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Teaching assistants (TAs) are essential to grading and feedback provision in proof-based courses, yet these tasks are time-intensive and difficult to scale. Although Large Language Models (LLMs) have been studied for grading and feedback,…

Human-Computer Interaction · Computer Science 2026-03-02 Romina Mahinpei , Sofiia Druchyna , Manoel Horta Ribeiro

Large language models (LLMs) show strong potential to support creative tasks, but the role of the interface design is poorly understood. In particular, the effect of different modes of collaboration between humans and LLMs on co-creation…

Human-Computer Interaction · Computer Science 2026-03-10 Sebastian Maier , Manuel Schneider , Stefan Feuerriegel

In this paper, we investigate how individuals evaluate human and large langue models generated responses to popular questions when the source of the content is either concealed or disclosed. Through a controlled field experiment,…

Human-Computer Interaction · Computer Science 2025-03-24 Petr Parshakov , Iuliia Naidenova , Sofia Paklina , Nikita Matkin , Cornel Nesseler

Learning analytics can guide human tutors to efficiently address motivational barriers to learning that AI systems struggle to support. Students become more engaged when they receive human attention. However, what occurs during short…

Computers and Society · Computer Science 2026-01-16 Conrad Borchers , Ashish Gurung , Qinyi Liu , Danielle R. Thomas , Mohammad Khalil , Kenneth R. Koedinger

Despite the well-established importance of feedback in education, the application of Artificial Intelligence (AI)-generated feedback, particularly from language models like ChatGPT, remains understudied in translation education. This study…

Human-Computer Interaction · Computer Science 2024-10-14 Simin Xu , Yanfang Su , Kanglong Liu

This study explores whether labeling AI as "trustworthy" or "reliable" influences user perceptions and acceptance of automotive AI technologies. Using a one-way between-subjects design, the research involved 478 online participants who were…

Human-Computer Interaction · Computer Science 2025-07-15 John Dorsch , Ophelia Deroy

There is a growing body of work on learning from human feedback to align various aspects of machine learning systems with human values and preferences. We consider the setting of fairness in content moderation, in which human feedback is…

Machine Learning · Computer Science 2024-06-11 Emilia Agis Lerner , Florian E. Dorner , Elliott Ash , Naman Goel

The feedback provided by current testing education tools about the deficiencies in a student's test suite either mimics industry code coverage tools or lists specific instructor test cases that are missing from the student's test suite.…

Software Engineering · Computer Science 2020-11-30 Lucas Cordova , Jeffrey Carver , Gursimran Walia , Noah Gershmel

Learning analytics (LA) provides data-driven feedback that aims to improve learning and inform action. For learners, LA-based feedback may scaffold self-regulated learning skills, which are crucial to learning success. For teachers,…

Human-Computer Interaction · Computer Science 2023-07-07 Yi-Shan Tsai

This paper contributes a first study into how different human users deliver simultaneous control and feedback signals during human-robot interaction. As part of this work, we formalize and present a general interactive learning framework…

Artificial Intelligence · Computer Science 2017-03-16 Kory W. Mathewson , Patrick M. Pilarski

Artificial intelligence (AI) tools such as large language models (LLMs) are already altering student learning. Unlike previous technologies, LLMs can independently solve problems regardless of student understanding, yet are not always…

Theoretical Economics · Economics 2025-09-04 Eric Gao

Concerns that interacting with generative AI homogenizes human cognition are largely based on evidence from text-based interactions, potentially conflating the effects of AI systems with those of written communication. This study examines…

Human-Computer Interaction · Computer Science 2026-03-31 Neelam Modi Jain , Dan J. Wang

Reflective writing is part of many higher education courses across the globe. It is often considered a challenging task for students as it requires self-regulated learning skills to appropriately plan, timely engage and deeply reflect on…

Computers and Society · Computer Science 2022-11-16 Wannapon Suraworachet , Qi Zhou , Mutlu Cukurova

As AI advances in text generation, human trust in AI generated content remains constrained by biases that go beyond concerns of accuracy. This study explores how bias shapes the perception of AI versus human generated content. Through three…

Computation and Language · Computer Science 2025-08-07 Tiffany Zhu , Iain Weissburg , Kexun Zhang , William Yang Wang

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

Computers and Society · Computer Science 2025-10-28 Hugo Roger Paz

Collaborative decision-making with artificial intelligence (AI) agents presents opportunities and challenges. While human-AI performance often surpasses that of individuals, the impact of such technology on human behavior remains…

Artificial Intelligence · Computer Science 2024-11-18 Marco Matarese , Francesco Rea , Katharina J. Rohlfing , Alessandra Sciutti

Fairness is a growing concern for high-risk decision-making using Artificial Intelligence (AI) but ensuring it through purely technical means is challenging: there is no universally accepted fairness measure, fairness is context-dependent,…

Artificial Intelligence · Computer Science 2024-10-07 Evdoxia Taka , Yuri Nakao , Ryosuke Sonoda , Takuya Yokota , Lin Luo , Simone Stumpf

LLMs are popular among clinicians for decision-support because of simple text-based interaction. However, their impact on clinicians' performance is ambiguous. Not knowing how clinicians use this new technology and how they compare it to…

Human-Computer Interaction · Computer Science 2026-02-02 Behnam Rahdari , Sameer Shaikh , Jonathan H Chen , Tobias Gerstenberg , Shriti Raj

AI's integration into education promises to equip teachers with data-driven insights and intervene in student learning. Despite the intended advancements, there is a lack of understanding of interactions and emerging dynamics in classrooms…

Computers and Society · Computer Science 2024-12-20 Bingyi Han , Simon Coghlan , George Buchanan , Dana McKay

Large language models (LLMs) have demonstrated the ability to generate formative feedback and instructional hints in English, making them increasingly relevant for AI-assisted education. However, their ability to provide effective…

Computation and Language · Computer Science 2025-06-06 Junior Cedric Tonga , KV Aditya Srivatsa , Kaushal Kumar Maurya , Fajri Koto , Ekaterina Kochmar