Decolonising Speech and Language Technology
Open accessAbstract
After generations of exploitation, Indigenous people often respond negatively to the idea that their languages are data ready for the taking.By treating Indigenous knowledge as a commodity, speech and language technologists risk disenfranchising local knowledge authorities, reenacting the causes of language endangerment.Scholars in related fields have responded to calls for decolonisation, and we in the speech and language technology community need to follow suit, and explore what this means for our practices that involve Indigenous languages and the communities who own them.This paper reviews colonising discourses in speech and language technology, and suggests new ways of working with Indigenous communities, and seeks to open a discussion of a postcolonial approach to computational methods for supporting language vitality.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Indigenous Peoples decolonizing the digital landscape are breaking habits of algorithmic, linguistic and technological colonization.
“Indigenous Peoples decolonizing the digital landscape are breaking habits of algorithmic, linguistic and technological colonization (Bird, 2020).”
From Decolonizing the digital landscape: the role of technology in Indigenous language revitalization (2021) · cites this paper as Bird, 2020
Section 3, “Decolonising Language Work” (page not provided), identifies a habit of algorithmic and technological colonisation and advocates Indigenous self-determination. But Bird describes that habit as belonging to the speech and language technology community and calls on its practitioners to change; the paper does not establish that Indigenous Peoples are already breaking algorithmic, linguistic, and technological colonial habits across the digital landscape. (LLM, conf=0.86)
Experimental — accuracy not yet measuredIndigenous communities can choose to engage outside experts in ILR projects based on their terms and needs.
“This self-determination also means Indigenous communities can choose to engage “outside experts” in ILR projects based on their terms and needs (Bird, 2020, p. 3507).”
From Decolonizing the digital landscape: the role of technology in Indigenous language revitalization (2021) · cites this paper as Bird, 2020
Bird (2020) remarks that this is a colonising frame which assumes that major western languages are standard-bearers, and that Indigenous languages need the standard technologies.
“Bird (2020) remarks that this is a “colonising frame” which assumes “that major western languages are standard-bearers, and that Indigenous languages need the standard technologies” (pp. 3507–3508).”
From Decolonizing the digital landscape: the role of technology in Indigenous language revitalization (2021) · cites this paper as Bird, 2020
A dictionary app may represent an access point for one participant, and a marker of recognition in the digital realm to another, and this latter is no less valuable, given that prestige is a factor in language shift.
“Bird underscores, “a dictionary app may represent an access point for one participant, and a marker of recognition in the digital realm to another. And this latter is no less valuable, given that prestige is a factor in language shift” (p. 3509).”
From Decolonizing the digital landscape: the role of technology in Indigenous language revitalization (2021) · cites this paper as Bird, 2020
Language death or loss is a byproduct of oppression and colonization.
“his case study does not acknowledge that language death or loss is a byproduct of oppression and colonization (Bird, 2020).”
From Decolonizing the digital landscape: the role of technology in Indigenous language revitalization (2021) · cites this paper as Bird, 2020
This fear echoes a long line of scholarship warning about the dangers of techno-solutionist forms of interventions in the social.
“This fear echoes a long line of scholarship warning about the dangers of techno-solutionist forms of interventions in the social [14, 28, 80, 104].”
From AI and Non-Western Art Worlds: Reimagining Critical AI Futures through Artistic Inquiry and Situated Dialogue (2025) · cites this paper as [14]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 121 · Cited by 151
Research works printed but not linked: 75
- Gilles Adda, Martine Adda-Decker, Odette Ambouroue, Laurent Besacier, David Blachon, Hélène Bonneau- Maynard, Elodie Gauthier, Pierre Godard, Fatima Hamlaoui, Dmitry Idiatov, Guy-Noël Kouarata, Lori Lamel, Emmanuel-Moselly Makasso, Annie Rialland, Sebastian Stüker, Mark Van de Velde, Franc ¸ois Yvon, and Sabine Zerbian. 2016. Innovative technologies for under-resourced language documentation: The BULB Project. In Workshop on Collaboration and Computing for Under Resourced Languages, International Conference on Language Resources and Evaluation, pages 59-66. ELRA.
