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Hedges play an important role in the management of conversational interaction. In peer tutoring, they are notably used by tutors in dyads (pairs of interlocutors) experiencing low rapport to tone down the impact of instructions and negative…

Computation and Language · Computer Science 2023-06-28 Yann Raphalen , Chloé Clavel , Justine Cassell

National and international policy efforts increasingly promote AI literacy in K--12 education, yet access to AI tools alone is insufficient to ensure equitable and responsible participation, particularly in under-resourced contexts. Without…

Computers and Society · Computer Science 2026-03-30 Valentina Kuskova , Sonia Howell , Brianna Stines , Brianna Conaghan

The true potential of human-AI collaboration lies in exploiting the complementary capabilities of humans and AI to achieve a joint performance superior to that of the individual AI or human, i.e., to achieve complementary team performance…

Artificial Intelligence · Computer Science 2023-10-04 Max Schemmer , Andrea Bartos , Philipp Spitzer , Patrick Hemmer , Niklas Kühl , Jonas Liebschner , Gerhard Satzger

This study examines the role of AI-assisted pretesting in enhancing learning outcomes, particularly when integrated with generative AI tools like ChatGPT. Pretesting, a learning strategy in which students attempt to answer questions or…

Human-Computer Interaction · Computer Science 2025-04-15 Mahir Akgun , Sacip Toker

Integration of human feedback plays a key role in improving the learning capabilities of intelligent systems. This comparative study delves into the performance, robustness, and limitations of imitation learning compared to traditional…

Machine Learning · Computer Science 2024-10-30 Amr Gomaa , Bilal Mahdy

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Computation and Language · Computer Science 2026-04-20 Myke C. Cohen , Mingqian Zheng , Neel Bhandari , Hsien-Te Kao , Xuhui Zhou , Daniel Nguyen , Laura Cassani , Maarten Sap , Svitlana Volkova

This study investigates the optimization of Generative AI (GenAI) systems through human feedback, focusing on how varying feedback mechanisms influence the quality of GenAI outputs. We devised a Human-AI training loop where 32 students,…

Human-Computer Interaction · Computer Science 2024-04-25 Jacob Sherson , Florent Vinchon

Generative AI systems have rapidly advanced, with multimodal input capabilities enabling reasoning beyond text-based tasks. In education, these advancements could influence assessment design and question answering, presenting both…

Computers and Society · Computer Science 2025-07-08 Aymeric de Chillaz , Anna Sotnikova , Patrick Jermann , Antoine Bosselut

This review examines the role of artificial intelligence (AI) agents in programming education, focusing on how these tools are being integrated into educational practice and their impact on student learning outcomes. An analysis of…

Human-Computer Interaction · Computer Science 2026-01-16 Said Elnaffar , Farzad Rashidi , Abedallah Zaid Abualkishik

This paper addresses the problem of synthesizing the behavior of an AI agent that provides proactive task assistance to a human in settings like factory floors where they may coexist in a common environment. Unlike in the case of requested…

Artificial Intelligence · Computer Science 2021-09-07 Anagha Kulkarni , Siddharth Srivastava , Subbarao Kambhampati

Artificial intelligence (AI) is increasingly embedded in vocational education systems, yet empirical evidence linking institutional AI readiness to student learning outcomes remains limited. This study develops and tests a 2-2-1 cross-level…

Computers and Society · Computer Science 2026-03-23 Xiu Guan , Mingmin Zheng , Dragan Gašević , Wenxin Guo , Yingqun Liu , Xibin Han , Danijela Gasevic , Ruiling Ma , Qi Wu , Lixiang Yan

This paper presents a multi-dimensional view of AI's role in learning and education, emphasizing the intricate interplay between AI, analytics, and the learning processes. Here, I challenge the prevalent narrow conceptualisation of AI as…

Computers and Society · Computer Science 2024-07-09 Mutlu Cukurova

Learned optimizers are a crucial component of meta-learning. Recent advancements in scalable learned optimizers have demonstrated their superior performance over hand-designed optimizers in various tasks. However, certain characteristics of…

Machine Learning · Computer Science 2023-06-01 Gaole Dai , Wei Wu , Ziyu Wang , Jie Fu , Shanghang Zhang , Tiejun Huang

Artificial intelligence (AI) is broadly deployed as an advisor to human decision-makers: AI recommends a decision and a human accepts or rejects the advice. This approach, however, has several limitations: People frequently ignore accurate…

Human-Computer Interaction · Computer Science 2026-04-03 Julian Berger , Pantelis P. Analytis , Ville Satopää , Ralf H. J. M. Kurvers

Current in-IDE AI coding tools typically rely on time-consuming manual prompting and context management, whereas proactive alternatives that anticipate developer needs without explicit invocation remain underexplored. Understanding when…

Human-Computer Interaction · Computer Science 2026-01-16 Nadine Kuo , Agnia Sergeyuk , Valerie Chen , Maliheh Izadi

Data storytelling workflows ask learners to integrate analytical, design, and narrative skills, but instructors rarely have the capacity to provide detailed feedback at each step. Computational and AI-assisted storytelling offers…

Human-Computer Interaction · Computer Science 2026-05-19 Jennifer Posada , Taha Hassan , Lujie Karen Chen , Louise Yarnall , Jiaqi Gong

The increasing availability and use of artificial intelligence (AI) tools in educational settings has raised concerns about students' overreliance on these technologies. Overreliance occurs when individuals accept incorrect AI-generated…

Computers and Society · Computer Science 2025-06-18 Griffin Pitts , Neha Rani , Weedguet Mildort , Eva-Marie Cook

In online education, innovative tools are crucial for enhancing learning outcomes. SAM (Study with AI Mentor) is an advanced platform that integrates educational videos with a context-aware chat interface powered by large language models.…

Artificial Intelligence · Computer Science 2025-02-25 Anna Bodonhelyi , Enkeleda Thaqi , Süleyman Özdel , Efe Bozkir , Enkelejda Kasneci

This study explores the integration of Augmented Intelligence (AuI) in Intelligent Tutoring Systems (ITS) to address challenges in Artificial Intelligence in Education (AIED), including teacher involvement, AI reliability, and resource…

Tutoring systems improve learning through tailored interventions, such as worked examples, but often suffer from the aptitude-treatment interaction effect where low prior knowledge learners benefit more. We applied the ICAP learning theory…

Human-Computer Interaction · Computer Science 2026-02-20 Sutapa Dey Tithi , Xiaoyi Tian , Ally Limke , Min Chi , Tiffany Barnes
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