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The effectiveness of Large Language Models (LLMs) diminishes for extremely low-resource languages, such as indigenous languages, primarily due to the lack of labeled data. Despite growing interest, the availability of high-quality natural…

Computation and Language · Computer Science 2026-03-23 Ulin Nuha , Adam Jatowt

Natural Language Processing (NLP) and especially natural language text analysis have seen great advances in recent times. Usage of deep learning in text processing has revolutionized the techniques for text processing and achieved…

Information Retrieval · Computer Science 2020-07-07 Ramchandra Joshi , Purvi Goel , Raviraj Joshi

This paper presents a summary of the findings that we obtained based on the shared task on machine translation of Dravidian languages. We stood first in three of the five sub-tasks which were assigned to us for the main shared task. We…

Computation and Language · Computer Science 2022-04-21 Aditya Vyawahare , Rahul Tangsali , Aditya Mandke , Onkar Litake , Dipali Kadam

The study of historical languages presents unique challenges due to their complex orthographic systems, fragmentary textual evidence, and the absence of standardized digital representations of text in those languages. Tackling these…

Computation and Language · Computer Science 2025-03-25 Farhan Farsi , Parnian Fazel , Sepand Haghighi , Sadra Sabouri , Farzaneh Goshtasb , Nadia Hajipour , Ehsaneddin Asgari , Hossein Sameti

Large Language Models (LLMs) are increasingly deployed in high-stakes clinical applications in India. Speakers of Indian languages frequently communicate using romanized text rather than native scripts, yet existing research rarely…

Computation and Language · Computer Science 2026-04-01 Manurag Khullar , Utkarsh Desai , Poorva Malviya , Aman Dalmia , Zheyuan Ryan Shi

India's vast linguistic diversity presents unique challenges and opportunities for technological advancement, especially in the realm of Natural Language Processing (NLP). While there has been significant progress in NLP applications for…

Computation and Language · Computer Science 2024-12-25 Rasika Ransing , Mohammed Amaan Dhamaskar , Ayush Rajpurohit , Amey Dhoke , Sanket Dalvi

Recent advances in Deep Learning and Computer Vision have been successfully leveraged to serve marginalized communities in various contexts. One such area is Sign Language - a primary means of communication for the deaf community. However,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Haz Sameen Shahgir , Khondker Salman Sayeed , Md Toki Tahmid , Tanjeem Azwad Zaman , Md. Zarif Ul Alam

We introduce Jambu, a cognate database of South Asian languages which unifies dozens of previous sources in a structured and accessible format. The database includes 287k lemmata from 602 lects, grouped together in 23k sets of cognates. We…

Computation and Language · Computer Science 2023-06-06 Aryaman Arora , Adam Farris , Samopriya Basu , Suresh Kolichala

This paper introduces \textit{Bangla Key2Text}, a large-scale dataset of $2.6$ million Bangla keyword--text pairs designed for keyword-driven text generation in a low-resource language. The dataset is constructed using a BERT-based keyword…

Computation and Language · Computer Science 2026-04-22 Tonmoy Talukder , G M Shahariar

We present CLASSLA-Stanza, a pipeline for automatic linguistic annotation of the South Slavic languages, which is based on the Stanza natural language processing pipeline. We describe the main improvements in CLASSLA-Stanza with respect to…

Computation and Language · Computer Science 2023-08-14 Luka Terčon , Nikola Ljubešić

Cross-lingual summarization (CLS) is the task to produce a summary in one particular language for a source document in a different language. We introduce WikiMulti - a new dataset for cross-lingual summarization based on Wikipedia articles…

Computation and Language · Computer Science 2022-04-26 Pavel Tikhonov , Valentin Malykh

People commonly communicate in English, Arabic, and Bengali spoken languages through various mediums. However, deaf and hard-of-hearing individuals primarily use body language and sign language to express their needs and achieve…

Computer Vision and Pattern Recognition · Computer Science 2024-08-21 Md Hadiuzzaman , Mohammed Sowket Ali , Tamanna Sultana , Abdur Raj Shafi , Abu Saleh Musa Miah , Jungpil Shin

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

The national languages of Senegal, like those of West Africa country in general, are written with two alphabets : the Latin alphabet that draws its strength from official decreesm and the completed Arabic script (Ajami), widespread and well…

Computation and Language · Computer Science 2020-05-07 El hadji M. Fall , El hadji M. Nguer , Bao Diop Sokhna , Mouhamadou Khoule , Mathieu Mangeot , Mame T. Cisse

Automated text simplification aims to produce simple versions of complex texts. This task is especially useful in the medical domain, where the latest medical findings are typically communicated via complex and technical articles. This…

Computation and Language · Computer Science 2023-10-19 Sebastian Joseph , Kathryn Kazanas , Keziah Reina , Vishnesh J. Ramanathan , Wei Xu , Byron C. Wallace , Junyi Jessy Li

Developing culturally grounded multilingual AI systems remains challenging, particularly for low-resource languages. While synthetic data offers promise, its effectiveness in multilingual and multicultural contexts is underexplored. We…

Computation and Language · Computer Science 2026-02-27 Pranjal A. Chitale , Varun Gumma , Sanchit Ahuja , Prashant Kodali , Manan Uppadhyay , Deepthi Sudharsan , Sunayana Sitaram

We present V\=arta, a large-scale multilingual dataset for headline generation in Indic languages. This dataset includes 41.8 million news articles in 14 different Indic languages (and English), which come from a variety of high-quality…

Computation and Language · Computer Science 2023-05-11 Rahul Aralikatte , Ziling Cheng , Sumanth Doddapaneni , Jackie Chi Kit Cheung

Scene text recognition is essential in many applications, including automated translation, information retrieval, driving assistance, and enhancing accessibility for individuals with visual impairments. Much research has been done to…

Computer Vision and Pattern Recognition · Computer Science 2024-05-21 Fadila Wendigoundi Douamba , Jianjun Song , Ling Fu , Yuliang Liu , Xiang Bai

MIRACL (Multilingual Information Retrieval Across a Continuum of Languages) is a multilingual dataset we have built for the WSDM 2023 Cup challenge that focuses on ad hoc retrieval across 18 different languages, which collectively encompass…

Arabic is recognised as the 4th most used language of the Internet. Arabic has three main varieties: (1) classical Arabic (CA), (2) Modern Standard Arabic (MSA), (3) Arabic Dialect (AD). MSA and AD could be written either in Arabic or in…

Computation and Language · Computer Science 2019-03-08 Imane Guellil , Houda Saâdane , Faical Azouaou , Billel Gueni , Damien Nouvel
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