- Antti Arppe, Jordan Lachler, Trond Trosterud, Lene Antonsen, and Sjur Moshagen. 2016. Basic language resource kits for endangered languages: A case study of Plains Cree. Workshop on Collaboration and Computing for Under-Resourced Languages, pages 1-8.
- Patsy Ngalu Bedford and Siobhan Casson. 2010. Conflicting knowledges: barriers to language continuation in the Kimberley. Australian Journal of Indigenous Education, 39:76-86.
- Dawn Bessarab and Bridget Ng'andu. 2010. Yarning about yarning as a legitimate method in Indigenous research. International Journal of Critical Indigenous Studies, 3:37-50.
- Mat Bettinson and Steven Bird. 2018. Image-Gesture-Voice: a web component for eliciting speech. In Third Workshop on Collaboration and Computing for Under-Resourced Languages, pages 1-8.
- Steven Bird and David Chiang. 2012. Machine translation for language preservation. In Proceedings of the 24th International Conference on Computational Linguistics, pages 125-134.
- Steven Bird, David Chiang, Friedel Frowein, Andrea Berez, Mark Eby, Florian Hanke, Ryan Shelby, Ashish Vaswani, and Ada Wan. 2013. The International Workshop on Language Preservation: An experiment in text collection and language technology. Language Documentation and Conservation, 7:155-167.
- Steven Bird, Lauren Gawne, Katie Gelbart, and Isaac McAlister. 2014a. Collecting bilingual audio in remote indigenous communities. In Proceedings of the 25th International Conference on Computational Linguistics.
- Steven Bird, Florian Hanke, Oliver Adams, and Haejoong Lee. 2014b. Aikuma: A mobile app for collaborative language documentation. In Proceedings of the Workshop on the Use of Computational Methods in the Study of Endangered Languages, pages 1-5. ACL.
- Steven Bird. 2010. A scalable method for preserving oral literature from small languages. In Proceedings of the 12th International Conference on Asia-Pacific Digital Libraries, pages 5-14.
- Steven Bird. 2018. Designing mobile applications for endangered languages. In Oxford Handbook of Endangered Languages. Oxford University Press.
- Margot Brereton, Paul Roe, Ronald Schroeter, and Anita Hong. 2014. Beyond ethnography: engagement and reciprocity as foundations for design research out here. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pages 1183-86. ACM.
- Jasone Cenoz and Durk Gorter. 2017. Minority languages and sustainable translanguaging: Threat or opportunity? Journal of Multilingual and Multicultural Development, 38:901-12.
- Michael Christie. 2014. Decolonizing methodology in an Arnhem Land garden. In Beate Neumeier and Kay Schaffer, editors, Decolonizing the landscape: indigenous cultures in Australia, pages 57-69. Rodopi.
- Catia Cucchiarini. 1993. Phonetic transcription: a methodological and empirical study. Ph.D. thesis, Radboud University.
- Abram De Swaan. 2004. Endangered languages, sociolinguistics, and linguistic sentimentalism. European Review, 12:567-80.
- Nancy Dorian. 1994. Purism vs. compromise in language revitalization and language revival. Language in Society, pages 479-94.
- Nancy Dorian. 2002. Commentary: Broadening the rhetorical and descriptive horizons in endangered-language linguistics. Journal of Linguistic Anthropology, 12:134-40.
- Paul Dourish and Scott Mainwaring. 2012. Ubicomp's colonial impulse. In Proceedings of the 2012 ACM Conference on Ubiquitous Computing, pages 133-42.
- Paul Dourish, Christopher Lawrence, Tuck Wah Leong, and Greg Wadley. 2020. On being iterated: The affective demands of design participation. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, pages 1-11.
