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Unsafe AI for Education: A Conversation on Stochastic Parrots and Other Learning Metaphors ⚠️ Cover

Unsafe AI for Education: A Conversation on Stochastic Parrots and Other Learning Metaphors ⚠️

Open Access
|Aug 2025

References

  1. 1American Dialect Society. 5 January 2024. ‘2023 Word of the Year is ‘Enshittification’’. American Dialect Society [online]. Available at https://americandialect.org/wp-content/uploads/2024/01/2023-Word-of-the-Year-PRESS-RELEASE.pdf (Last accessed 22 July 2025).
  2. 2BBC News. 20 February 2021. ‘Margaret Mitchell: Google fires AI ethics founder’. BBC News [online]. Available at https://www.bbc.com/news/technology-56135817 (Last accessed 10 July 2025).
  3. 3Bender, EM. 2024. ‘Resisting dehumanization in the age of “AI”’. Current Directions in Psychological Science, 33(2): 114120. DOI: 10.1177/09637214231217286
  4. 4Bender, EM, Gebru, T, McMillan-Major, A and Shmitchell, S. 2021. ‘On the dangers of stochastic parrots: Can language models be too big?’ Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 610623. DOI: 10.1145/3442188.3445922
  5. 5Bender, EMH and Hanna, A. 9 December 2024. Episode 47: Hell is other People’s AI hype. AI Mystery Hype Theatre. Available at https://www.buzzsprout.com/2126417/episodes/16353749-episode-47-hell-is-other-people-s-ai-hype-december-9-2024 (Last accessed 10 July 2025).
  6. 6Bender, EMH and Hanna, A. 2025. The AI con: How to fight big tech’s hype and create the future we want. New York: HarperCollins.
  7. 7Blodgett, SL, Barocas, S, Daumé III, H and Wallach, H. 2020. ‘Language (technology) is power: A critical survey of “bias” in NLP’. arXiv preprint arXiv:2005.14050. DOI: 10.18653/v1/2020.acl-main.485
  8. 8Costello, E. 2024. ‘ChatGPT and the educational AI chatter: Full of bullshit or trying to tell us something?’ Postdigital Science and Education, 6(2): 425430. DOI: 10.1007/s42438-023-00398-5
  9. 9Critical, AI. 2025. Available at https://sites.rutgers.edu/critical-ai/ (Last accessed 22 July 2025).
  10. 10Doctorow, C. 15 November 2022. ‘Social quitting’. Locus [online]. https://locusmag.com/2023/01/commentary-cory-doctorow-social-quitting/ (Last accessed 23 October 2023).
  11. 11Drumm, L, Beetham, H, Cronin, C and McIlwhan, R. 2024. ‘Generating AI alternatives: Collaborating and creating intersections’. Proceedings of the International Conference on Networked Learning, 14(1). DOI: 10.54337/nlc.v14i1.8185
  12. 12Ferreira, GMdS, Lemgruber, MS and Cabrera, TL. 2023. ‘From didachography to AI: Metaphors teaching is automated by’. Journal of Interactive Media in Education, 2023(1). DOI: 10.5334/jime.798
  13. 13Fort, K, Adda, G and Cohen, KB. 2011. ‘Last words: Amazon Mechanical Turk: Gold mine or coal mine?’. Computational Linguistics, 37(2): 413420. https://aclanthology.org/J11-2010/ (Last accessed: 22 July 2025). DOI: 10.1162/COLI_a_00057
  14. 14Frankfurt, HG. 2005. On bullshit. Princeton, NJ: Princeton University Press.
  15. 15Gupta, A, Atef, Y, Mills, A and Bali, M. 2024. ‘Assistant, parrot, or colonizing loudspeaker? ChatGPT metaphors for developing critical AI Literacies’. Open Praxis, 16(1): 3753. DOI: 10.55982/openpraxis.16.1.631
  16. 16Haraway, D. 1988. ‘Situated knowledges: The science question in feminism and the privilege of partial perspective’. Feminist Studies, 14(3): 575599. http://www.jstor.org/stable/3178066. DOI: 10.2307/3178066
  17. 17Hicks, MT, Humphries, J and Slater, J. 2024. ‘ChatGPT is bullshit’. Ethics and Information Technology, 26(2): 38. DOI: 10.1007/s10676-024-09775-5
  18. 18Jackson, L. 2024. ‘The manliness of artificial intelligence’. Educational Philosophy and Theory, 57(7): 645649. DOI: 10.1080/00131857.2024.2409739
