Mitigating Generative AI’s negative impact on indigenous knowledge from international and Vietnamese laws perspectives
DOI:
https://doi.org/10.71265/gk1gwc22Keywords:
ethnic minority, Generative AI, indigenous knowledge, indigenous peoples, VietnamAbstract
Indigenous knowledge, which has been developed over generations and possesses a unique understanding of local environments, offers precious responses to sustainable development challenges, for instance, climate change, biodiversity loss and pollution. Despite its pivotal role, indigenous knowledge of various ethnic minorities and indigenous peoples is in danger of disappearing due to centuries of history of colonization, discrimination and racism. The emergence of GenAI will complicate the knowledge preservation effort as GenAI models constitute a threat, via content created by those models, to perpetuating and even amplifying inaccurate information related to indigenous knowledge. This paper aims to discuss solutions to alleviate GenAI’s adverse impact on indigenous knowledge from international and Vietnamese laws perspectives, with the ultimate goal being to propose a feasible answer to protect indigenous knowledge of 53 ethnic minorities in Vietnam from GenAI’s threats. To arrive at the eventual outcome, this paper identifies the significance of indigenous knowledge to sustainable development, and the vulnerability of indigenous knowledge under GenAI’s drawbacks. The paper, additionally, applies experience in addressing this issue from an international perspective to the context of Vietnam. By doing so, the paper furthermore raises the need for research to provide solutions to preserve and promote indigenous knowledge that suits the socio-economic condition of each country, as there is no one-size-fits-all answer for ethnic minorities and indigenous peoples on a global scale.
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References
Primary sources
UN Convention on Biological Diversity (1992)
European Union’s Artificial Intelligence Act
European Union's General Data Protection Regulation
Decree No. 13/2023/ND-CP of the Government dated 17 April 2023 in Personal Data Protection. An unofficial English translation of the Decree No. 13/2023/ND-CP
Decision No. 127/QD-TTg of the Prime Minister dated 26 January 2021 on Issuing the National Strategy on Research, Development and Application of Artificial Intelligence until the Year 2030.
Secondary sources
Articles
Dinh G, “Cultural value with establishment of Vietnamese culture, which is advanced and rich in national identity, creating motivation to realize the country’s development aspirations” (Communist Review, August 29, 2022) <https://www.tapchicongsan.org.vn/web/guest/van_hoa_xa_hoi/-/2018/825804/gia-tri-van-hoa-voi-xay-dung-nen-van-hoa-viet-nam-tien-tien%2C-dam-da-ban-sac-dan-toc%2C-tao-dong-luc-thuc-hien-khat-vong-phat-trien-dat-nuoc.aspx> accessed May 15, 2024
Gottlieb I, “EU Poised to Enact Sweeping AI Rules With US, Global Impact (1)” Bloomberg Law (March 6, 2024) <https://news.bloomberglaw.com/artificial-intelligence/eu-poised-to-enact-sweeping-ai-rules-with-us-global-impact>
Han MT, “Indigenous knowledge in plant management and use of Non-Timber Forest products Of the Van Kieu community in La To Village, Huc Nghi Commune, Da Krong District, Quang Tri Province” (VNU - Central Institute for Natural Resources and Environmental Studies, March 29, 2012) <https://cres.edu.vn/kin-thc-bn-a-trong-qun-ly-va-s-dng-thc-vt-lam-sn-ngoai-g-ca-cng-ng-ngi-van-kiu-thon-la-to-xa-huc-nghi-huyn-a-krong-tnh-qung-tr/> accessed May 21, 2024
Littletree S, Belarde-Lewis M and Duarte M, “Centering Relationality: A Conceptual Model to Advance Indigenous Knowledge Organization Practices” (2020) 47 Knowledge Organization (KO) 410 <https://digital.lib.washington.edu/researchworks/bitstream/handle/1773/46601/ko_47_2020_5_e.pdf?sequence=1&isAllowed=y>
Lewis JE and others, “Indigenous Protocol and Artificial Intelligence Position Paper” [2020] <https://spectrum.library.concordia.ca/986506/>
