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Africa's rich linguistic heritage remains underrepresented in NLP, largely due to historical policies that favor foreign languages and create significant data inequities. In this paper, we integrate theoretical insights on Africa's language…

Computation and Language · Computer Science 2025-06-05 Ife Adebara , Hawau Olamide Toyin , Nahom Tesfu Ghebremichael , AbdelRahim Elmadany , Muhammad Abdul-Mageed

Legal practice is intrinsically rooted in the fabric of language, yet legal practitioners and scholars have been slow to adopt tools from natural language processing (NLP). At the same time, the legal system is experiencing an access to…

Computation and Language · Computer Science 2023-10-24 Robert Mahari , Dominik Stammbach , Elliott Ash , Alex 'Sandy' Pentland

There is an emerging effort to develop NLP for Indonesias 700+ local languages, but progress remains costly due to the need for direct engagement with native speakers. However, it is unclear what these language communities truly need from…

Computation and Language · Computer Science 2025-09-30 Muhammad Dehan Al Kautsar , Lucky Susanto , Derry Wijaya , Fajri Koto

Driven by the visions of Data Science, recent years have seen a paradigm shift in Natural Language Processing (NLP). NLP has set the milestone in text processing and proved to be the preferred choice for researchers in the healthcare…

Computers and Society · Computer Science 2020-07-20 Ganga Prasad Basyal , Bhaskar P. Rimal , David Zeng

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…

Linguistic errors are not merely deviations from normative grammar; they offer a unique window into the cognitive architecture of language and expose the current limitations of artificial systems that seek to replicate them. This project…

Computation and Language · Computer Science 2025-11-04 Francisco Portillo López

There have been rapid advancements in the capabilities of large language models (LLMs) in recent years, greatly revolutionizing the field of natural language processing (NLP) and artificial intelligence (AI) to understand and interact with…

Computation and Language · Computer Science 2024-09-26 Zeyneb N. Kaya , Souvick Ghosh

A current problem in NLP is massaging and processing low-resource languages which lack useful training attributes such as supervised data, number of native speakers or experts, etc. This review paper concisely summarizes previous…

Computation and Language · Computer Science 2020-06-15 Alexandre Magueresse , Vincent Carles , Evan Heetderks

Recent advances in deep learning have promoted the advent of many computational systems capable of performing intelligent actions that, until then, were restricted to the human intellect. In the particular case of human languages, these…

Computation and Language · Computer Science 2024-05-02 Rúben Almeida , Evelin Amorim

Despite inextricable ties between race and language, little work has considered race in NLP research and development. In this work, we survey 79 papers from the ACL anthology that mention race. These papers reveal various types of…

Computation and Language · Computer Science 2021-07-19 Anjalie Field , Su Lin Blodgett , Zeerak Waseem , Yulia Tsvetkov

The term natural language refers to any system of symbolic communication (spoken, signed or written) without intentional human planning and design. This distinguishes natural languages such as Arabic and Japanese from artificially…

Incorporating linguistic, world and common sense knowledge into AI/NLP systems is currently an important research area, with several open problems and challenges. At the same time, processing and storing this knowledge in lexical resources…

Computation and Language · Computer Science 2018-07-03 Jose Camacho-Collados , Luis Espinosa-Anke , Mohammad Taher Pilehvar

Cross-lingual transfer in NLP is often hindered by the ``script barrier'' where differences in writing systems inhibit transfer learning between languages. Transliteration, the process of converting the script, has emerged as a powerful…

Computation and Language · Computer Science 2026-04-22 Thanmay Jayakumar , Deepon Halder , Raj Dabre

Recent progress in NLP is driven by pretrained models leveraging massive datasets and has predominantly benefited the world's political and economic superpowers. Technologically underserved languages are left behind because they lack such…

Computation and Language · Computer Science 2022-03-21 Clarissa Forbes , Farhan Samir , Bruce Harold Oliver , Changbing Yang , Edith Coates , Garrett Nicolai , Miikka Silfverberg

Since the foundational work of William Labov on the social stratification of language (Labov, 1964), linguistics has made concentrated efforts to explore the links between sociodemographic characteristics and language production and…

Computation and Language · Computer Science 2024-03-08 Amanda Cercas Curry , Giuseppe Attanasio , Zeerak Talat , Dirk Hovy

The benefits and capabilities of pre-trained language models (LLMs) in current and future innovations are vital to any society. However, introducing and using LLMs comes with biases and discrimination, resulting in concerns about equality,…

Computers and Society · Computer Science 2023-12-05 Vithya Yogarajan , Gillian Dobbie , Te Taka Keegan , Rostam J. Neuwirth

The NLP research community has devoted increased attention to languages beyond English, resulting in considerable improvements for multilingual NLP. However, these improvements only apply to a small subset of the world's languages. Aiming…

Computation and Language · Computer Science 2024-10-03 Esther Ploeger , Wessel Poelman , Miryam de Lhoneux , Johannes Bjerva

Recent studies show that Natural Language Processing (NLP) technologies propagate societal biases about demographic groups associated with attributes such as gender, race, and nationality. To create interventions and mitigate these biases…

Computation and Language · Computer Science 2022-10-17 Sunipa Dev , Emily Sheng , Jieyu Zhao , Aubrie Amstutz , Jiao Sun , Yu Hou , Mattie Sanseverino , Jiin Kim , Akihiro Nishi , Nanyun Peng , Kai-Wei Chang

The performance of multilingual pretrained models is highly dependent on the availability of monolingual or parallel text present in a target language. Thus, the majority of the world's languages cannot benefit from recent progress in NLP…

Computation and Language · Computer Science 2022-04-07 Xinyi Wang , Sebastian Ruder , Graham Neubig

Italy is characterized by a one-of-a-kind linguistic diversity landscape in Europe, which implicitly encodes local knowledge, cultural traditions, artistic expressions and history of its speakers. However, most local languages and dialects…

Computation and Language · Computer Science 2023-11-21 Alan Ramponi
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