Students' Voices on Generative AI: Perceptions, Benefits, and Challenges in Higher Education
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Abstract (arXiv)
This study explores university students' perceptions of generative AI (GenAI) technologies, such as ChatGPT, in higher education, focusing on familiarity, their willingness to engage, potential benefits and challenges, and effective integration. A survey of 399 undergraduate and postgraduate students from various disciplines in Hong Kong revealed a generally positive attitude towards GenAI in teaching and learning. Students recognized the potential for personalized learning support, writing and brainstorming assistance, and research and analysis capabilities. However, concerns about accuracy, privacy, ethical issues, and the impact on personal development, career prospects, and societal values were also expressed. According to John Biggs' 3P model, student perceptions significantly influence learning approaches and outcomes. By understanding students' perceptions, educators and policymakers can tailor GenAI technologies to address needs and concerns while promoting effective learning outcomes. Insights from this study can inform policy development around the integration of GenAI technologies into higher education. By understanding students' perceptions and addressing their concerns, policymakers can create well-informed guidelines and strategies for the responsible and effective implementation of GenAI tools, ultimately enhancing teaching and learning experiences in higher education.
Key facts. Cited by 41 papers in the map (data through 14 Oct 2026). Builds on 2 of its 56 references that are in the map. First posted on arXiv 29 Apr 2023.
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2 of 56 references.
References · 2
- 2022Generative Adversarial Networkscited by 5,627
- 2023What is in a Text-to-Image Prompt: The Potential of Stable Diffusion in Visual Arts Educationcited by 14
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Citing papers per year: 2023: 7; 2024: 11; 2025: 15; 2026: 8.
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- 2024Generative AI Literacy: Twelve Defining Competenciescited by 13
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?cited by 12
- 2023The AI Assessment Scale (AIAS): A Framework for Ethical Integration of Generative AI in Educational Assessmentcited by 12
- 2026Detecting LLM-Generated Text with Performance Guaranteescited by 10
- 2023Constructing Dreams using Generative AIcited by 8
- 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Textcited by 8
- 2024Generative AI and Teachers -- For Us or Against Us? A Case Studycited by 6
- 2024The AI Assessment Scale (AIAS) in action: A pilot implementation of GenAI supported assessment- A Preprintcited by 5
- 2025CoTAL: Human-in-the-Loop Prompt Engineering for Generalizable Formative Assessment Scoring and Feedbackcited by 5
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'cited by 4
- 2024How Do Students Interact with an LLM-powered Virtual Teaching Assistant in Different Educational Settings?cited by 4
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrumentcited by 3
29 more
- 2024ChatGPT in Data Visualization Education: A Student Perspectivecited by 3
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professionscited by 3
- 2024BoilerTAI: A Platform for Enhancing Instruction Using Generative AI in Educational Forumscited by 2
- 2024Embedding an Ethical Mind: Aligning Text-to-Image Synthesis via Lightweight Value Optimizationcited by 2
- 2026What Drives Students' Use of AI Chatbots? Technology Acceptance in Conversational AIcited by 2
- 2023"ChatGPT, a Friend or Foe for Education?" Analyzing the User's Perspectives on the Latest AI Chatbot Via Redditcited by 1
- 2023Ethical Implications of ChatGPT in Higher Education: A Scoping Reviewcited by 1
- 2024Students' Perceived Roles, Opportunities, and Challenges of a Generative AI-powered Teachable Agent: A Case of Middle School Math Classcited by 1
- 2025A Review of Generative AI in Computer Science Education: Challenges and Opportunities in Accuracy, Authenticity, and Assessmentcited by 1
- 2025Beyond Automation: Socratic AI, Epistemic Agency, and the Implications of the Emergence of Orchestrated Multi-Agent Learning Architecturescited by 1
- 2025Pilot Study on Generative AI and Critical Thinking in Higher Education Classroomscited by 1
