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Large language models (LLMs) are rapidly transforming knowledge work by improving the quality and efficiency of tasks such as writing, coding, and data analysis. However, their growing use in education has exposed a learning-performance…

Prompt-induced cognitive biases are changes in a general-purpose AI (GPAI) system's decisions caused solely by biased wording in the input (e.g., framing, anchors), not task logic. In software engineering (SE) decision support (where…

Software Engineering · Computer Science 2026-04-23 Francesco Sovrano , Gabriele Dominici , Alberto Bacchelli

While research on human-AI collaboration exists, it mainly examined language learning and used traditional counting methods with little attention to evolution and dynamics of collaboration on cognitively demanding tasks. This study examines…

Human-Computer Interaction · Computer Science 2025-08-18 Mohammed Saqr , Kamila Misiejuk , Sonsoles López-Pernas

With the proliferation of large language model (LLM) applications since 2022, their use in education has sparked both excitement and concern. Recent studies consistently highlight students' (mis)use of LLMs can hinder learning outcomes.…

Human-Computer Interaction · Computer Science 2025-07-01 Ruiwei Xiao , Xinying Hou , Runlong Ye , Majeed Kazemitabaar , Nicholas Diana , Michael Liut , John Stamper

Instructors play a pivotal role in integrating AI into education, yet their adoption of AI-powered tools remains inconsistent. Despite this, limited research explores how to design AI tools that support broader instructor adoption. This…

Human-Computer Interaction · Computer Science 2025-03-10 Si Chen , Reid Metoyer , Khiem Le , Adam Acunin , Izzy Molnar , Alex Ambrose , James Lang , Nitesh Chawla , Ronald Metoyer

Prompting is central to interaction with AI systems, yet many users struggle to explore alternative directions, articulate creative intent, or understand how variations in prompts shape model outputs. We introduce prompt recommender systems…

Human-Computer Interaction · Computer Science 2026-01-23 Jason Kim , Maria Teleki , James Caverlee

Integrating Large Language Models (LLMs) into educational practice enables personalized learning by accommodating diverse learner behaviors. This study explored diverse learner profiles within a multi-agent, LLM-empowered learning…

Computers and Society · Computer Science 2025-10-13 Zhanxin Hao , Jianxiao Jiang , Jifan Yu , Zhiyuan Liu , Yu Zhang

University students face immense challenges during their undergraduate lives, often being deprived of personalized on-demand guidance that mentors fail to provide at scale. Digital tools exist, but there is a serious lack of customized…

Information Retrieval · Computer Science 2025-11-07 Mashrur Rahman , Mantaqa abedin , Monowar Zamil Abir , Faizul Islam Ansari , Adib Reza , Farig Yousuf Sadeque , Niloy Farhan

The integration of ChatGPT as a supportive tool in education, notably in programming courses, addresses the unique challenges of programming education by providing assistance with debugging, code generation, and explanations. Despite…

Computers and Society · Computer Science 2024-04-08 Boxaun Ma , Li Chen , Shin'ichi Konomi

ChatGPT, launched in November 2022, has gained widespread attention from students and educators globally, with an online report by Hu (2023) stating it as the fastest-growing consumer application in history. While discussions on the use of…

Computers and Society · Computer Science 2023-05-31 Gaoxia Zhu , Xiuyi Fan , Chenyu Hou , Tianlong Zhong , Peter Seow , Annabel Chen Shen-Hsing , Preman Rajalingam , Low Kin Yew , Tan Lay Poh

Many people learn programming independently from online resources and often report struggles in achieving their personal learning goals. Learners frequently describe their experiences as isolating and frustrating, challenged by abundant…

Human-Computer Interaction · Computer Science 2025-07-31 Sami Saeed Alghamdi , Christopher Bull , Ahmed Kharrufa

Background: The integration of artificial intelligence (AI) into daily life, particularly through chatbots utilizing natural language processing (NLP), presents both revolutionary potential and unique challenges. This intended to…

Computation and Language · Computer Science 2024-04-16 Gian Alexandre Michaelsen , Renato P. dos Santos

Younger generations are growing up in a world increasingly shaped by intelligent technologies, making early AI literacy crucial for developing the skills to critically understand and navigate them. However, education in this field often…

Artificial Intelligence · Computer Science 2025-05-28 Maria Cristina Carrisi , Mirko Marras , Sara Vergallo

In recent years, Artificial Intelligence techniques have emerged as useful tools for solving various engineering problems that were not possible or convenient to handle by traditional methods. AI has directly influenced many areas of…

Robotics · Computer Science 2014-07-02 Erik Cuevas , Daniel Zaldivar , Marco Perez- , Marte Ramirez

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

With the launch of ChatGPT, serious concerns have reasonably been raised of its ill-effect on the integrity of remote take-home exams. By way of mitigating the concern, in this study, a rather straightforward Artificial-Intelligence…

Physics Education · Physics 2023-06-06 P G Kubendran Amos

The field of prompt engineering is becoming an essential phenomenon in artificial intelligence. It is altering how data scientists interact with large language models (LLMs) for analytics applications. This research paper shares empirical…

Digital Libraries · Computer Science 2026-02-03 Snehasish Paul , Rohit Kumar , Laxman Das

Several reports in education have called for transforming physics learning environments by promoting sensemaking of real-world scenarios in light of curricular ideas. Recent advancements in Generative-Artificial Intelligence has garnered…

This research investigates the use of customized GPT models to enhance prompting proficiency among architecture students when generating AI-driven images. Prompt engineering is increasingly essential in architectural education due to the…

Human-Computer Interaction · Computer Science 2025-04-28 Juan David Salazar Rodriguez , Sam Conrad Joyce , Julfendi

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…

Human-Computer Interaction · Computer Science 2025-12-23 Yueqiao Jin , Roberto Martinez-Maldonado , Dragan Gašević , Lixiang Yan