- Ewan Dunbar, Xuan Nga Cao, Juan Benjumea, Julien Karadayi, Mathieu Bernard, Laurent Besacier, Xavier Anguera, and Emmanuel Dupoux. 2017. The Zero Resource Speech Challenge 2017. In Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop, pages 323-30. IEEE.
- Micha Elsner, Sharon Goldwater, Naomi Feldman, and Frank Wood. 2013. A joint learning model of word segmentation, lexical acquisition, and phonetic variability. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, pages 42-54.
- Joshua A. Fishman. 2001. Why is it so hard to save a threatened language? In Joshua A. Fishman, editor, Can Threatened Languages be Saved?: Reversing Language Shift, Revisited: a 21st Century Perspective, pages 1-22. Multilingual Matters.
- Paulo Freire. 1970. Pedagogy of the Oppressed. Penguin.
- Donna Gerdts. 2010. Beyond expertise: The role of the linguist in language revitalization programs. In Lenore Grenoble and Louanna Furbee, editors, Language Documentation: Practice and Values, pages 173-92.
- Jeff Good. 2018. Reflections on the scope of language documentation. In Bradley McDonnell, Andrea Berez- Kroeker, and Gary Holton, editors, Reflections on Language Documentation 20 Years after Himmelmann 1998, number 15 in Language Documentation and Conservation Special Publication, pages 13-21. University of Hawai'i Press.
- Jack Goody. 1977. The Domestication of the Savage Mind. Cambridge University Press.
- Lenore Grenoble and Lindsay Whaley. 2006. Saving Languages: An Introduction to Language Revitalization. Cambridge University Press.
- Colette Grinevald. 2007. Linguistic fieldwork among speakers of endangered languages. The vanishing languages of the Pacific Rim, pages 35-76.
- Florian Hanke. 2017. Computer-Supported Cooperative Language Documentation. Ph.D. thesis, University of Melbourne.
- Jane Hill. 2002. "Expert Rhetorics" in advocacy for endangered languages: Who is listening, and what do they hear? Journal of Linguistic Anthropology, 12:119-33.
- Nikolaus Himmelmann. 2006. Language documentation: What is it and what is it good for? In Jost Gippert, Nikolaus Himmelmann, and Ulrike Mosel, editors, Essentials of Language Documentation, pages 1-30. Mouton de Gruyter.
- Nikolaus Himmelmann. 2018. Meeting the transcription challenge. In Reflections on Language Documentation 20 Years after Himmelmann 1998, number 15 in Language Documentation and Conservation Special Publication, pages 33-40. University of Hawai'i Press.
- Leanne Hinton and Kenneth Hale, editors. 2001. The Green Book of Language Revitalization in Practice. Academic Press.
- Leanne Hinton. 2001. The Master-Apprentice Language Learning Program. In Leanne Hinton and Kenneth Hale, editors, The Green Book of Language Revitalization in Practice, pages 216-226. Academic Press.
- Lilly Irani, Janet Vertesi, Paul Dourish, Kavita Philip, and Rebecca Grinter. 2010. Postcolonial computing: a lens on design and development. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pages 1311-20.
- Robert Jimerson and Emily Prud'hommeaux. 2018. ASR for documenting acutely under-resourced indigenous languages. In Proceedings of the 11th Language Resources and Evaluation Conference, pages 4161-66.
- Mark Johnson and Sharon Goldwater. 2009. Improving nonparameteric Bayesian inference: experiments on unsupervised word segmentation with adaptor grammars. In Proceedings of the North American Chapter of the Association for Computational Linguistics, pages 317-25. ACL.
- Anisia Katinskaia, Javad Nouri, and Roman Yangarber. 2017. Revita: a system for language learning and supporting endangered languages. In Proceedings of the Joint Workshop on NLP for Computer Assisted Language Learning and NLP for Language Acquisition, pages 27-35.
- Steven Krauwer. 2003. The Basic Language Resource Kit (BLARK) as the first milestone for the Language Resources Roadmap. Proceedings of the International Workshop on Speech and Computer, pages 8-15.
