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Diagnosing student problem behaviors requires teachers to synthesize multifaceted information, identify behavioral categories, and plan intervention strategies. Although fine-tuned large language models (LLMs) can support this process…

计算与语言 · 计算机科学 2026-04-27 Zhilin Fan , Deliang Wang , Penghe Chen , Yu Lu

Generative AI is increasingly embedded in collaborative learning, yet little is known about how AI personas shape learner agency when AI teammates are present but not disclosed. This mechanism study examines how supportive and contrarian AI…

人机交互 · 计算机科学 2025-12-23 Yueqiao Jin , Roberto Martinez-Maldonado , Dragan Gašević , Lixiang Yan

Systems analysis students increasingly use Generative AI, yet current pedagogy lacks systematic approaches for teaching responsible AI orchestration that fosters critical thinking whilst meeting educational outcomes. Students risk accepting…

人机交互 · 计算机科学 2025-11-25 Mahmoud Elkhodr , Ergun Gide

Artificial intelligence (AI) tools are being incorporated into scientific research workflows with the potential to enhance efficiency in tasks such as document analysis, question answering (Q&A), and literature search. However, system…

人工智能 · 计算机科学 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold

Artificial intelligence (AI) systems increasingly support decision-making across critical domains, yet current explainable AI (XAI) approaches prioritize algorithmic transparency over human comprehension. While XAI methods reveal…

人工智能 · 计算机科学 2026-02-13 Christian Meske , Justin Brenne , Erdi Uenal , Sabahat Oelcer , Ayseguel Doganguen

Feedback is important in supporting student learning. While various automated feedback systems have been implemented to make the feedback scalable, many existing solutions only focus on generating text-based feedback. As is indicated in the…

人机交互 · 计算机科学 2025-10-03 Chloe Qianhui Zhao , Jie Cao , Eason Chen , Kenneth R. Koedinger , Jionghao Lin

The integration of Generative Artificial Intelligence (GAI) and Large Language Models (LLMs) in academia has spurred a global discourse on their potential pedagogical benefits and ethical considerations. Positive reactions highlight some…

计算机与社会 · 计算机科学 2025-03-19 Junfeng Jiao , Saleh Afroogh , Kevin Chen , David Atkinson , Amit Dhurandhar

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

计算机与社会 · 计算机科学 2025-12-05 Shi Ding , Brian Magerko

Systematic literature reviews are the highest quality of evidence in research. However, the review process is hindered by significant resource and data constraints. The Literature Review Network (LRN) is the first of its kind explainable AI…

数字图书馆 · 计算机科学 2024-08-13 Joshua Morriss , Tod Brindle , Jessica Bah Rösman , Daniel Reibsamen , Andreas Enz

Human-AI interaction researchers face an overwhelming challenge: synthesizing insights from thousands of empirical studies to understand how AI impacts people and inform effective design. Existing approach for literature reviews cluster…

人机交互 · 计算机科学 2025-10-01 Chayapatr Archiwaranguprok , Awu Chen , Sheer Karny , Hiroshi Ishii , Pattie Maes , Pat Pataranutaporn

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it…

人机交互 · 计算机科学 2025-05-26 Niklas Holzner , Sebastian Maier , Stefan Feuerriegel

The study was conducted in an Advanced Quantitative Research Methods course involving 20 graduate students. During the course, student inquiries made to the AI were recorded and coded using Bloom's taxonomy and the CLEAR framework. A series…

人机交互 · 计算机科学 2025-06-04 Zhanxin Hao , Haifeng Luo , Yongyi Chen , Yu Zhang

Data visualizations like charts are fundamental tools for quantitative analysis and decision-making across fields, requiring accurate interpretation and mathematical reasoning. The emergence of Multimodal Large Language Models (MLLMs)…

人工智能 · 计算机科学 2025-08-26 Anku Rani , Aparna Garimella , Apoorv Saxena , Balaji Vasan Srinivasan , Paul Pu Liang

Artificial intelligence (AI) enables machines to learn from human experience, adjust to new inputs, and perform human-like tasks. AI is progressing rapidly and is transforming the way businesses operate, from process automation to cognitive…

机器学习 · 计算机科学 2021-12-17 Ambreen Hanif

As generative AI (GenAI) increasingly permeates design workflows, its impact on design outcomes and designers' creative capabilities warrants investigation. We conducted a within-subjects experiment where we asked participants to design…

人机交互 · 计算机科学 2024-11-04 Yue Fu , Han Bin , Tony Zhou , Marx Wang , Yixin Chen , Zelia Gomes Da Costa Lai , Jacob O. Wobbrock , Alexis Hiniker

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

机器学习 · 计算机科学 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

The growing integration of generative AI in higher education is transforming how students write, learn, and engage with knowledge. As AI tools become more integrated into classrooms, there is an urgent need for pedagogical approaches that…

计算机与社会 · 计算机科学 2025-11-21 Xinran Zhu , Cong Wang , Duane Searsmith

The rapid adoption of generative AI tools is reshaping how scholars produce and communicate knowledge, raising questions about who benefits and who is left behind. We analyze over 230,000 Scopus-indexed computer science articles between…

计算机与社会 · 计算机科学 2025-09-11 Farhan Kamrul Khan , Hazem Ibrahim , Nouar Aldahoul , Talal Rahwan , Yasir Zaki

The rapid development of GenAI technologies is transforming learning, assessment, and academic production in higher education. Despite increasing student adoption, many institutions lack operational mechanisms to systematically align…

计算机与社会 · 计算机科学 2026-04-27 Michael Neumann , Lasse Bischof , Maria Rauschenberger , Eva-Maria Schön

More recently, Explainable Artificial Intelligence (XAI) research has shifted to focus on a more pragmatic or naturalistic account of understanding, that is, whether the stakeholders understand the explanation. This point is especially…

人机交互 · 计算机科学 2021-08-05 Janet Hui-wen Hsiao , Hilary Hei Ting Ngai , Luyu Qiu , Yi Yang , Caleb Chen Cao