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Indigenous languages are historically under-served by Natural Language Processing (NLP) technologies, but this is changing for some languages with the recent scaling of large multilingual models and an increased focus by the NLP community…

计算与语言 · 计算机科学 2024-02-07 Ned Cooper , Courtney Heldreth , Ben Hutchinson

Endangered languages, such as Navajo - the most widely spoken Native American language - are significantly underrepresented in contemporary language technologies, exacerbating the challenges of their preservation and revitalization. This…

计算与语言 · 计算机科学 2025-02-12 Ivory Yang , Weicheng Ma , Chunhui Zhang , Soroush Vosoughi

Cherokee is a highly endangered Native American language spoken by the Cherokee people. The Cherokee culture is deeply embedded in its language. However, there are approximately only 2,000 fluent first language Cherokee speakers remaining…

计算与语言 · 计算机科学 2020-10-13 Shiyue Zhang , Benjamin Frey , Mohit Bansal

Language technologies contribute to promoting multilingualism and linguistic diversity around the world. However, only a very small number of the over 7000 languages of the world are represented in the rapidly evolving language technologies…

计算与语言 · 计算机科学 2021-01-28 Pratik Joshi , Sebastin Santy , Amar Budhiraja , Kalika Bali , Monojit Choudhury

Despite comprising one-third of global languages, African languages are critically underrepresented in Artificial Intelligence (AI), threatening linguistic diversity and cultural heritage. Ghanaian languages, in particular, face an alarming…

计算与语言 · 计算机科学 2024-05-14 Sheriff Issaka , Zhaoyi Zhang , Mihir Heda , Keyi Wang , Yinka Ajibola , Ryan DeMar , Xuefeng Du

The paper focuses on the marginalization of indigenous language communities in the face of rapid technological advancements. We highlight the cultural richness of these languages and the risk they face of being overlooked in the realm of…

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…

人机交互 · 计算机科学 2023-04-20 Dinesh Kumar Nanduri , Elizabeth M. Bonsignore

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…

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

计算与语言 · 计算机科学 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Natural language processing (NLP) plays a significant role in tools for the COVID-19 pandemic response, from detecting misinformation on social media to helping to provide accurate clinical information or summarizing scientific research.…

Indigenous languages of the American continent are highly diverse. However, they have received little attention from the technological perspective. In this paper, we review the research, the digital resources and the available NLP systems…

计算与语言 · 计算机科学 2018-06-13 Manuel Mager , Ximena Gutierrez-Vasques , Gerardo Sierra , Ivan Meza

Aligning with ACL 2022 special Theme on "Language Diversity: from Low Resource to Endangered Languages", we discuss the major linguistic and sociopolitical challenges facing development of NLP technologies for African languages. Situating…

计算与语言 · 计算机科学 2022-03-21 Ife Adebara , Muhammad Abdul-Mageed

Various efforts in the Natural Language Processing (NLP) community have been made to accommodate linguistic diversity and serve speakers of many different languages. However, it is important to acknowledge that speakers and the content they…

The digital exclusion of endangered languages remains a critical challenge in NLP, limiting both linguistic research and revitalization efforts. This study introduces the first computational investigation of Comanche, an Uto-Aztecan…

Despite representing nearly one-third of the world's languages, African languages remain critically underserved by modern NLP technologies, with 88\% classified as severely underrepresented or completely ignored in computational…

Linguistic disparity in the NLP world is a problem that has been widely acknowledged recently. However, different facets of this problem, or the reasons behind this disparity are seldom discussed within the NLP community. This paper…

计算与语言 · 计算机科学 2022-10-21 Surangika Ranathunga , Nisansa de Silva

With over 2,000 languages and potentially millions of speakers, Africa represents one of the richest linguistic regions in the world. Yet, this diversity is scarcely reflected in state-of-the-art natural language processing (NLP) systems…

计算与语言 · 计算机科学 2025-10-03 Jesujoba O. Alabi , Michael A. Hedderich , David Ifeoluwa Adelani , Dietrich Klakow

In recent years, the natural language processing (NLP) community has given increased attention to the disparity of efforts directed towards high-resource languages over low-resource ones. Efforts to remedy this delta often begin with…

计算与语言 · 计算机科学 2022-06-02 Heather Lent , Kelechi Ogueji , Miryam de Lhoneux , Orevaoghene Ahia , Anders Søgaard

Natural Language Processing (NLP) is increasingly used as a key ingredient in critical decision-making systems such as resume parsers used in sorting a list of job candidates. NLP systems often ingest large corpora of human text, attempting…

Kenya, known for its linguistic diversity, faces unique challenges and promising opportunities in advancing Natural Language Processing (NLP) technologies, particularly for its underrepresented indigenous languages. This survey provides a…

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