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As artificial intelligence (AI) advances in reasoning capabilities, most recently with the emergence of Large Reasoning Models (LRMs), understanding how children conceptualize AI's reasoning processes becomes critical for fostering AI…

Artificial Intelligence · Computer Science 2025-05-23 Aayushi Dangol , Robert Wolfe , Runhua Zhao , JaeWon Kim , Trushaa Ramanan , Katie Davis , Julie A. Kientz

In the early stages of scientific research, researchers rely on core scholarly judgments to identify relevant literature, assess credible evidence, and determine which directions merit pursuit. As AI tools become increasingly integrated…

Computers and Society · Computer Science 2026-04-28 Sanjana Gautam , Houjiang Liu , Yujin Choi , Matthew Lease

Prompt engineering is critical for effective interaction with large language models (LLMs) such as ChatGPT. However, efforts to teach this skill to students have been limited. This study designed and implemented a prompt engineering…

Computers and Society · Computer Science 2025-12-11 David James Woo , Deliang Wang , Tim Yung , Kai Guo

E-learning platforms that personalise content selection with AI are often criticised for lacking transparency and controllability. Researchers have therefore proposed solutions such as open learner models and letting learners select from…

Human-Computer Interaction · Computer Science 2024-12-23 Jeroen Ooge , Arno Vanneste , Maxwell Szymanski , Katrien Verbert

Concerns about the societal impact of AI-based services and systems has encouraged governments and other organisations around the world to propose AI policy frameworks to address fairness, accountability, transparency and related topics. To…

As large language models (LLMs) continue to advance, reliable evaluation methods are essential particularly for open-ended, instruction-following tasks. LLM-as-a-Judge enables automatic evaluation using LLMs as evaluators, but its…

Computation and Language · Computer Science 2025-06-17 Yusuke Yamauchi , Taro Yano , Masafumi Oyamada

Generative artificial systems (GenAI) have experienced exponential growth in the past couple of years. These systems offer exciting capabilities, such as generating programs, that students can well utilize for their learning. Among many…

Human-Computer Interaction · Computer Science 2024-02-05 Matin Amoozadeh , David Daniels , Daye Nam , Aayush Kumar , Stella Chen , Michael Hilton , Sruti Srinivasa Ragavan , Mohammad Amin Alipour

This paper presents the course design titled "Learning Management" of which the goal is to "learn collaborative learning" for a first-year undergraduate student. The objective of the class design is to help transform the student's belief of…

Computers and Society · Computer Science 2013-08-08 Yoshiaki Matsuzawa , Sayaka Tohyama , Sanshiro Sakai

Large language models (LLMs) often exhibit a puzzling disconnect between their asserted confidence and actual problem-solving competence. We offer a mechanistic account of this decoupling by analyzing the geometry of internal states across…

Computation and Language · Computer Science 2025-10-30 Debdeep Sanyal , Manya Pandey , Dhruv Kumar , Saurabh Deshpande , Murari Mandal

This paper examines how graduate students develop frameworks for evaluating machine-generated expertise in web-based interactions with large language models (LLMs). Through a qualitative study combining surveys, LLM interaction transcripts,…

Human-Computer Interaction · Computer Science 2025-04-28 Celia Chen , Alex Leitch

An essential element of K-12 AI literacy is educating learners about the ethical and societal implications of AI systems. Previous work in AI ethics literacy have developed curriculum and classroom activities that engage learners in…

Computers and Society · Computer Science 2023-05-30 Safinah Ali , Vishesh Kumar , Cynthia Breazeal

Artificial intelligence (AI) is everywhere, with many children having increased exposure to AI technologies in daily life. We aimed to understand middle school girls' (a group often excluded group in tech) perceptions and knowledge gaps…

Human-Computer Interaction · Computer Science 2023-02-28 Jaemarie Solyst , Alexis Axon , Angela E. B. Stewart , Motahhare Eslami , Amy Ogan

The prevalence of online platforms and studies has generated the demand for automated grading tools, and as a result, there are plenty in the market. Such tools are developed to grade coding assignments quickly, accurately, and…

Computers and Society · Computer Science 2022-12-06 Aditi Agrawal , Benjamin Reed

This thesis investigates the psychological factors that influence belief in AI predictions, comparing them to belief in astrology- and personality-based predictions, and examines the "personal validation effect" in the context of AI,…

Human-Computer Interaction · Computer Science 2024-09-25 Eunhae Lee

As generative AI (Gen-AI) tools become more prevalent in education, there is a growing need to understand how educators, not just students, can actively shape their design and use. This study investigates how two instructors integrated four…

Human-Computer Interaction · Computer Science 2025-07-30 Qian Huang , Thijs Willems

The rise of machine learning (ML) is accompanied by several high-profile cases that have stressed the need for fairness, accountability, explainability and trust in ML systems. The existing literature has largely focused on fully automated…

Computers and Society · Computer Science 2023-06-14 Bhavya Ghai

Generative AI challenges traditional assessments by allowing students to produce correct answers without demonstrating understanding or reasoning. Rather than prohibiting AI, this work argues that one way to integrate AI into education is…

Computers and Society · Computer Science 2026-02-03 Ahmad Samer Wazan

AI-supported tools can help learners overcome challenges in programming education by providing adaptive assistance. However, existing research often focuses on individual tools rather than deriving broader design recommendations. A key…

Human-Computer Interaction · Computer Science 2025-03-04 Zihan Wu , Yicheng Tang , Barbara Ericson

This paper addresses the incorporation of problem decomposition skills as an important component of computational thinking (CT) in K-12 computer science (CS) education. Despite the growing integration of CS in schools, there is a lack of…

Human-Computer Interaction · Computer Science 2024-11-25 Dorit Assaf , Giorgia Adorni , Elia Lutz , Lucio Negrini , Alberto Piatti , Francesco Mondada , Francesca Mangili , Luca Maria Gambardella

As generative AI (GenAI) emerges as a transformative force, clear understanding of high school students' perspectives is essential for GenAI's meaningful integration in high school environments. In this work, we draw insights from a…

Human-Computer Interaction · Computer Science 2025-06-25 Isabella Pu , Prerna Ravi , Linh Dieu Dinh , Chelsea Joe , Caitlin Ogoe , Zixuan Li , Cynthia Breazeal , Anastasia K. Ostrowski
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