- Don Kulick. 1997. Language shift and cultural reproduction: Socialization, self and syncretism in a Papua New Guinean village. Cambridge University Press.
- Anant Maheshwari, Léo Bouscarrat, and Paul Cook. 2018. Towards language technology for Mi'kmaq. In Proceedings of the Eleventh International Conference on Language Resources and Evaluation, pages 4139-43. ELRA.
- Lutz Marten and Malin Petzell. 2016. Linguistic variation and the dynamics of language documentation: Editing in 'pure' Kagulu. In Mandana Seyfeddinipur, editor, African Language Documentation: New Data, Methods and Approaches, number 10 in Language Documentation and Conservation Special Publication, pages 105-129. University of Hawai'i Press.
- Shakir Mohamed, Marie-Therese Png, and William Isaac. 2020. Decolonial AI: Decolonial theory as sociotech- nical foresight in artificial intelligence. Philosophy and Technology, pages 1-26.
- Mark Moran. 2016. Serious Whitefella Stuff: When solutions became the problem in Indigenous affairs. Mel- bourne University Press.
- Ulrike Mosel. 2006. Fieldwork and community language work. In Jost Gippert, Nikolaus Himmelmann, and Ulrike Mosel, editors, Essentials of Language Documentation, pages 67-85. Mouton de Gruyter.
- Markus Müller, Jörg Franke, Alex Waibel, and Sebastian Stüker. 2017. Towards phoneme inventory discovery for documentation of unwritten languages. In Proceedings of the International Conference on Acoustics, Speech and Signal Processing, pages 5200-04. IEEE.
- David Nathan and Meili Fang. 2014. Re-imagining documentary linguistics as a revitalization-driven practice. In Mari Jones and Sarah Ogilvie, editors, Keeping Languages Alive: Documentation, Pedagogy and Revitalization, pages 42-55. Cambridge University Press.
- M. Eleanor Nevins. 2013. Lessons from Fort Apache: Beyond language endangerment and maintenance. Wiley.
- Robyn Ober. 2017. Kapati time: Storytelling as a data collection method in Indigenous research. Learning Communities: International Journal of Learning in Social Contexts, 22:8-15.
- Ray Pawson. 2013. The Science of Evaluation: a Realist Manifesto. Sage Publications.
- Aidan Pine and Mark Turin. 2017. Language revitalization. In Oxford Research Encyclopedia of Linguistics. Oxford University Press.
- Maïa Ponsonnet. 2019. Difference and Repetition in Language Shift to a Creole: The Expression of Emotions. Routledge.
- Keren Rice. 2009. Must there be two solitudes? Language activists and linguists working together. In Jon Reyhner and Louise Lockhard, editors, Indigenous language revitalization: Encouragement, guidance, and lessons learned, pages 37-59. Northern Arizona University.
- Racquel-María Sapién. 2018. Design and implementation of collaborative language documentation projects. In Oxford Handbook of Endangered Languages, pages 203-24. Oxford University Press.
- Amartya Sen. 1999. Development as Freedom. Oxford University Press.
- Jesper Simonsen and Toni Robertson, editors. 2012. Routledge International Handbook of Participatory Design. Routledge.
- Linda Tuhiwai Smith. 1999. Decolonizing Methodologies. Zed Books, 2nd edition.
- Margaret Somerville and Tony Perkins. 2003. Border work in the contact zone: Thinking indigenous/non- indigenous collaboration spatially. Journal of Intercultural Studies, 24:253-66.
- Alessandro Soro, Margot Brereton, Jennyfer Lawrence Taylor, Anita Lee Hong, and Paul Roe. 2016. Cross- cultural dialogical probes. In Proceedings of the First African Conference on Human Computer Interaction, pages 114-25. ACM.
- Ramesh Srinivasan. 2017. Whose Global Village?: Rethinking how Technology Shapes Our World. NYU Press.
- Susan Leigh Star. 2007. Living grounded theory: Cognitive and emotional forms of pragmatism. The Sage Handbook of Grounded Theory, pages 75-94.
