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The performance of Language Models (LMs) on low-resource, morphologically rich languages like Sinhala remains largely unexplored, particularly regarding script variation in digital communication. Sinhala exhibits script duality, with…

Computation and Language · Computer Science 2026-05-11 Minuri Rajapakse , Ruvan Weerasinghe

Hausa Natural Language Processing (NLP) has gained increasing attention in recent years, yet remains understudied as a low-resource language despite having over 120 million first-language (L1) and 80 million second-language (L2) speakers…

Natural Language Processing (NLP) is rapidly transforming research methodologies across disciplines, yet African languages remain largely underrepresented in this technological shift. This paper provides the first comprehensive overview of…

Rapid developments of large language models have revolutionized many NLP tasks for English data. Unfortunately, the models and their evaluations for low-resource languages are being overlooked, especially for languages in South Asia.…

Computation and Language · Computer Science 2025-09-16 Sampoorna Poria , Xiaolei Huang

Since their inception, embeddings have become a primary ingredient in many flavours of Natural Language Processing (NLP) tasks supplanting earlier types of representation. Even though multilingual embeddings have been used for the…

Computation and Language · Computer Science 2024-02-09 Kasun Wickramasinghe , Nisansa de Silva

SinhaLegal introduces a Sinhala legislative text corpus containing approximately 2 million words across 1,206 legal documents. The dataset includes two types of legal documents: 1,065 Acts dated from 1981 to 2014 and 141 Bills from 2010 to…

Computation and Language · Computer Science 2026-03-06 Minduli Lasandi , Nevidu Jayatilleke

This paper presents two colloquial Sinhala language corpora from the language efforts of the Data, Analysis and Policy team of LIRNEasia, as well as a list of algorithmically derived stopwords. The larger of the two corpora spans 2010 to…

Computation and Language · Computer Science 2020-07-16 Yudhanjaya Wijeratne , Nisansa de Silva

Noise reduction is a crucial aspect of hearing aids, which researchers have been striving to address over the years. However, most existing noise reduction algorithms have primarily been evaluated using English. Considering the linguistic…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-28 Malitha Gunawardhana , Chathuki Navanjana , Dinithi Fernando , Nipuna Upeksha , Anjula De Silva

Due to reasons of convenience and lack of tech literacy, transliteration (i.e., Romanizing native scripts instead of using localization tools) is eminently prevalent in the context of low-resource languages such as Sinhala, which have their…

Computation and Language · Computer Science 2025-03-05 Yomal De Mel , Kasun Wickramasinghe , Nisansa de Silva , Surangika Ranathunga

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

Bangla is the sixth most widely spoken language globally, with approximately 234 million native speakers. However, progress in open-source Bangla machine translation remains limited. Most online resources are in English and often remain…

Computation and Language · Computer Science 2025-12-16 Ayon Roy , Risat Rahaman , Sadat Shibly , Udoy Saha Joy , Abdulla Al Kafi , Farig Yousuf Sadeque

In this paper we present a fundamental lexical semantics of Sinhala language and a Hidden Markov Model (HMM) based Part of Speech (POS) Tagger for Sinhala language. In any Natural Language processing task, Part of Speech is a very vital…

Computation and Language · Computer Science 2014-07-14 A. J. P. M. P. Jayaweera , N. G. J. Dias

We review the recent literature (January 2022- October 2024) in South Asian languages on text-based language processing, multimodal models, and speech processing, and provide a spotlight analysis focused on 21 low-resource South Asian…

Computation and Language · Computer Science 2025-01-03 Pranav Gupta

Natural Language Processing (NLP) is becoming a dominant subset of artificial intelligence as the need to help machines understand human language looks indispensable. Several NLP applications are ubiquitous, partly due to the myriad of…

Computation and Language · Computer Science 2026-02-25 Toheeb Aduramomi Jimoh , Tabea De Wille , Nikola S. Nikolov

Signed languages are the primary means of communication for many deaf and hard of hearing individuals. Since signed languages exhibit all the fundamental linguistic properties of natural language, we believe that tools and theories of…

Computation and Language · Computer Science 2021-07-26 Kayo Yin , Amit Moryossef , Julie Hochgesang , Yoav Goldberg , Malihe Alikhani

The widespread of offensive content online, such as hate speech and cyber-bullying, is a global phenomenon. This has sparked interest in the artificial intelligence (AI) and natural language processing (NLP) communities, motivating the…

Hausa language belongs to the Afroasiatic phylum, and with more first-language speakers than any other sub-Saharan African language. With a majority of its speakers residing in the Northern and Southern areas of Nigeria and the Republic of…

Computation and Language · Computer Science 2021-02-18 Isa Inuwa-Dutse

English language is in the spotlight of the Natural Language Processing (NLP) community with other languages, like Greek, lagging behind in terms of offered methods, tools and resources. Due to the increasing interest in NLP, in this paper…

Computation and Language · Computer Science 2024-08-21 Katerina Papantoniou , Yannis Tzitzikas

Syntactic parsing is a necessary task which is required for NLP applications including machine translation. It is a challenging task to develop a qualitative parser for morphological rich and agglutinative languages. Syntactic analysis is…

Computation and Language · Computer Science 2015-01-29 Monika T. Makwana , Deepak C. Vegda

The integration of artificial intelligence into development research methodologies presents unprecedented opportunities for addressing persistent challenges in participatory research, particularly in linguistically diverse regions like…

Computers and Society · Computer Science 2024-11-14 Xinjie Zhao , Shyaman Maduranga Sriwarnasinghe , Jiacheng Tang , Shiyun Wang , Hao Wang , So Morikawa