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This research investigates biases in text-to-image (TTI) models for the Indic languages widely spoken across India. It evaluates and compares the generative performance and cultural relevance of leading TTI models in these languages against…

Computation and Language · Computer Science 2024-08-02 Surbhi Mittal , Arnav Sudan , Mayank Vatsa , Richa Singh , Tamar Glaser , Tal Hassner

Large Language Models (LLMs) have emerged as powerful general-purpose reasoning systems, yet their development remains dominated by English-centric data, architectures, and optimization paradigms. This exclusionary design results in…

Speech translation for Indian languages remains a challenging task due to the scarcity of large-scale, publicly available datasets that capture the linguistic diversity and domain coverage essential for real-world applications. Existing…

This report evaluates the performance of text-in text-out Large Language Models (LLMs) to understand and generate Indic languages. This evaluation is used to identify and prioritize Indic languages suited for inclusion in safety benchmarks.…

Computation and Language · Computer Science 2025-01-24 Aatman Vaidya , Tarunima Prabhakar , Denny George , Swair Shah

We present the largest publicly available synthetic OCR benchmark dataset for Indic languages. The collection contains a total of 90k images and their ground truth for 23 Indic languages. OCR model validation in Indic languages require a…

Computer Vision and Pattern Recognition · Computer Science 2022-05-06 Naresh Saini , Promodh Pinto , Aravinth Bheemaraj , Deepak Kumar , Dhiraj Daga , Saurabh Yadav , Srihari Nagaraj

In this age of information technology, information access in a convenient manner has gained importance. Since speech is a primary mode of communication among human beings, it is natural for people to expect to be able to carry out spoken…

Computation and Language · Computer Science 2013-05-14 Neema Mishra , Urmila Shrawankar , V M Thakare

Written Communication on Computers requires knowledge of writing text for the desired language using Computer. Mostly people do not use any other language besides English. This creates a barrier. To resolve this issue we have developed a…

Computation and Language · Computer Science 2012-09-07 Nisheeth Joshi , Iti Mathur

Evaluating Large Language Models (LLMs) in low-resource and linguistically diverse languages remains a significant challenge in NLP, particularly for languages using non-Latin scripts like those spoken in India. Existing benchmarks…

Computation and Language · Computer Science 2025-02-05 Sshubam Verma , Mohammed Safi Ur Rahman Khan , Vishwajeet Kumar , Rudra Murthy , Jaydeep Sen

Educational Data Mining has become extremely popular among researchers in last decade. Prior effort in this area was only directed towards prediction of academic performance of a student. Very less number of researches are directed towards…

Computers and Society · Computer Science 2024-07-26 Pooja Thakar , Anil Mehta , Manisha

UniGlyph is a constructed language (conlang) designed to create a universal transliteration system using a script derived from seven-segment characters. The goal of UniGlyph is to facilitate cross-language communication by offering a…

Computation and Language · Computer Science 2024-10-14 G. V. Bency Sherin , A. Abijesh Euphrine , A. Lenora Moreen , L. Arun Jose

Rapid advances in education domain demand the design and customization of educational technologies for a large scale and variety of evolving requirements. Here, scale is the number of systems to be developed and variety stems from a…

Software Engineering · Computer Science 2020-09-29 Sridhar Chimalakonda , Kesav V. Nori

India is a multilingual multi-script country. In every state of India there are two languages one is state local language and the other is English. For example in Andhra Pradesh, a state in India, the document may contain text words in…

Computer Vision and Pattern Recognition · Computer Science 2012-05-11 Ankit Kumar , Tushar Patnaik , Vivek Kr Verma

In this paper, we study pre-trained sequence-to-sequence models for a group of related languages, with a focus on Indic languages. We present IndicBART, a multilingual, sequence-to-sequence pre-trained model focusing on 11 Indic languages…

Computation and Language · Computer Science 2022-10-28 Raj Dabre , Himani Shrotriya , Anoop Kunchukuttan , Ratish Puduppully , Mitesh M. Khapra , Pratyush Kumar

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

India is a diverse society with unique challenges in developing AI systems, including linguistic diversity, oral traditions, data accessibility, and scalability. Existing foundation models are primarily trained on English, limiting their…

India's linguistic landscape, spanning 22 scheduled languages and hundreds of marginalized dialects, has driven rapid growth in NLP datasets, benchmarks, and pretrained models. However, no dedicated survey consolidates resources developed…

Computation and Language · Computer Science 2026-04-21 Raghvendra Kumar , Devankar Raj , Sriparna Saha

language identification (LID) is identifing a language in a given spoken utterance. Language segmentation is equally inportant as language identification where language boundaries can be spotted in a multi language utterance. In this paper,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-19 Anirban Bhowmick , Astik Biswas

Computer-Assisted Pronunciation Training (CAPT) has been extensively studied for English. However, there remains a critical gap in its application to Indian languages with a base of 1.5 billion speakers. Pronunciation tools tailored to…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-04 Arnav Rustagi , Satvik Bajpai , Nimrat Kaur , Siddharth Siddharth

Voice based technologies have the potential to bridge digital accessibility gaps; however, existing datasets fail to capture the linguistic and regional diversity of Indic languages. We present Project VAANI, a large scale multimodal…

As large language models (LLMs) see increasing adoption across the globe, it is imperative for LLMs to be representative of the linguistic diversity of the world. India is a linguistically diverse country of 1.4 Billion people. To…

Computation and Language · Computer Science 2024-08-09 Harman Singh , Nitish Gupta , Shikhar Bharadwaj , Dinesh Tewari , Partha Talukdar