Moran C, “ChatGPT Is Making up Fake Guardian Articles. Here’s How We’re Responding” The Guardian (April 6, 2023) <https://www.theguardian.com/commentisfree/2023/apr/06/ai-chatgpt-guardian-technology-risks-fake-article>
Ngo-Hoang D-L and Thuy NT, “Local Knowledge Ben Tre’s Coastal on Resilience to Climate Change Background Study” [2019] Social Science Research Network <https://doi.org/10.2139/ssrn.3367754>
Ngulube P, “Managing and Preserving Indigenous Knowledge in the Knowledge Management Era: Challenges and Opportunities for Information Professionals” (2002) 18 Information Development 95 <https://doi.org/10.1177/026666602400842486>
Nguyen HTS, “Policy to preserve and promote cultural values of ethnic minorities in Vietnam” (Communist Review, August 12, 2023) <https://www.tapchicongsan.org.vn/web/guest/van_hoa_xa_hoi/-/2018/828114/chinh-sach-bao-ton-va-phat-huy-gia-tri-van-hoa-cac-dan-toc-thieu-so-o-viet-nam.aspx> accessed May 20, 2024
Nitta Y, Tabeta S and Hosokawa K, “Vietnam Jumps into Made-in-Asia Generative AI Race” Nikkei Asia (January 24, 2024) <https://asia.nikkei.com/Business/Technology/Vietnam-jumps-into-made-in-Asia-generative-AI-race>
Son HN, Chi DTL and Kingsbury A, “Indigenous Knowledge and Climate Change Adaptation of Ethnic Minorities in the Mountainous Regions of Vietnam: A Case Study of the Yao People in Bac Kan Province” (2019) 176 Agricultural Systems 102683 <https://doi.org/10.1016/j.agsy.2019.102683>
Tapu IF and Fa‘Agau TK, “A New Age Indigenous Instrument: Artificial Intelligence & Its Potential for (De)Colonialized Data” (2022) 57 Harvard Civil Rights-Civil Liberties Law Review 715 <https://journals.law.harvard.edu/crcl/wp-content/uploads/sites/80/2023/01/ANewAgeIndigenousInstrument.pdf>
Tsosie RA, “Tribal Data Governance and Informational Privacy: Constructing ‘Indigenous Data Sovereignty’” (2019) 80 Montana Law Review 229 <https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3454632>
Vu H, “Preserve and Promote the Culture of Ethnic Minorities” Nhan Dan (People) Online Newspaper (July 29, 2022) <https://nhandan.vn/bao-ton-phat-huy-van-hoa-cac-dan-toc-thieu-so-post707842.html>
Books
Animikii Inc., DataBack: Asserting & Supporting Indigenous Data Sovereignty (2023) <https://databack.animikii.com/>
Bradford A, “The Brussels Effect,” Oxford University Press eBooks (2019) <https://doi.org/10.1093/oso/9780190088583.003.0003>
Confederation of European Data Protection Organisations, Generative AI: The Data Protection Implications (2023) <https://cedpo.eu/generative-ai-the-data-protection-implications/>
Grant P, State of the World’s Minorities and Indigenous Peoples 2016: Focus on Culture and Heritage (Minority Rights Group 2016)
Handbook UE, “Minorities and Indigenous Peoples” UNHCR (January 30, 2024) <https://emergency.unhcr.org/protection/persons-risk/national-ethnic-religious-and-linguistic-minorities-and-indigenous-peoples>
OHCHR, Minority Rights: International Standards and Guidance for Implementation (United Nations 2010) <https://www.ohchr.org/en/publications/special-issue-publications/minority-rights-international-standards-and-guidance>
Twarog S and Kapoor P, Protecting and Promoting Traditional Knowledge: Systems, National Experiences and International Dimensions (United Nations Publication 2004)
UNESCO, Recommendation on the Ethics of Artificial Intelligence (UNESCO 2022) <https://www.unesco.org/en/articles/recommendation-ethics-artificial-intelligence>
Reports
“Indigenous Peoples and Ethnic Minorities: Marginalization Is the Norm”, Report on the world social situation (2018) <https://doi.org/10.18356/14642ccc-en>
“Interim Report: Scoping Study on stand-alone legislation to protect and commercialise Indigenous Knowledge” (2023) <https://www.ipaustralia.gov.au/tools-and-research/professional-resources/data-research-and-reports/publications-and-reports/scoping-study-on-standalone-ik-legislation>
Norwegian Consumer Council, “Ghost in the Machine – Addressing the Consumer Harms of Generative AI” (2023) <https://www.forbrukerradet.no/side/new-report-generative-ai-threatens-consumer-rights/> accessed December 15, 2023.
