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This paper presents "AI Nushu," an emerging language system inspired by Nushu (women's scripts), the unique language created and used exclusively by ancient Chinese women who were thought to be illiterate under a patriarchal society. In…

Computation and Language · Computer Science 2023-10-19 Yuqian Sun , Yuying Tang , Ze Gao , Zhijun Pan , Chuyan Xu , Yurou Chen , Kejiang Qian , Zhigang Wang , Tristan Braud , Chang Hee Lee , Ali Asadipour

Jejueo was classified as critically endangered by UNESCO in 2010. Although diverse efforts to revitalize it have been made, there have been few computational approaches. Motivated by this, we construct two new Jejueo datasets: Jejueo…

Computation and Language · Computer Science 2019-11-28 Kyubyong Park , Yo Joong Choe , Jiyeon Ham

Large Language Models (LLMs) have demonstrated remarkable success across a wide range of tasks and domains. However, their performance in low-resource language translation, particularly when translating into these languages, remains…

According to UNESCO, there are nearly 7,000 languages spoken worldwide, of which around 3,000 languages are in danger of disappearing before the end of the century. With roughly 230 languages having already become extinct between the years…

Human-Computer Interaction · Computer Science 2023-04-20 Dinesh Kumar Nanduri , Elizabeth M. Bonsignore

Preserving ancient languages is essential for understanding humanity's cultural and linguistic heritage, yet Old English remains critically under-resourced, limiting its accessibility to modern natural language processing (NLP) techniques.…

Computation and Language · Computer Science 2025-07-29 Rodrigo Gabriel Salazar Alva , Matías Nuñez , Cristian López , Javier Martín Arista

The advent of natural language understanding (NLU) benchmarks for English, such as GLUE and SuperGLUE allows new NLU models to be evaluated across a diverse set of tasks. These comprehensive benchmarks have facilitated a broad range of…

Since 2022 we have been exploring application areas and technologies in which Artificial Intelligence (AI) and modern Natural Language Processing (NLP), such as Large Language Models (LLMs), can be employed to foster the usage and…

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

The global crisis of language endangerment meets a technological turning point as Generative AI (GenAI) and Large Language Models (LLMs) unlock new frontiers in automating corpus creation, transcription, translation, and tutoring. However,…

Computation and Language · Computer Science 2025-05-20 Vincent Koc

Speech processing for low-resource dialects remains a fundamental challenge in developing inclusive and robust speech technologies. Despite its linguistic significance and large speaker population, the Wu dialect of Chinese has long been…

As an endangered language, Manchu presents unique challenges for speech synthesis, including severe data scarcity and strong phonological agglutination. This paper proposes ManchuTTS(Manchu Text to Speech), a novel approach tailored to…

Computation and Language · Computer Science 2025-12-30 Suhua Wang , Zifan Wang , Xiaoxin Sun , D. J. Wang , Zhanbo Liu , Xin Li

The mainstream automatic speech recognition (ASR) technology usually requires hundreds to thousands of hours of annotated speech data. Three approaches to low-resourced ASR are phoneme or subword based supervised pre-training, and…

Sound · Computer Science 2024-09-17 Lukuan Dong , Donghong Qin , Fengbo Bai , Fanhua Song , Yan Liu , Chen Xu , Zhijian Ou

The rapid proliferation of Large Language Models (LLMs) has created a profound digital divide, effectively excluding indigenous languages of the Global South from the AI revolution. The Tharu language, an Indo-Aryan vernacular spoken by…

Computation and Language · Computer Science 2026-03-19 Prajwal Panth , Agniva Maiti

The last decade has witnessed enormous improvements in science and technology, stimulating the growing demand for economic and cultural exchanges in various countries. Building a neural machine translation (NMT) system has become an urgent…

Computation and Language · Computer Science 2025-03-26 Bin Li , Yixuan Weng , Fei Xia , Hanjun Deng

It is important to transcribe and archive speech data of endangered languages for preserving heritages of verbal culture and automatic speech recognition (ASR) is a powerful tool to facilitate this process. However, since endangered…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-03 Kohei Matsuura , Masato Mimura , Shinsuke Sakai , Tatsuya Kawahara

Neural machine translation (NMT) has achieved notable performance recently. However, this approach has not been widely applied to the translation task between Chinese and Uyghur, partly due to the limited parallel data resource and the…

Computation and Language · Computer Science 2017-06-28 Shiyue Zhang , Gulnigar Mahmut , Dong Wang , Askar Hamdulla

Ainu is an unwritten language that has been spoken by Ainu people who are one of the ethnic groups in Japan. It is recognized as critically endangered by UNESCO and archiving and documentation of its language heritage is of paramount…

Computation and Language · Computer Science 2020-05-19 Kohei Matsuura , Sei Ueno , Masato Mimura , Shinsuke Sakai , Tatsuya Kawahara

This study addresses the widening gap in Automatic Speech Recognition (ASR) research between high resource and extremely low resource languages, with a particular focus on Manchu, a critically endangered language. Manchu exemplifies the…

Computation and Language · Computer Science 2024-06-21 Jean Seo , Minha Kang , Sungjoo Byun , Sangah Lee

The development of machines that {\guillemotleft}talk like us{\guillemotright}, also known as Natural Language Understanding (NLU) systems, is the Holy Grail of Artificial Intelligence (AI), since language is the quintessence of human…

Artificial Intelligence · Computer Science 2023-03-09 Alessandro Lenci

Many archival recordings of speech from endangered languages remain unannotated and inaccessible to community members and language learning programs. One bottleneck is the time-intensive nature of annotation. An even narrower bottleneck…

Computation and Language · Computer Science 2022-04-26 Nay San , Martijn Bartelds , Tolúlopé Ògúnrèmí , Alison Mount , Ruben Thompson , Michael Higgins , Roy Barker , Jane Simpson , Dan Jurafsky
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