- 2025Understanding Critical Thinking in Generative Artificial Intelligence Use: Development, Validation, and Correlates of the Critical Thinking in AI Use Scalecited by 1
- 2025A Comparative Study of Student Perspectives on Technical Writing Feedback Quality: Evaluating LLMs, SLMs, and Humans in Computer Science Topicscited by 1
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted Newscited by 1
- 2024The EAP-AIAS: Adapting the AI Assessment Scale for English for Academic Purposescited by 0
- 2024AI Governance in Higher Education: Case Studies of Guidance at Big Ten Universitiescited by 0
- 2024Elementary School Students' and Teachers' Perceptions Towards Creative Mathematical Writing with Generative AIcited by 0
- 2025Ensemble ToT of LLMs and Its Application to Automatic Grading System for Supporting Self-Learningcited by 0
- 2025Generative AI in K-12 Education: The CyberScholar Initiativecited by 0
- 2025The impact of AI and peer feedback on research writing skills: a study using the CGScholar platform among Kazakhstani scholarscited by 0
- 2025The Gen AI Generation: Student Views of Awareness, Preparedness, and Concerncited by 0
- 2025Quantifying Perception-Based Student Success with Generative AI: An Exploratory Monte Carlo Simulationcited by 0
- 2025Investigating Student Interaction Patterns with Large Language Model-Powered Course Assistants in Computer Science Coursescited by 0
- 2025Gen AI in Proof-based Math Courses: A Pilot Studycited by 0
- 2025Methodological Variation in Studying Staff and Student Perceptions of AIcited by 0
- 2026Multi-Level Barriers to Generative AI Adoption Across Disciplines and Professional Roles in Higher Educationcited by 0
- 2026Exploring Student Perception on Gen AI Adoption in Higher Education: A Descriptive Studycited by 0
- 2026The impact of generative artificial intelligence on academic development of Chinese students in humanities and social sciencescited by 0
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)cited by 0
- 2026The impact of generative artificial intelligence on academic development of Chinese students in humanities and social sciences23 Jun 2026
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)4 Jun 2026
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted News14 May 2026
- 2026Exploring Student Perception on Gen AI Adoption in Higher Education: A Descriptive Study29 Mar 2026
- 2026Multi-Level Barriers to Generative AI Adoption Across Disciplines and Professional Roles in Higher Education27 Mar 2026
- 2026What Drives Students' Use of AI Chatbots? Technology Acceptance in Conversational AI24 Feb 2026
- 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Text29 Jan 2026
- 2026Detecting LLM-Generated Text with Performance Guarantees10 Jan 2026
- 2025Methodological Variation in Studying Staff and Student Perceptions of AI22 Dec 2025
- 2025Understanding Critical Thinking in Generative Artificial Intelligence Use: Development, Validation, and Correlates of the Critical Thinking in AI Use Scale13 Dec 2025
- 2025A Comparative Study of Student Perspectives on Technical Writing Feedback Quality: Evaluating LLMs, SLMs, and Humans in Computer Science Topics1 Dec 2025
- 2025Gen AI in Proof-based Math Courses: A Pilot Study16 Sep 2025
29 more
- 2025Investigating Student Interaction Patterns with Large Language Model-Powered Course Assistants in Computer Science Courses10 Sep 2025
- 2025Pilot Study on Generative AI and Critical Thinking in Higher Education Classrooms29 Aug 2025
- 2025Beyond Automation: Socratic AI, Epistemic Agency, and the Implications of the Emergence of Orchestrated Multi-Agent Learning Architectures7 Aug 2025
- 2025Quantifying Perception-Based Student Success with Generative AI: An Exploratory Monte Carlo Simulation30 Jun 2025
- 2025A Review of Generative AI in Computer Science Education: Challenges and Opportunities in Accuracy, Authenticity, and Assessment17 Jun 2025
- 2025The Gen AI Generation: Student Views of Awareness, Preparedness, and Concern4 May 2025
- 2025CoTAL: Human-in-the-Loop Prompt Engineering for Generalizable Formative Assessment Scoring and Feedback3 Apr 2025
- 2025AI Rivalry as a Craft: How Resisting and Embracing Generative AI Reshape Writing Professions12 Mar 2025
- 2025The impact of AI and peer feedback on research writing skills: a study using the CGScholar platform among Kazakhstani scholars5 Mar 2025