- Tonya Stebbins, Kris Eira, and Vicki Couzens. 2017. Living Languages and New Approaches to Language Revitalisation Research. Routledge.
- Jennyfer Lawrence Taylor, Alessandro Soro, Margot Brereton, Anita Lee Hong, and Paul Roe. 2016. Designing evaluation beyond evaluating design: measuring success in cross-cultural projects. In Proceedings of the 28th Australian Conference on Computer-Human Interaction, pages 472-77.
- Jennyfer Lawrence Taylor, Wujal Wujal Aboriginal Shire Council, Alessandro Soro, Paul Roe, and Margot Brereton. 2019. A relational approach to designing social technologies that foster use of the Kuku Yalanji language. In Proceedings of the 31st Australian Conference on Human-Computer-Interaction, pages 161-72.
- Dennis Tedlock. 1983. The Spoken Word and the Work of Interpretation. University of Pennsylvania Press.
- Helen Verran and Michael Christie. 2007. Using/designing digital technologies of representation in Aboriginal Australian knowledge practices. Human Technology: An Interdisciplinary Journal on Humans in ICT Environ- ments, 3:214-27.
- Marco Vetter, Markus Müller, Fatima Hamlaoui, Graham Neubig, Satoshi Nakamura, Sebastian Stüker, and Alex Waibel. 2016. Unsupervised phoneme segmentation of previously unseen languages. In Proceedings of the 17th Annual Conference of the International Speech Communication Association, pages 3544-48.
- Michael Walsh. 2005. Will indigenous languages survive? Annual Review of Anthropology, 34:293-315.
- Maggie Walter and Michele Suina. 2019. Indigenous data, indigenous methodologies and indigenous data sovereignty. International Journal of Social Research Methodology, 22:233-43.
- David P Wilkins. 2000. Even with the best of intentions...: Some pitfalls in the fight for linguistic and cultural survival (one view of the Australian experience). As linguas amazonicas hoje: the Amazonian languages today, pages 61-83.
- Lorna Williams. 2019. Wa7 szum'in'stum' ti nqwelutenlhkalha: Technology and Indigenous language revital- ization, recovery and normalization. Keynote address at International Conference Language Technologies for All (LT4All): Enabling Linguistic Diversity and Multilingualism Worldwide. https://en.unesco.org/ LT4All, Accessed Jan. 2020.
- Heike Winschiers-Theophilus, Shilumbe Chivuno-Kuria, Gereon Koch Kapuire, Nicola Bidwell, and Edwin Blake. 2010. Being participated: a community approach. In Proceedings of the 11th Biennial Participatory Design Conference, pages 1-10. ACM.
- Peter Wright and John McCarthy. 2004. Technology as Experience. MIT Press.
- Ghil'ad Zuckermann. 2020. Revivalistics: From the Genesis of Israeli to Language Reclamation in Australia and Beyond. Oxford University Press.
- Authors
- Bird, S.
- Affiliations
- Charles Darwin University (AU)
- Corresponding author
- Bird, Steven
- ORCID
- Bird, Steven
- Venue
- Proceedings of the 28th International Conference on Computational Linguistics
- Published
- 2020
- Pages
- 3504-3519
- ISSN
- 1525-2477 (ISSN-L)
- OpenAlex
- W3112849432
- Cited by
- 151
- References
- 121
- Citations by year
- 2026: 27 · 2025: 24 · 2024: 11 · 2023: 29 · 2022: 35 · 2021: 24 · 2020: 1
- FWCI
- 23.08
- Type
- conference paper
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- International Conference on Computational Linguistics (publishedVersion, cc-by)
- Funders
- Australian Research Council
- Topics
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Health › Indigenous Health, Education, and Rights
- Physical Sciences › Computer Science › Artificial Intelligence › Natural Language Processing Techniques
- Keywords
- decolonization, indigenous languages, postcolonial perspectives, endangered languages, language vitality, community participation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review