“Scoping Study on Standalone Legislation to Protect and Commercialise Indigenous Knowledge - Final Report” (2023) <https://www.ipaustralia.gov.au/tools-and-research/professional-resources/data-research-and-reports/publications-and-reports/scoping-study-on-standalone-ik-legislation>
Simons E and others, “Traditional Knowledge - Fact Sheet” (2016) <https://www.sfu.ca/ipinch/sites/default/files/resources/fact_sheets/ipinch_tk_factsheet_march2016_final_revised.pdf> accessed April 27, 2024
Websites
“About Us” (IP Australia) <https://www.ipaustralia.gov.au/about-us> accessed May 19, 2024
Australian Institute of Aboriginal and Torres Strait Islander Studies, “Australia’s First Peoples” (AIATSIS) <https://aiatsis.gov.au/explore/australias-first-peoples#toc-what-term-is-best-to-use-> accessed May 19, 2024
Beyond Team, “Is Your Data Ready for Generative AI? A Comprehensive Guide” (Beyond Team, April 5, 2024) <https://www.puttingdatatowork.com/post/is-your-data-ready-for-generative-ai-a-comprehensive-guide#:~:text=The%20bedrock%20of%20GenAI's%20effectiveness,both%20vast%20and%20meticulously%20curated> accessed May 5, 2024
“Briefing EU Legislation in Progress - Artificial Intelligence Act” (European Parliment, March 2024) <https://www.europarl.europa.eu/RegData/etudes/BRIE/2021/698792/EPRS_BRI(2021)698792_EN.pdf> accessed May 12, 2024
Bryant J, “3 Years in, GDPR Highlights Privacy in Global Landscape” (IAAP, May 25, 2021) <https://iapp.org/news/a/three-years-in-gdpr-highlights-privacy-in-global-landscape> accessed May 18, 2024
Chandran R, “Indigenous Groups in NZ, US Fear Colonisation as AI Learns Their Languages” (April 3, 2023) <https://www.context.news/ai/nz-us-indigenous-fear-colonisation-as-bots-learn-their-languages> accessed May 5, 2024
Luu C, “What We Lose When We Lose Indigenous Knowledge” [2023] JSTOR Daily <https://daily.jstor.org/what-we-lose-when-we-lose-indigenous-knowledge>
“Ethnic Groups in Vietnam” (Vietnam Government Portal) <https://vietnam.gov.vn/ethnic-groups-in-viet-nam> accessed May 21, 2024
“Ethnic Minority Empowerment | Oxfam in Vietnam” (Oxfam in Vietnam) <https://vietnam.oxfam.org/ethnic-minority-empowerment> accessed December 31, 2023
“EU AI Act: First Regulation on Artificial Intelligence” (European Parliament, August 6, 2023) <https://www.europarl.europa.eu/topics/en/article/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence> accessed May 12, 2024
Hanna KT and Wigmore I, “Definition: Historical Data” (Tech Target, November 2022) <https://www.techtarget.com/whatis/definition/historical-data> accessed May 5, 2024
“High-Level Summary of the AI Act | EU Artificial Intelligence Act” (EU Artificial Intelligence Act, February 27, 2024) <https://artificialintelligenceact.eu/high-level-summary/> accessed May 12, 202
“How to Protect Indigenous Knowledge and Creative IP from Exploitation” (The University of Melbourne, October 2, 2023) <https://study.unimelb.edu.au/study-with-us/professional-development/blog/how-to-protect-indigenous-knowledge-and-creative-ip-from-exploitation> accessed April 29, 2024
Kaplan J, “More Speech and Fewer Mistakes” Meta (January 7, 2025) <https://about.fb.com/news/2025/01/meta-more-speech-fewer-mistakes/>
“Leveraging UNESCO Normative Instruments for an Ethical Generative AI Use of Indigenous Data” (UNESCO, November 8, 2023) <https://www.unesco.org/en/articles/leveraging-unesco-normative-instruments-ethical-generative-ai-use-indigenous-data#:~:text=Many%20indigenous%20communities%20are%20striving,knowledge%2C%20especially%20among%20younger%20generations> accessed May 4, 2024
