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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

Low-resource African languages pose unique challenges for natural language processing (NLP) tasks, including natural language generation (NLG). In this paper, we develop Cheetah, a massively multilingual NLG language model for African…

Computation and Language · Computer Science 2024-01-11 Ife Adebara , AbdelRahim Elmadany , Muhammad Abdul-Mageed

In recent years, Large Language Models have revolutionized the field of natural language processing, showcasing an impressive rise predominantly in English-centric domains. These advancements have set a global benchmark, inspiring…

Computation and Language · Computer Science 2024-05-06 Manel Aloui , Hasna Chouikhi , Ghaith Chaabane , Haithem Kchaou , Chehir Dhaouadi

Cross-lingual summarization (CLS) is the task to produce a summary in one particular language for a source document in a different language. We introduce WikiMulti - a new dataset for cross-lingual summarization based on Wikipedia articles…

Computation and Language · Computer Science 2022-04-26 Pavel Tikhonov , Valentin Malykh

As an open and collaborative knowledge graph created by users and bots, it is possible that the knowledge in Wikidata is biased in regards to multiple factors such as gender, race, and country of citizenship. Previous work has mostly…

Artificial Intelligence · Computer Science 2021-08-13 Zaina Shaik , Filip Ilievski , Fred Morstatter

Large language models hallucinate factual claims and struggle to ground their outputs in retrievable evidence, particularly in non-English languages. Existing resources impose a trade-off: structured knowledge bases lack textual grounding,…

Computation and Language · Computer Science 2026-05-15 Yingli Shen , Wen Lai , Jie Zhou , Xueren Zhang , Yudong Wang , Kangyang Luo , Shuo Wang , Ge Gao , Alexander Fraser , Maosong Sun

Availability, collection and access to quantitative data, as well as its limitations, often make qualitative data the resource upon which development programs heavily rely. Both traditional interview data and social media analysis can…

Computation and Language · Computer Science 2017-09-19 Philipp Broniecki , Anna Hanchar , Slava J. Mikhaylov

Diversity Searcher is a tool originally developed to help analyse diversity in news media texts. It relies on a form of automated content analysis and thus rests on prior assumptions and depends on certain design choices related to…

Computation and Language · Computer Science 2023-01-03 Ozgur Karadeniz , Bettina Berendt , Sercan Kiyak , Stefan Mertens , Leen d'Haenens

In this paper we address the problem of code-mixing in resource-poor language settings. We examine data consisting of 182k unique questions generated by users of the MomConnect helpdesk, part of a national scale public health platform in…

Computation and Language · Computer Science 2019-12-11 Monika Obrocka , Charles Copley , Themba Gqaza , Eli Grant

As language and speech technologies become more advanced, the lack of fundamental digital resources for African languages, such as data, spell checkers and Part of Speech taggers, means that the digital divide between these languages and…

Computation and Language · Computer Science 2020-07-24 Kathleen Siminyu , Sackey Freshia , Jade Abbott , Vukosi Marivate

Knowledge Bases (KBs) find applications in many knowledge-intensive tasks and, most notably, in information retrieval. Wikidata is one of the largest public general-purpose KBs. Yet, its collaborative nature has led to a convoluted schema…

Artificial Intelligence · Computer Science 2024-04-11 Fabian Suchanek , Mehwish Alam , Thomas Bonald , Lihu Chen , Pierre-Henri Paris , Jules Soria

Automated content moderation for collaborative knowledge hubs like Wikipedia or Wikidata is an important yet challenging task due to multiple factors. In this paper, we construct a database of discussions happening around articles marked…

Computation and Language · Computer Science 2025-03-14 Hsuvas Borkakoty , Luis Espinosa-Anke

Spoken language datasets are vital for advancing linguistic research, Natural Language Processing, and speech technology. However, resources dedicated to Italian, a linguistically rich and diverse Romance language, remain underexplored…

Computation and Language · Computer Science 2025-03-13 Marco Giordano , Claudia Rinaldi

Wikidata is an open knowledge graph built by a global community of volunteers. As it advances in scale, it faces substantial challenges around editor engagement. These challenges are in terms of both attracting new editors to keep up with…

Information Retrieval · Computer Science 2021-08-02 Kholoud AlGhamdi , Miaojing Shi , Elena Simperl

Many multilingual communities, including numerous in Africa, frequently engage in code-switching during conversations. This behaviour stresses the need for natural language processing technologies adept at processing code-switched text.…

Computation and Language · Computer Science 2024-04-29 Michelle Terblanche , Kayode Olaleye , Vukosi Marivate

The linguistic diversity across the African continent presents different challenges and opportunities for machine translation. This study explores the effects of data augmentation techniques in improving translation systems in low-resource…

The development of high-performing, robust, and reliable speech technologies depends on large, high-quality datasets. However, African languages -- including our focus, Igbo, Hausa, and Yoruba -- remain under-represented due to insufficient…

Accurate lexical entailment (LE) and natural language inference (NLI) often require large quantities of costly annotations. To alleviate the need for labeled data, we introduce WikiNLI: a resource for improving model performance on NLI and…

Computation and Language · Computer Science 2020-10-06 Mingda Chen , Zewei Chu , Karl Stratos , Kevin Gimpel

We propose a simple, yet effective, approach towards inducing multilingual taxonomies from Wikipedia. Given an English taxonomy, our approach leverages the interlanguage links of Wikipedia followed by character-level classifiers to induce…

Computation and Language · Computer Science 2017-09-13 Amit Gupta , Rémi Lebret , Hamza Harkous , Karl Aberer

Wikipedia is the largest existing knowledge repository that is growing on a genuine crowdsourcing support. While the English Wikipedia is the most extensive and the most researched one with over five million articles, comparatively little…

Digital Libraries · Computer Science 2017-10-20 Kristina Ban , Matjaz Perc , Zoran Levnajic