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Preserving linguistic diversity is necessary as every language offers a distinct perspective on the world. There have been numerous global initiatives to preserve endangered languages through documentation. This paper is a part of a project…

计算与语言 · 计算机科学 2025-10-28 Ambalika Guha , Sajal Saha , Debanjan Ballav , Soumi Mitra , Hritwick Chakraborty

Out of vocabulary (OOV) is a problem in the context of Machine Translation (MT) in low-resourced languages. When source and/or target languages are morphologically rich, it becomes even worse. Bilingual list integration is an approach to…

计算与语言 · 计算机科学 2021-02-04 Aloka Fernando , Surangika Ranathunga , Gihan Dias

Social media plays a significant role in cross-cultural communication. A vast amount of this occurs in code-mixed and multilingual form, posing a significant challenge to Natural Language Processing (NLP) tools for processing such…

计算与语言 · 计算机科学 2026-01-21 Dwip Dalal , Vivek Srivastava , Mayank Singh

The prevalence of social media presents a growing opportunity to collect and analyse examples of English varieties. Whilst usage of these varieties was - and, in many cases, still is - used only in spoken contexts or hard-to-access private…

计算与语言 · 计算机科学 2024-01-23 Nhi Pham , Lachlan Pham , Adam L. Meyers

Marathi is one of the most widely used languages in the world. One might expect that the latest advances in NLP research in languages like English reach such a large community. However, NLP advancements in English didn't immediately reach…

计算与语言 · 计算机科学 2024-12-25 Asang Dani , Shailesh R Sathe

The Latin script is often used to informally write languages with non-Latin native scripts. In many cases (e.g., most languages in India), the lack of conventional spelling in the Latin script results in high spelling variability. Such…

计算与语言 · 计算机科学 2025-11-19 Adrian Benton , Alexander Gutkin , Christo Kirov , Brian Roark

The performance of a text-to-speech (TTS) synthesis model depends on various factors, of which the quality of the training data is of utmost importance. Millions of data are collected around the globe for various languages, but resources…

音频与语音处理 · 电气工程与系统科学 2024-10-21 Sujitha Sathiyamoorthy , N Mohana , Anusha Prakash , Hema A Murthy

Advancements in Large Language Models (LLMs) have significantly enhanced instruction-following capabilities. However, most Instruction Fine-Tuning (IFT) datasets are predominantly in English, limiting model performance in other languages.…

Determining the readability of a text is the first step to its simplification. In this paper, we present a readability analysis tool capable of analyzing text written in the Bengali language to provide in-depth information on its…

计算与语言 · 计算机科学 2020-12-15 Susmoy Chakraborty , Mir Tafseer Nayeem , Wasi Uddin Ahmad

Neural language models (LMs) have shown to benefit significantly from enhancing word vectors with subword-level information, especially for morphologically rich languages. This has been mainly tackled by providing subword-level information…

计算与语言 · 计算机科学 2019-10-28 Yash Shah , Ishan Tarunesh , Harsh Deshpande , Preethi Jyothi

Subword segmentation is typically applied in preprocessing and stays fixed during training. Alternatively, it can be learned during training to optimise the training objective. In this paper we study the learning dynamics of subword…

计算与语言 · 计算机科学 2025-11-20 Francois Meyer , Jan Buys

Current Text-to-Speech models pose a multilingual challenge, where most of the models traditionally focus on English and European languages, thereby hurting the potential to provide access to information to many more people. To address this…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Jaskaran Singh , Amartya Roy Chowdhury , Raghav Prabhakar , Varshul C. W

Offensive content moderation is vital in social media platforms to support healthy online discussions. However, their prevalence in codemixed Dravidian languages is limited to classifying whole comments without identifying part of it…

In NLP, text classification is one of the primary problems we try to solve and its uses in language analyses are indisputable. The lack of labeled training data made it harder to do these tasks in low resource languages like Amharic. The…

计算与语言 · 计算机科学 2021-03-11 Israel Abebe Azime , Nebil Mohammed

Parallel datasets are vital for performing and evaluating any kind of multilingual task. However, in the cases where one of the considered language pairs is a low-resource language, the existing top-down parallel data such as corpora are…

计算与语言 · 计算机科学 2023-09-26 Kasun Wickramasinghe , Nisansa de Silva

Recognizing information disorder is difficult because judgments about manipulation depend on cultural and linguistic context. Yet current Large Language Models (LLMs) often behave as monocultural, English-centric "black boxes," producing…

计算与语言 · 计算机科学 2026-03-31 Maziar Kianimoghadam Jouneghani

Instruction-following benchmarks remain predominantly English-centric, leaving a critical evaluation gap for the hundreds of millions of Indic language speakers. We introduce IndicIFEval, a benchmark evaluating constrained generation of…

计算与语言 · 计算机科学 2026-02-26 Thanmay Jayakumar , Mohammed Safi Ur Rahman Khan , Raj Dabre , Ratish Puduppully , Anoop Kunchukuttan

Parallel corpora play an important role in training machine translation (MT) models, particularly for low-resource languages where high-quality bilingual data is scarce. This review provides a comprehensive overview of available parallel…

计算与语言 · 计算机科学 2025-04-23 Rahul Raja , Arpita Vats

Research on (multi-domain) task-oriented dialog (TOD) has predominantly focused on the English language, primarily due to the shortage of robust TOD datasets in other languages, preventing the systematic investigation of cross-lingual…

计算与语言 · 计算机科学 2022-05-24 Chia-Chien Hung , Anne Lauscher , Ivan Vulić , Simone Paolo Ponzetto , Goran Glavaš

The dominance of large multilingual foundation models has widened linguistic inequalities in Natural Language Processing (NLP), often leaving low-resource languages underrepresented. This paper introduces LilMoo, a 0.6-billion-parameter…

计算与语言 · 计算机科学 2026-03-05 Shiza Fatimah , Aniket Sen , Sophia Falk , Florian Mai , Lucie Flek , Nicholas Kluge Corrêa