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Recent methods in speech and language technology pretrain very LARGE models which are fine-tuned for specific tasks. However, the benefits of such LARGE models are often limited to a few resource rich languages of the world. In this work,…

Large Language Models are trained on massive multilingual corpora, yet this abundance masks a profound crisis: of the world's 7,613 living languages, approximately 2,000 languages with millions of speakers remain effectively invisible in…

Computation and Language · Computer Science 2026-01-01 Saurabh Khanna , Xinxu Li

This technical report describes our deep internationalization program for Gboard, the Google Keyboard. Today, Gboard supports 900+ language varieties across 70+ writing systems, and this report describes how and why we have been adding…

Human-Computer Interaction · Computer Science 2019-12-04 Daan van Esch , Elnaz Sarbar , Tamar Lucassen , Jeremy O'Brien , Theresa Breiner , Manasa Prasad , Evan Crew , Chieu Nguyen , Françoise Beaufays

A wide range of applications play an important role in the daily work of the modern human translator. However, the computational tools designed to aid in the process of translation only benefit translation from or to a small minority of the…

Computation and Language · Computer Science 2018-10-22 Michael Gasser

Minority languages are vital to preserving cultural heritage, yet they face growing risks of extinction due to limited digital resources and the dominance of artificial intelligence models trained on high-resource languages. This white…

Ancient Buddhist literature features frequent, yet often unannotated, textual parallels spread across diverse languages: Sanskrit, P\=ali, Buddhist Chinese, Tibetan, and more. The scale of this material makes manual examination prohibitive.…

Computation and Language · Computer Science 2026-01-13 Sebastian Nehrdich , Kurt Keutzer

Sinhala is the native language of the Sinhalese people who make up the largest ethnic group of Sri Lanka. The language belongs to the globe-spanning language tree, Indo-European. However, due to poverty in both linguistic and economic…

Computation and Language · Computer Science 2026-01-13 Nisansa de Silva

The Manchu language, with its roots in the historical Manchurian region of Northeast China, is now facing a critical threat of extinction, as there are very few speakers left. In our efforts to safeguard the Manchu language, we introduce…

Computation and Language · Computer Science 2024-01-15 Jean Seo , Sungjoo Byun , Minha Kang , Sangah Lee

Building Natural Language Understanding (NLU) capabilities for Indic languages, which have a collective speaker base of more than one billion speakers is absolutely crucial. In this work, we aim to improve the NLU capabilities of Indic…

Computation and Language · Computer Science 2023-05-25 Sumanth Doddapaneni , Rahul Aralikatte , Gowtham Ramesh , Shreya Goyal , Mitesh M. Khapra , Anoop Kunchukuttan , Pratyush Kumar

In this paper we discuss an in-progress work on the development of a speech corpus for four low-resource Indo-Aryan languages -- Awadhi, Bhojpuri, Braj and Magahi using the field methods of linguistic data collection. The total size of the…

Computation and Language · Computer Science 2022-07-25 Ritesh Kumar , Siddharth Singh , Shyam Ratan , Mohit Raj , Sonal Sinha , Bornini Lahiri , Vivek Seshadri , Kalika Bali , Atul Kr. Ojha

One of the major challenges that under-represented and endangered language communities face in language technology is the lack or paucity of language data. This is also the case of the Southern varieties of the Kurdish and Laki languages…

Computation and Language · Computer Science 2023-04-05 Sina Ahmadi , Zahra Azin , Sara Belelli , Antonios Anastasopoulos

Sign language is a gesture-based symbolic communication medium among speech and hearing impaired people. It also serves as a communication bridge between non-impaired and impaired populations. Unfortunately, in most situations, a…

Computer Vision and Pattern Recognition · Computer Science 2025-02-19 Prasun Roy , Saumik Bhattacharya , Partha Pratim Roy , Umapada Pal

While language competition models of diachronic language shift are increasingly sophisticated, drawing on sociolinguistic components like variable language prestige, distance from language centers and intermediate bilingual transitionary…

Computation and Language · Computer Science 2016-01-12 Rana D. Parshad , Vineeta Chand , Neha Sinha , Nitu Kumari

The NAHU$^2$ project is a Franco-Mexican collaboration aimed at building the $\pi$-YALLI corpus adapted to machine learning, which will subsequently be used to develop computer resources for the Nahuatl language. Nahuatl is a language with…

The users of endangered languages struggle to thrive in a digitally-mediated world. We have developed an automated method for assessing how well every language recognized by ISO 639 is faring in terms of digital language support. The…

Computation and Language · Computer Science 2022-09-28 Gary F. Simons , Abbey L. Thomas , Chad K. White

In this paper, we examine and analyze the challenges associated with developing and introducing language technologies to low-resource language communities. While doing so, we bring to light the successes and failures of past work in this…

India has 1369 languages of which 22 are official. About 13 different scripts are used to represent these languages. A Common Label Set (CLS) was developed based on phonetics to address the issue of large vocabulary of units required in the…

Computation and Language · Computer Science 2025-02-24 Utkarsh P

While users in the developed world can choose to adopt the technology that suits their needs, the emergent users cannot afford this luxury, hence, they adapt themselves to the technology that is readily available. When technology is…

Social and Information Networks · Computer Science 2018-11-30 Anas Bilal , Aimal Rextin , Ahmad Kakakhail , Mehwish Nasim

In this paper, we discuss the development of a multilingual annotated corpus of misogyny and aggression in Indian English, Hindi, and Indian Bangla as part of a project on studying and automatically identifying misogyny and communalism on…

Computation and Language · Computer Science 2020-03-18 Shiladitya Bhattacharya , Siddharth Singh , Ritesh Kumar , Akanksha Bansal , Akash Bhagat , Yogesh Dawer , Bornini Lahiri , Atul Kr. Ojha

External Human-Machine Interfaces (eHMIs) have been proposed to facilitate communication between Automated Vehicles (AVs) and pedestrians. However, no attention was given to Deaf and Hard-of-Hearing (DHH) people. We conducted a formative…

Human-Computer Interaction · Computer Science 2026-01-21 Wenge Xu , Foroogh Hajiseyedjavadi , Kurtis Weir , Chukwuemeka Eze , Mark Colley