Decolonizing African NLP: A Survey on Power Dynamics and Data Colonialism in Tech Development

Abstract

This research paper explores the imperative to decolonize African Natural Language Processing (NLP) by addressing power dynamics and data colonialism within technology development. Grounded in the historical context of colonialism in Africa, the paper examines the pervasive influence of colonial legacies on NLP research and development, highlighting the marginalization of African languages, cultures, and voices. Through an analysis of power dynamics, the paper advocates for diversifying representation within the NLP community, empowering local communities, and challenging Eurocentric frameworks to foster more inclusive and equitable technology development. Additionally, the paper explores the concept of data colonialism and its implications for African NLP, emphasizing the need for data sovereignty, community ownership, and ethical data practices. Case studies and examples illustrate the transformative potential of decolonial approaches within African NLP, while future directions outline pathways for advancing the decolonial agenda through interdisciplinary collaboration, policy advocacy, and community engagement. Ultimately, the paper calls for collective action and solidarity within the NLP community to dismantle colonial legacies and forge a more just and inclusive digital future for Africa and beyond.

Cite

Text

Yan and Xu. "Decolonizing African NLP: A Survey on Power Dynamics and Data Colonialism in Tech Development." ICLR 2024 Workshops: AfricaNLP, 2024.

Markdown

[Yan and Xu. "Decolonizing African NLP: A Survey on Power Dynamics and Data Colonialism in Tech Development." ICLR 2024 Workshops: AfricaNLP, 2024.](https://mlanthology.org/iclrw/2024/yan2024iclrw-decolonizing/)

BibTeX

@inproceedings{yan2024iclrw-decolonizing,
  title     = {{Decolonizing African NLP: A Survey on Power Dynamics and Data Colonialism in Tech Development}},
  author    = {Yan, Nan and Xu, Cheng},
  booktitle = {ICLR 2024 Workshops: AfricaNLP},
  year      = {2024},
  url       = {https://mlanthology.org/iclrw/2024/yan2024iclrw-decolonizing/}
}