macro-level interactivity labels (e.g. topic management),…

Computation and Language · Computer Science 2025-02-20 Rena Gao , Jingxuan Wu , Xuetong Wu , Carsten Roever , Jing Wu , Long Lv , Jey Han Lau

Chatbots are intelligent software built to be used as a replacement for human interaction. Existing studies typically do not provide enough support for low-resource languages like Bangla. Due to the increasing popularity of social media, we…

Computation and Language · Computer Science 2021-10-14 Fahim Shahriar Khan , Mueeze Al Mushabbir , Mohammad Sabik Irbaz , MD Abdullah Al Nasim

We propose a modular architecture of language-specific encoder-decoders that constitutes a multilingual machine translation system that can be incrementally extended to new languages without the need for retraining the existing system when…

Computation and Language · Computer Science 2020-06-03 Carlos Escolano , Marta R. Costa-jussà , José A. R. Fonollosa , Mikel Artetxe

Despite remarkable advances in natural language processing, developing effective systems for low-resource languages remains a formidable challenge, with performances typically lagging far behind high-resource counterparts due to data…

Artificial Intelligence · Computer Science 2026-02-06 Subhadip Maji , Arnab Bhattacharya

Indonesia is rich in languages and scripts. However, most NLP progress has been made using romanized text. In this paper, we present NusaAksara, a novel public benchmark for Indonesian languages that includes their original scripts. Our…

Computation and Language · Computer Science 2025-08-06 Muhammad Farid Adilazuarda , Musa Izzanardi Wijanarko , Lucky Susanto , Khumaisa Nur'aini , Derry Wijaya , Alham Fikri Aji

This research investigates the effectiveness of ChatGPT, an AI language model by OpenAI, in translating English into Hindi, Telugu, and Kannada languages, aimed at assisting tourists in India's linguistically diverse environment. To measure…

Computation and Language · Computer Science 2023-07-31 Sanjana Kolar , Rohit Kumar

Deep Learning techniques are powerful in mimicking humans in a particular set of problems. They have achieved a remarkable performance in complex learning tasks. Deep learning inspired Neural Machine Translation (NMT) is a proficient…

Computation and Language · Computer Science 2021-10-04 Vishvajit Bakarola , Jitendra Nasriwala

There is an increasing demand for goal-oriented conversation systems which can assist users in various day-to-day activities such as booking tickets, restaurant reservations, shopping, etc. Most of the existing datasets for building such…

Computation and Language · Computer Science 2018-06-18 Suman Banerjee , Nikita Moghe , Siddhartha Arora , Mitesh M. Khapra

Intelligent Process Automation (IPA) is an emerging technology with a primary goal to assist the knowledge worker by taking care of repetitive, routine and low-cognitive tasks. Conversational agents that can interact with users in a natural…

Computation and Language · Computer Science 2020-05-22 Alena Moiseeva , Dietrich Trautmann , Michael Heimann , Hinrich Schütze

Designing Optical Character Recognition (OCR) systems for India requires balancing linguistic diversity, document heterogeneity, and deployment constraints. In this paper, we study two training strategies for building multilingual OCR…

Computer Vision and Pattern Recognition · Computer Science 2026-02-19 Ali Faraz , Raja Kolla , Ashish Kulkarni , Shubham Agarwal

Large amounts of low- to medium-quality English texts are now being produced by machine translation (MT) systems, optical character readers (OCR), and non-native speakers of English. Most of this text must be postedited by hand before it…

cmp-lg · Computer Science 2008-02-03 Kevin Knight , Ishwar Chander

Knowledge-based machine translation (KBMT) systems have achieved excellent results in constrained domains, but have not yet scaled up to newspaper text. The reason is that knowledge resources (lexicons, grammar rules, world models) must be…

cmp-lg · Computer Science 2008-02-03 Kevin Knight , Steve K. Luk

Code-switching is a commonly observed communicative phenomenon denoting a shift from one language to another within the same speech exchange. The analysis of code-switched data often becomes an assiduous task, owing to the limited…

Computation and Language · Computer Science 2020-11-04 Tanvi Dadu , Kartikey Pant

We present a study on the design of multilingual Answer Sentence Selection (AS2) models, which are a core component of modern Question Answering (QA) systems. The main idea is to transfer data, created from one resource rich language, e.g.,…

Computation and Language · Computer Science 2021-02-23 Thuy Vu , Alessandro Moschitti