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This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India. Our corpus provides a training and testing ground for four language families, 14 languages, and the largest to date…

Computation and Language · Computer Science 2023-10-23 Ashok Urlana , Pinzhen Chen , Zheng Zhao , Shay B. Cohen , Manish Shrivastava , Barry Haddow

Natural Language processing (NLP) represents the task of automatic handling of natural human language by machines.There is large spectrum of possible applications of NLP which help in automating tasks like translating text from one language…

Computation and Language · Computer Science 2021-02-02 Nikita P. Desai , Prof. , Vipul K. Dabhi

This paper presents Centre for Development of Advanced Computing Mumbai's (CDACM) submission to NLP Tools Contest on Statistical Machine Translation in Indian Languages (ILSMT) 2015 (collocated with ICON 2015). The aim of the contest was to…

Computation and Language · Computer Science 2016-10-26 Raj Nath Patel , Prakash B. Pimpale

The recent advances in deep-learning have led to the development of highly sophisticated systems with an unquenchable appetite for data. On the other hand, building good deep-learning models for low-resource languages remains a challenging…

Computation and Language · Computer Science 2024-02-20 Maithili Sabane , Onkar Litake , Aman Chadha

We develop a robust translation model for four low-resource Indic languages: Khasi, Mizo, Manipuri, and Assamese. Our approach includes a comprehensive pipeline from data collection and preprocessing to training and evaluation, leveraging…

Computation and Language · Computer Science 2024-11-12 Hamees Sayed , Advait Joglekar , Srinivasan Umesh

Code understanding is a foundational capability in software engineering tools and developer workflows. However, most existing systems are designed for English-speaking users interacting via keyboards, which limits accessibility in…

Software Engineering · Computer Science 2026-01-23 Jayant Havare , Ashish Mittal , Srikanth Tamilselvam , Ganesh Ramakrishnan

Transliteration is very important in the Indian language context due to the usage of multiple scripts and the widespread use of romanized inputs. However, few training and evaluation sets are publicly available. We introduce Aksharantar,…

Computation and Language · Computer Science 2023-10-27 Yash Madhani , Sushane Parthan , Priyanka Bedekar , Gokul NC , Ruchi Khapra , Anoop Kunchukuttan , Pratyush Kumar , Mitesh M. Khapra

Modern text-to-speech (TTS) systems use deep learning to synthesize speech increasingly approaching human quality, but they require a database of high quality audio-text sentence pairs for training. Malayalam, the official language of the…

Sound · Computer Science 2022-11-24 Deepa P Gopinath , Thennal D K , Vrinda V Nair , Swaraj K S , Sachin G

We introduce RASMALAI, a large-scale speech dataset with rich text descriptions, designed to advance controllable and expressive text-to-speech (TTS) synthesis for 23 Indian languages and English. It comprises 13,000 hours of speech and 24…

Computation and Language · Computer Science 2025-05-28 Ashwin Sankar , Yoach Lacombe , Sherry Thomas , Praveen Srinivasa Varadhan , Sanchit Gandhi , Mitesh M Khapra

While Indic NLP has made rapid advances recently in terms of the availability of corpora and pre-trained models, benchmark datasets on standard NLU tasks are limited. To this end, we introduce IndicXNLI, an NLI dataset for 11 Indic…

Computation and Language · Computer Science 2022-04-20 Divyanshu Aggarwal , Vivek Gupta , Anoop Kunchukuttan

In this work, we present our deployment-ready Speech-to-Speech Machine Translation (SSMT) system for English-Hindi, English-Marathi, and Hindi-Marathi language pairs. We develop the SSMT system by cascading Automatic Speech Recognition…

Computation and Language · Computer Science 2023-05-23 Shivam Mhaskar , Vineet Bhat , Akshay Batheja , Sourabh Deoghare , Paramveer Choudhary , Pushpak Bhattacharyya

In the present paper, we will present a survey of the language resources and technologies available for the non-scheduled and endangered languages of India. While there have been different estimates from different sources about the number…

Computation and Language · Computer Science 2022-04-07 Ritesh Kumar , Bornini Lahiri

Spoken language Identification (LID) systems are needed to identify the language(s) present in a given audio sample, and typically could be the first step in many speech processing related tasks such as automatic speech recognition (ASR).…

Computation and Language · Computer Science 2020-10-15 Pradeep Rangan , Sundeep Teki , Hemant Misra

Parallel text is required for building high-quality machine translation (MT) systems, as well as for other multilingual NLP applications. For many South Asian languages, such data is in short supply. In this paper, we described a new…

Computation and Language · Computer Science 2020-01-28 Barry Haddow , Faheem Kirefu

Codeswitching has become one of the most common occurrences across multilingual speakers of the world, especially in countries like India which encompasses around 23 official languages with the number of bilingual speakers being around 300…

Computation and Language · Computer Science 2022-01-03 Dhruval Jain , Arun D Prabhu , Shubham Vatsal , Gopi Ramena , Naresh Purre

Sign languages are the primary means of communication for many hard-of-hearing people worldwide. Recently, to bridge the communication gap between the hard-of-hearing community and the rest of the population, several sign language…

Computation and Language · Computer Science 2023-07-12 Abhinav Joshi , Susmit Agrawal , Ashutosh Modi

Automatic Speech Recognition (ASR) is increasingly used to document clinical encounters, yet its reliability in multilingual and demographically diverse Indian healthcare contexts remains largely unknown. In this study, we conduct the first…

The language identification task is a crucial fundamental step in NLP. Often it serves as a pre-processing step for widely used NLP applications such as multilingual machine translation, information retrieval, question and answering, and…

Computation and Language · Computer Science 2026-01-08 Yash Ingle , Pruthwik Mishra

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

Neural Machine Translation (NMT) models are typically trained on datasets with limited exposure to Scientific, Technical and Educational domains. Translation models thus, in general, struggle with tasks that involve scientific understanding…

Computation and Language · Computer Science 2024-12-13 Advait Joglekar , Srinivasan Umesh