SWiP Project

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SWiP Project banner at Nelson Mandela University SWiP Project Banner at Nelson Mandela University.jpg
SWiP Project banner at Nelson Mandela University
SWiP Project 2025 Swip workshop.jpg
SWiP Project 2025

The SWiP project makes use of language, data and knowledge technologies to promote language equality among all of South Africa's official languages. The linguistic hegemonic status of English (and to a lesser extent Afrikaans) has resulted in English being the language of learning and teaching [1] which downplays an African epistemology, [2] thus local African languages are commonly under resourced. [3] The acronym "SWiP" describes the three main partners in a national collaboration between SADiLaR, the free encyclopedia Wikipedia and PanSALB who are working alongside local speech and language communities within Academica, to address language equality using digital technologies, especially Wikipedia. [4]

Contents

Under apartheid, certain languages were marginalised, including isiNdebele, Siswati, Xitsonga and Tshivenda. [5] To address the underrepresentation of South Africa's indigenous languages, three organisations are collaborating to build better low-resource languages corpora. These organisations are: [6]

Wikipedia is a common source of language data for natural language processing (NLP). [7] Low-resource languages have limited corpora of text (speech data, annotated text and other forms of linguistic data) for LLMs to draw on for NLP. The SWiP project has introduced a variety of alternative possibilities for the collection and compilation of corpora of suitable text for low-resource languages, and rolled this out on a national scale. These corpora can be used to create corpus-based dictionaries or semi-automatic translation. [8]

This collaborative project is also intended to promote, preserve, and digitise South Africa's indigenous languages and cultural knowledge by enhancing their presence on digital platforms such as Wikipedia. [9] By partnering with cultural and linguistic organisations, the project was designed to close the digital gap and ensure that local languages and cultural narratives are preserved and shared online. [6]

Outcomes

It is anticipated that the SWiP Project will: [9]

History

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Phase 1 -Locations of Public Universities in South Africa that participated in SWiP

Phase 1 of the SWiP Project was launched on 20 September 2023 at UNISA with his Royal Majesty Enock Makhosoke II Mabhena, the King of amaNdebele, attending. [5] This event launched a number of events listed below and was successfully completed. Phase 2 of the project began in November 2024 and continues through 2025 at venues such as the Nelson Mandela University, University of Mpumalanga as well as University of Limpopo. [10]

Initiatives and events

IsiNdebele Wikipedia integration

An early success of the project was the integration of isiNdebele into Wikipedia. Initially represented by only 11 articles in the Wikipedia Incubator, the language saw rapid growth to over 140 articles within a year (as of 29 May 2025, there are 180 articles), [11] marking its transition to Wikipedia's main platform. [6]

SWiP Project workshop at Nelson Mandela University 310A4560.jpg
SWiP Project workshop at Nelson Mandela University

Community training and engagement

The project has conducted extensive training sessions, engaging over 300 participants from various South African universities. Trainers introduced academics to Wikipedia and they learned article authorship skills (add content, citations, and photographs) and practiced translation using the Wikipedia translation tool.

These sessions led to the creation of hundreds of new articles, thousands of edits, and significant contributions of written content, references, and multimedia. The initiatives have fostered digital literacy and community engagement while significantly enhancing Wikipedia's indigenous language content. [9] [12]

Impact and achievements

Since its inception, the SWiP Project has:[ citation needed ]

Dashboard from SWip Phase 2 at the University of Mpumalanga

Dashboard from the SWip Phase 2 at the University of Limpopo .

SWiP Resource Page

The SWiP Resource Page is accessible to anyone interested in learning how to edit Wikipedia.

References

  1. ↑ "Multilingualism and ICT education at Rhodes University: an exploratory study". hdl.handle.net. Retrieved 2025-08-14.
  2. ↑ Ntombela, B X S (2024). "The hegemony of the English language and the plight of African languages: towards linguistic revolution" . African Perspectives of Research in Teaching and Learning. 8 (1): 184–195. doi:10.70875/v8i3article14.
  3. ↑ Bird, Steven (2022). "Local Languages, Third Spaces, and other High-Resource Scenarios". Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Association for Computational Linguistics. pp. 7817–7829. doi:10.18653/v1/2022.acl-long.539.
  4. ↑ "Archived copy" (PDF). Archived from the original (PDF) on 2024-10-11.{{cite web}}: CS1 maint: archived copy as title (link)
  5. 1 2 Mudau, Thama; Jonker, Euane; Maila, Anthony; Malema, Maropeng (2024). "SWiP Project Launch" (PDF). PanSALB News. pp. 8–10.
  6. 1 2 3 "The SWiP project brings isiNdebele to Wikipedia's main platform, expanding access and visibility for official South African languages – SADiLaR". sadilar.org. Retrieved 2025-04-14.
  7. ↑ "Wikipedia's value in the age of generative AI". 12 July 2023.
  8. ↑ Setaka-Bapela, M; Van Zaanen, M (July 2024). Corpus-based dictionaries for low-resource languages (PDF). The African Association for Lexicography. Retrieved 15 April 2025.
  9. 1 2 3 "SWiP project to champion SA's indigenous languages online – SADiLaR". sadilar.org. Retrieved 2025-04-14.
  10. ↑ "SADiLaR-Wikipedia-PanSALB (SWiP) – SADiLaR". sadilar.org. Retrieved 2025-04-16.
  11. ↑ "Main Page", Wikipedia, the free encyclopedia (in South Ndebele), 2024-12-21, retrieved 2025-04-14
  12. ↑ "SWiP Workshops". 26 April 2024.
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