  19. 19Jackson, L, Sidorkin, AM, Jandríc, P, Costello, E, Heybach, JA, Greenhalgh-Spencer, H, Hytten, K, Gourlay, L, Buchanan, R and Tesar, M. 2025. ‘The voice of artificial intelligence: Philosophical and educational reflections’. Educational Philosophy and Theory, 57(7): 650661. DOI: 10.1080/00131857.2025.2481588
  20. 20Jandrić, P. 2024. ‘The creation of myths as an educational strategy and emancipatory opportunity’. Beijing International Review of Education, 6(3–4): 191207. https://journals.sagepub.com/doi/10.1163/25902539-06030002
  21. 21Liu, W. 18 August 2024. ‘Notes on Eric Schmidt’s AI talk at Stanford’. Medium [online]. https://medium.com/@weikang_liu/notes-on-eric-schmidts-ai-talk-at-stanford-72432c848fde (Last accessed 15 July 2025).
  22. 22Milmo, D. 8 January 2024. ‘‘Impossible’ to create AI tools like ChatGPT without copyrighted material, OpenAI says’. The Guardian. https://www.theguardian.com/technology/2024/jan/08/ai-tools-chatgpt-copyrighted-material-opena (Last accessed15 July 2025).
  23. 23OpenAI. 2024. OpenAI—written evidence (LLM0113). House of Lords Communications and Digital Select Committee inquiry: Large language models. https://committees.parliament.uk/writtenevidence/126981/pdf/ (Last accessed 15 July 2025).
  24. 24Selwyn, N. 2015. ‘Minding our language: Why education and technology is full of bullshit … and what might be done about it’. Learning, Media and Technology, 41(3): 437443. DOI: 10.1080/17439884.2015.1012523
  25. 25Sfard, A. 1998. ‘On two metaphors for learning and the dangers of choosing just one’. Educational Researcher, 27(2): 413. DOI: 10.3102/0013189X027002004
  26. 26Shah, C and Bender, EM. 2022. ‘Situating search’. Proceedings of the 2022 Conference on Human Information Interaction and Retrieval, pp. 221232. DOI: 10.1145/3498366.3505816
  27. 27Shieh, E, Vassel, FM, Sugimoto, C and Monroe-White, T. 2024. ‘Laissez-faire harms: Algorithmic biases in generative language models’. arXiv preprint arXiv:2404.07475. DOI: 10.48550/arXiv.2404.07475.
  28. 28The Guardian. 19 February 2021. ‘Google fires Margaret Mitchell, another top researcher on its AI ethics team’. The Guardian. https://www.theguardian.com/technology/2021/feb/19/google-fires-margaret-mitchell-ai-ethics-team (Last accessed 10 July 2025).
  29. 29The Verge. 26 May 2025. ‘Nick Clegg says asking artists for use permission would “kill” the AI industry’. The Verge. https://www.theverge.com/news/674366/nick-clegg-uk-ai-artists-policy-letter (Last accessed 15 July 2025).
  30. 30Tuck, E and Yang, KW. 2012. ‘Decolonization is not a metaphor’. Decolonization: Indigeneity, Education & Society, 1(1).
  31. 31Tyrangiel, J. 22 February 2024. ‘An “education legend” has created an AI that will change your mind about AI’. Washington Post. https://www.washingtonpost.com/opinions/2024/02/22/artificial-intelligence-sal-khan/ (Last accessed 15 July 2025).
  32. 32Vassel, FM, Shieh, E, Sugimoto, CR and Monroe-White, T. 2024. ‘The psychosocial impacts of generative AI harms’. Proceedings of the AAAI Symposium Series, 3(1): 440447. DOI: 10.1609/aaaiss.v3i1.31251
  33. 33Weller, M. 27 September 2024. Behold the new wonder chemical. EdTechie [online]. https://blog.edtechie.net/books/behold-the-new-wonder-chemical/ (Last accessed 15 October 2024).
  34. 34Zuboff, S. 2019. The age of surveillance capitalism: The fight for a human future at the new frontier of power. New York: Public Affairs.
DOI: https://doi.org/10.5334/jime.1079 | Journal eISSN: 1365-893X
Language: English
Submitted on: Jul 25, 2025
Accepted on: Aug 5, 2025
Published on: Aug 26, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Emily M. Bender, Eamon Costello, Kyungmee Lee, Robert Farrow, Giselle Ferreira, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.