“Local and Indigenous Knowledge Systems (LINKS)” (UNESCO, January 6, 2022) <https://en.unesco.org/links> accessed December 31, 2023
North M, “Generative AI Is Trained on Just a Few of the World’s 7,000 Languages. Here’s Why That’s a Problem – and What’s Being Done about It” (World Economic Forum, May 17, 2024) <https://www.weforum.org/agenda/2024/05/generative-ai-languages-llm/> accessed May 21, 2024
Nguyen PT, “Strive to build, preserve and promote the unique values of Vietnamese culture, which is advanced and rich in national identity” (Communist Review, November 24, 2021) <https://www.tapchicongsan.org.vn/media-story/-/asset_publisher/V8hhp4dK31Gf/content/tiep-tuc-xay-dung-giu-gin-chan-hung-va-phat-trien-nen-van-hoa-cua-dan-toc> accessed May 22, 2024
OpenAI, “Introducing APIs for GPT-3.5 Turbo and Whisper” (OpenAI, April 24, 2024) <https://openai.com/index/introducing-chatgpt-and-whisper-apis/> accessed May 5, 2024
OpenAI, “Introducing ChatGPT” (OpenAI, November 30, 2022) <https://openai.com/index/chatgpt/> accessed May 17, 2024
“Ostering Cultural Diversity, Intercultural Dialogue and a Culture of Peace in Tanzania” (UNESCO, September 14, 2023) <https://www.unesco.org/en/fieldoffice/daressalaam/expertise/fosteringculturaldiversity> accessed December 29, 2023
Schmelkes S, “Epistemic Justice and the Knowledge Commons for Lifelong and Lifewide Learning” (UNESCO, January 9, 2023) <https://www.unesco.org/en/articles/epistemic-justice-and-knowledge-commons-lifelong-and-lifewide-learning> accessed December 29, 2023
“Socialist Republic of Vietnam” (Ethnologue) <https://www.ethnologue.com/country/VN/> accessed May 21, 2024
Strandell J and Strandell J, “What Is Content Moderation? (Plus Best Practices)” (Besedo, May 24, 2024) <https://besedo.com/blog/what-is-content-moderation> accessed May 26, 2024
“The General Data Protection Regulation” (European Council) <https://www.consilium.europa.eu/en/policies/data-protection/data-protection-regulation/#:~:text=The%20EU%20general%20data%20protection%20regulation%20(GDPR)%20is%20the%20strongest,application%20on%2025%20May%202018.> accessed May 16, 2024
“The State of AI in 2023: Generative AI’s Breakout Year” (McKinsey & Company, August 1, 2023) <https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in-2023-generative-ais-breakout-year> accessed December 28, 2023
“Traditional Knowledge” (UNESCO UIS, September 12, 2023) <https://uis.unesco.org/en/glossary-term/traditional-knowledge> accessed April 27, 2024
Tran MC, “AI in Vietnam: A Quick Guide” (Vietnam Briefing, August 2, 2023) <https://www.vietnam-briefing.com/news/ai-in-vietnam-opportunities-and-challenges.html/> accessed May 24, 2024
“UNESCO in Brief” (UNESCO) <https://www.unesco.org/en/brief> accessed May 8, 2024
“Walking the Tightrope: As Generative AI Meets EU Regulation, Pragmatism Is Likely” (Deloitte Insights, January 18, 2024) <https://www2.deloitte.com/xe/en/insights/industry/technology/technology-media-and-telecom-predictions/2024/tmt-predictions-eu-generative-ai-regulation.html> accessed May 14, 2024
“Why Is Cultural Diversity Important?” (Partnership International) <https://www.partnershipinternational.ie/why-is-cultural-diversity-important/#:~:text=It%20helps%20dispel%20negative%20stereotypes,respect%2C%20and%20understanding%20across%20cultures> accessed December 29, 2023
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