Difference between revisions of "AI in education"

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#REDIRECT [[AI and Humans]]
=AI in Education=
 
==Survey/study of==
 
* 2023-08: [https://www.nature.com/articles/s41598-023-38964-3 Perception, performance, and detectability of conversational artificial intelligence across 32 university courses]
 
* 2023-10: [https://www.bbc.com/worklife/article/20231017-the-employees-secretly-using-ai-at-work Employees] secretly using AI at work.
 
* 2023-10: [https://www.insidehighered.com/news/tech-innovation/artificial-intelligence/2023/10/31/most-students-outrunning-faculty-ai-use?utm_source=Inside+Higher+Ed&utm_campaign=23419446b9-DNU_2021_COPY_02&utm_medium=email&utm_term=0_1fcbc04421-23419446b9-236889242&mc_cid=23419446b9&mc_eid=dae49d931a Survey] shows students using AI more than professors.
 
* 2023-11: [https://www.nature.com/articles/d41586-023-03507-3 ChatGPT has entered the classroom: how LLMs could transform education]
 
 
 
==AI improves learning/education==
 
*  Mollick, Ethan R. and Mollick, Lilach and Bach, Natalie and Ciccarelli, LJ and Przystanski, Ben and Ravipinto, Daniel, [https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4871171 AI Agents and Education: Simulated Practice at Scale] (June 17, 2024). The Wharton School Research Paper. [http://dx.doi.org/10.2139/ssrn.4871171 doi: 10.2139/ssrn.4871171]
 
** Can enable personalized education.
 
* [https://arxiv.org/abs/2306.17156 Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors]
 
** GPT4 can out-perform human tutors.
 
 
 
==AI harms learning==
 
* [https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0305354 A real-world test of artificial intelligence infiltration of a university examinations system: A “Turing Test” case study] ** Current grading systems cannot detect AI.
 
*  Bastani, Hamsa and Bastani, Osbert and Sungu, Alp and Ge, Haosen and Kabakcı, Özge and Mariman, Rei, [https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4895486 Generative AI Can Harm Learning] (July 15, 2024). The Wharton School Research Paper.[http://dx.doi.org/10.2139/ssrn.4895486 doi: 10.2139/ssrn.4895486]
 
** Access to ChatGPT harmed math education outcomes.
 
 
 
==Software/systems==
 
* [https://devpost.com/software/gptutor GPTutor] ([https://github.com/mynamegabe/GPTutor code])
 
* [https://arxiv.org/abs/2308.02773 EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Education]
 
 
 
=AI/human=
 
==AI out-performs humans==
 
===Tests===
 
* 2023-07: [https://arxiv.org/abs/2307.10635 SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models]
 
* 2024-06: [https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0305354 A real-world test of artificial intelligence infiltration of a university examinations system: A “Turing Test” case study]
 
** AI scores higher than median students.
 
 
 
===Creativity===
 
* 2023-09: [https://www.nature.com/articles/s41598-023-40858-3 Best humans still outperform artificial intelligence in a creative divergent thinking task]
 
** Best humans out-perform AI at creativity. (By implication, median humans may not.)
 
* 2024-02: [https://www.nature.com/articles/s41598-024-53303-w The current state of artificial intelligence generative language models is more creative than humans on divergent thinking tasks]
 
* 2024-02: Felin, Teppo and Holweg, Matthias, [https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4737265 Theory Is All You Need: AI, Human Cognition, and Causal Reasoning] (February 24, 2024). [http://dx.doi.org/10.2139/ssrn.4737265 doi: 10.2139/ssrn.4737265]
 
** Argues that human "theory-based" creativity is better than AI "data-based".
 
* 2024-07: [https://arxiv.org/abs/2407.01119 Pron vs Prompt: Can Large Language Models already Challenge a World-Class Fiction Author at Creative Text Writing?]
 
** Top human (professional author) out-performs GPT4.
 
* 2024-09: [https://arxiv.org/abs/2409.04109 Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers]
 
** LLMs can be creative
 
 
 
===Professions===
 
* 2024-03: [https://www.medrxiv.org/content/10.1101/2024.03.12.24303785v1 Influence of a Large Language Model on Diagnostic Reasoning: A Randomized Clinical Vignette Study]
 
** GPT4 improves medical practitioner work; surprisingly, GPT4 alone scored better than a human with GPT4 as aid (on selected tasks).
 
 
 
==AI improves human work==
 
* TBD
 
 
 
=Uptake=
 
TBD
 
 
 
=See Also=
 
* [https://www.google.com/books/edition/_/cKnYEAAAQBAJ?hl=en&gbpv=1&pg=PA2 UNESCO. Guidance for Generative AI in Education and Research]
 

Latest revision as of 12:47, 3 March 2025

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