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Related papers: Sinhala Transliteration: A Comparative Analysis Be…

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Machine Transliteration provides the ability to transliterate a basic language into different languages in a computational way. Transliteration is an important technical process that has caught the attention most recently. The Sinhala…

Computation and Language · Computer Science 2024-04-23 Maneesha U. Athukorala , Deshan K. Sumanathilaka

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

Low-resource languages such as Sinhala are often overlooked by open-source Large Language Models (LLMs). In this research, we extend an existing multilingual LLM (Llama-3-8B) to better serve Sinhala. We enhance the LLM tokenizer with…

Computation and Language · Computer Science 2025-11-11 H. W. K. Aravinda , Rashad Sirajudeen , Samith Karunathilake , Nisansa de Silva , Surangika Ranathunga , Rishemjit Kaur

We present in this paper our work on comparison between Statistical Machine Translation (SMT) and Rule-based machine translation for translation from Marathi to Hindi. Rule Based systems although robust take lots of time to build. On the…

Computation and Language · Computer Science 2017-03-13 Sreelekha. S , Pushpak Bhattacharyya

This study addresses the challenge of extending Large Language Models (LLMs) to non-English languages that use non-Roman scripts. We propose an approach that utilizes the romanized form of text as an interface for LLMs, hypothesizing that…

Computation and Language · Computer Science 2024-06-25 Jaavid Aktar Husain , Raj Dabre , Aswanth Kumar , Jay Gala , Thanmay Jayakumar , Ratish Puduppully , Anoop Kunchukuttan

The Swa-bhasha Resource Hub provides a comprehensive collection of data resources and algorithms developed for Romanized Sinhala to Sinhala transliteration between 2020 and 2025. These resources have played a significant role in advancing…

Text Simplification is a task that has been minimally explored for low-resource languages. Consequently, there are only a few manually curated datasets. In this paper, we present a human curated sentence-level text simplification dataset…

Computation and Language · Computer Science 2024-12-03 Surangika Ranathunga , Rumesh Sirithunga , Himashi Rathnayake , Lahiru De Silva , Thamindu Aluthwala , Saman Peramuna , Ravi Shekhar

The paper presents an overview of the Spoken Language Translator (SLT) system's hybrid language-processing architecture, focussing on the way in which rule-based and statistical methods are combined to achieve robust and efficient…

cmp-lg · Computer Science 2008-02-03 Manny Rayner , David Carter

Large multilingual pretrained language models (mPLMs) have become the de facto state of the art for cross-lingual transfer in NLP. However, their large-scale deployment to many languages, besides pretraining data scarcity, is also hindered…

Computation and Language · Computer Science 2023-04-19 Sukannya Purkayastha , Sebastian Ruder , Jonas Pfeiffer , Iryna Gurevych , Ivan Vulić

The performance of Neural Machine Translation (NMT) depends significantly on the size of the available parallel corpus. Due to this fact, low resource language pairs demonstrate low translation performance compared to high resource language…

Computation and Language · Computer Science 2022-02-21 Ravinga Perera , Thilakshi Fonseka , Rashmini Naranpanawa , Uthayasanker Thayasivam

With the advent of Web 2.0, the development in social technology coupled with global communication systematically brought positive and negative impacts to society. Copyright claims and Author identification are deemed crucial as there has…

Computation and Language · Computer Science 2025-01-17 Nabeelah Faumi , Adeepa Gunathilake , Benura Wickramanayake , Deelaka Dias , TGDK Sumanathilaka

In this work, we present the development of a reverse transliteration model to convert romanized Malayalam to native script using an encoder-decoder framework built with attention-based bidirectional Long Short Term Memory (Bi-LSTM)…

Computation and Language · Computer Science 2024-12-16 Bajiyo Baiju , Kavya Manohar , Leena G Pillai , Elizabeth Sherly

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

As the Information Retrieval (IR) field increasingly recognizes the importance of inclusivity, addressing the needs of low-resource languages remains a significant challenge. Transliteration between Urdu and its Romanized form, Roman Urdu,…

Computation and Language · Computer Science 2025-04-07 Umer Butt , Stalin Veranasi , Günter Neumann

In this paper we present our work on a case study between Statistical Machien Transaltion (SMT) and Rule-Based Machine Translation (RBMT) systems on English-Indian langugae and Indian to Indian langugae perspective. Main objective of our…

Computation and Language · Computer Science 2017-08-16 Sreelekha S

In the process of numerically modeling natural languages, developing language embeddings is a vital step. However, it is challenging to develop functional embeddings for resource-poor languages such as Sinhala, for which sufficiently large…

Computation and Language · Computer Science 2022-10-27 Gihan Weeraprameshwara , Vihanga Jayawickrama , Nisansa de Silva , Yudhanjaya Wijeratne

The paper overviews the shared task on Real-Time Reverse Transliteration for Romanized Indo-Aryan languages. It focuses on the reverse transliteration of low-resourced languages in the Indo-Aryan family to their native scripts. Typing…

Computation and Language · Computer Science 2025-02-25 Deshan Sumanathilaka , Isuri Anuradha , Ruvan Weerasinghe , Nicholas Micallef , Julian Hough

Large Language Models (LLMs) demonstrate impressive general knowledge and reasoning abilities, yet their evaluation has predominantly focused on global or anglocentric subjects, often neglecting low-resource languages and culturally…

Sanskrit Word Segmentation (SWS) is essential in making digitized texts available and in deploying downstream tasks. It is, however, non-trivial because of the sandhi phenomenon that modifies the characters at the word boundaries, and needs…

Computation and Language · Computer Science 2022-10-24 Jivnesh Sandhan , Rathin Singha , Narein Rao , Suvendu Samanta , Laxmidhar Behera , Pawan Goyal

Transliteration is a task in the domain of NLP where the output word is a similar-sounding word written using the letters of any foreign language. Today this system has been developed for several language pairs that involve English as…

Computation and Language · Computer Science 2022-08-24 Yash Raj , Bhavesh Laddagiri
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