- 2025Ensemble ToT of LLMs and Its Application to Automatic Grading System for Supporting Self-Learning23 Feb 2025
- 2025Generative AI in K-12 Education: The CyberScholar Initiative28 Jan 2025
- 2024Generative AI Literacy: Twelve Defining Competencies29 Nov 2024
- 2024Embedding an Ethical Mind: Aligning Text-to-Image Synthesis via Lightweight Value Optimization16 Oct 2024
- 2024BoilerTAI: A Platform for Enhancing Instruction Using Generative AI in Educational Forums20 Sep 2024
- 2024AI Governance in Higher Education: Case Studies of Guidance at Big Ten Universities3 Sep 2024
- 2024Elementary School Students' and Teachers' Perceptions Towards Creative Mathematical Writing with Generative AI26 Aug 2024
- 2024Students' Perceived Roles, Opportunities, and Challenges of a Generative AI-powered Teachable Agent: A Case of Middle School Math Class26 Aug 2024
- 2024The EAP-AIAS: Adapting the AI Assessment Scale for English for Academic Purposes2 Aug 2024
- 2024How Do Students Interact with an LLM-powered Virtual Teaching Assistant in Different Educational Settings?15 Jul 2024
- 2024ChatGPT in Data Visualization Education: A Student Perspective1 May 2024
- 2024Generative AI and Teachers -- For Us or Against Us? A Case Study4 Apr 2024
- 2024The AI Assessment Scale (AIAS) in action: A pilot implementation of GenAI supported assessment- A Preprint15 Mar 2024
- 2023The AI Assessment Scale (AIAS): A Framework for Ethical Integration of Generative AI in Educational Assessment12 Dec 2023
- 2023Ethical Implications of ChatGPT in Higher Education: A Scoping Review24 Nov 2023
- 2023"ChatGPT, a Friend or Foe for Education?" Analyzing the User's Perspectives on the Latest AI Chatbot Via Reddit27 Sep 2023
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'6 Jun 2023
- 2023Constructing Dreams using Generative AI19 May 2023
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?4 May 2023
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrument2 May 2023
- 2024Generative AI Literacy: Twelve Defining Competenciescited by 13
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?cited by 12
- 2023The AI Assessment Scale (AIAS): A Framework for Ethical Integration of Generative AI in Educational Assessmentcited by 12
- 2026Detecting LLM-Generated Text with Performance Guaranteescited by 10
- 2023Constructing Dreams using Generative AIcited by 8
- 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Textcited by 8
- 2024Generative AI and Teachers -- For Us or Against Us? A Case Studycited by 6
- 2024The AI Assessment Scale (AIAS) in action: A pilot implementation of GenAI supported assessment- A Preprintcited by 5
- 2025CoTAL: Human-in-the-Loop Prompt Engineering for Generalizable Formative Assessment Scoring and Feedbackcited by 5
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'cited by 4
- 2024How Do Students Interact with an LLM-powered Virtual Teaching Assistant in Different Educational Settings?cited by 4
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrumentcited by 3
12 most cited of 38 All 38 (JSON)
- 2026The impact of generative artificial intelligence on academic development of Chinese students in humanities and social sciences23 Jun 2026
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)4 Jun 2026
- 2026Towards Gaze-Informed AI Disclosure Interfaces: Eye-Tracking Attentional and Cognitive Load While Reading AI-Assisted News14 May 2026
- 2026Exploring Student Perception on Gen AI Adoption in Higher Education: A Descriptive Study29 Mar 2026
- 2026Multi-Level Barriers to Generative AI Adoption Across Disciplines and Professional Roles in Higher Education27 Mar 2026
- 2026What Drives Students' Use of AI Chatbots? Technology Acceptance in Conversational AI24 Feb 2026
- 2026Learn-to-Distance: Distance Learning for Detecting LLM-Generated Text29 Jan 2026
- 2026Detecting LLM-Generated Text with Performance Guarantees10 Jan 2026
- 2025Methodological Variation in Studying Staff and Student Perceptions of AI22 Dec 2025
- 2025Understanding Critical Thinking in Generative Artificial Intelligence Use: Development, Validation, and Correlates of the Critical Thinking in AI Use Scale13 Dec 2025
- 2025Gen AI in Proof-based Math Courses: A Pilot Study16 Sep 2025
- 2025Investigating Student Interaction Patterns with Large Language Model-Powered Course Assistants in Computer Science Courses10 Sep 2025
12 newest of 38 All 38 (JSON)