人工智能在高等教育中的崛起:机遇、风险和局限性

IF 2.3 Q1 EDUCATION & EDUCATIONAL RESEARCH
Adrian John Davis
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引用次数: 0

摘要

本文的目的有二:探讨人工智能技术的兴起对高等教育领域的意义和影响,特别是回答教师能否被机器人等智能人工智能系统所取代、这对人的能力有何要求以及这对高等教育的教与学意味着什么等问题。研究结果这篇探索性论文从心灵哲学(身心问题)、卡尼曼(2011 年)的心灵系统 1 和系统 2 模型、哥德尔(1951 年)的两个不完备性定理、波兰尼(1958 年、1966 年)的隐知理论和塞尔(1980 年)的中国房间思想实验,其大意是:没有任何人工智能系统可以完全取代人类,因为没有任何机器可以复制人类的思维及其智能、意识和高度发达的社会技能(如移情与合作)。实际意义 人工智能正在崛起,但与人类能力相比,机器所能达到的水平存在固有的局限性。一个机器人最多只能实现 "弱人工智能",也就是说,它可以很聪明,但缺乏意识或同理心。因此,通过对高等教育中优秀教学的分析,我们可以发现,学习、知识和理解远远超出了人工智能机器所擅长的任何定量处理,有助于我们理解教育和知识获取的质量维度。社会影响本文提供的证据表明,人类是不可替代的,因为我们具有作为意义创造者和关系构建者的独特优势、道德和移情能力、创造力、专业知识和适应能力,以及团结合作构建社会结构和文明以造福全人类的能力。此外,随着社会从根本上实现自动化,人类生活的目的及其重新评估也将受到质疑。例如,随着越来越多的职业被 ChatGPT 服务所取代,越来越多的人将被解放出来做其他事情,如照顾亲人、开展创造性项目、继续深造和生儿育女等。首先,心智的性质和功能问题对于复制的可能性至关重要,因为如果人类的心智就像一台超级先进的计算机,那么大脑和心智之间的关系就类似于(如果不是完全相同的话)作为机器硬件的计算机与其程序或软件之间的关系(Dreyfus,1979 年)。[如果是这样的话,理论上应该可以理解它的机制并复制它,那么人工智能的研发复制人类思维并最终取代人类教师只是时间问题,尤其是如果人工智能机器能以同样的智能但更高效、更经济地进行教学的话。但是,如果人工智能有其固有的局限性,不可能拥有像人类一样的思维和思维过程,那么我们的调查至少可以澄清人工智能/AGI(如 ChatGPT)可以在哪些方面为大学的教学提供支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AI rising in higher education: opportunities, risks and limitations
PurposeThe aim of this paper is twofold: to explore the significance and implications of the rise of AI technology for the field of tertiary education in general and, in particular, to answer the question of whether teachers can be replaced by intelligent AI systems such as androids, what that requires in terms of human capabilities and what that might mean for teaching and learning in higher education.Design/methodology/approachGiven the interdisciplinary nature of this conceptual paper, a literature review serves as a methodological tool to access data pertaining to the research question posed in the paper.FindingsThis exploratory paper gathers a range of evidence from the philosophy of mind (the mind-body problem), Kahneman’s (2011) System 1 and System 2 models of the mind, Gödel’s (1951) Two Incompleteness Theorems, Polanyi’s (1958, 1966) theory of tacit knowing and Searle’s (1980) Chinese Room thought experiment to the effect that no AI system can ever fully replace a human being because no machine can replicate the human mind and its capacity for intelligence, consciousness and highly developed social skills such as empathy and cooperation.Practical implicationsAI is rising, but there are inherent limits to what machines can achieve when compared to human capabilities. An android can at most attain “weak AI”, that is, it can be smart but lack awareness or empathy. Therefore, an analysis of good teaching at the tertiary level shows that learning, knowledge and understanding go far beyond any quantitative processing that an AI machine does so well, helping us to appreciate the qualitative dimension of education and knowledge acquisition. ChatGPT is robotic, being AI-generated, but human beings thrive on the human-to-human interface – that is, human relationships and meaningful connections – and that is where the true qualitative value of educational attainment will be gauged.Social implicationsThis paper has provided evidence that human beings are irreplaceable due to our unique strengths as meaning-makers and relationship-builders, our capacity for morality and empathy, our creativity, our expertise and adaptability and our capacity to build unity and cooperate in building social structures and civilization for the benefit of all. Furthermore, as society is radically automated, the purpose of human life and its reevaluation will also come into question. For instance, as more and more occupations are replaced by ChatGPT services, more and more people will be freed up to do other things with their time, such as caring for relatives, undertaking creative projects, studying further and having children.Originality/valueThe investigation of the scope and limitations of AI is significant for two reasons. First, the question of the nature and functions of a mind becomes critical to the possibility of replication because if the human mind is like a super-sophisticated computer, then the relationship between a brain and mind is similar (if not identical) to the relationship between a computer as machine hardware and its programme or software (Dreyfus, 1979). [ ] If so, it should be theoretically possible to understand its mechanism and reproduce it, and then it is just a matter of time before AI research and development can replicate the human mind and eventually replace a human teacher, especially if an AI machine can teach just as intelligently yet more efficiently and economically. But if AI has inherent limitations that preclude the possibility of ever having a human-like mind and thought processes, then our investigation can at least clarify in what ways AI/AGI – such as ChatGPT – could support teaching and learning at universities.
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来源期刊
Asian Education and Development Studies
Asian Education and Development Studies EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
5.50
自引率
0.00%
发文量
7
期刊介绍: Asian Education and Development Studies (AEDS) is a new journal showcasing the latest research on education, development and governance issues in Asian contexts. AEDS fosters cross-boundary research with the aim of enhancing our socio-scientific understanding of Asia. AEDS invites original empirical research, review papers and comparative analyses as well as reports and research notes around education, political science, sociology and development studies. Articles with strong comparative perspectives and regional insights will be especially welcome. In-depth examinations of the role of education in the promotion of social, economic, cultural and political development in Asia are also encouraged. AEDS is the official journal of the Hong Kong Educational Research Association. Key topics for submissions: Educational development in Asia, Globalization and regional responses from Asia, Social development and social policy in Asia, Urbanization and social change in Asia, Politics and changing governance in Asia, Critical development issues and policy implications in Asia, Demographic change and changing social structure in Asia. Key subject areas for research submissions: Education, Political Science, Sociology , Development Studies .
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