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Visual design instructors often provide multi-modal feedback, mixing annotations with text. Prior theory emphasizes the importance of actionable feedback, where "actionability" lies on a spectrum--from surfacing relevant design concepts to…

Human-Computer Interaction · Computer Science 2026-03-06 Mingyi Li , Mengyi Chen , Sarah Luo , Yining Cao , Haijun Xia , Maitraye Das , Steven P. Dow , Jane L. E

Providing feedback, both assessing final work and giving hints to stuck students, is difficult for open-ended assignments in massive online classes which can range from thousands to millions of students. We introduce a neural network method…

Machine Learning · Computer Science 2015-05-25 Chris Piech , Jonathan Huang , Andy Nguyen , Mike Phulsuksombati , Mehran Sahami , Leonidas Guibas

We ran a study on engagement and achievement for a first year undergraduate programming module which used an online learning environment containing tasks which generate automated feedback. Students could also access human feedback from…

Computers and Society · Computer Science 2022-01-05 Beate Grawemeyer , John Halloran , Matthew England , David Croft

Research demonstrates learners engaging in the process of producing explanations to support their reasoning, can have a positive impact on learning. However, providing learners real-time explanatory feedback often presents challenges…

Computation and Language · Computer Science 2023-06-28 Jionghao Lin , Danielle R. Thomas , Feifei Han , Shivang Gupta , Wei Tan , Ngoc Dang Nguyen , Kenneth R. Koedinger

The kind of help a student receives during a task has been shown to play a significant role in their learning process. We designed an interaction scenario with a robotic tutor, in real-life settings based on an inquiry-based learning task.…

Human-Computer Interaction · Computer Science 2018-06-21 Maria Blancas-Muñoz , Vasiliki Vouloutsi , Riccardo Zucca , Anna Mura , Paul F. M. J. Verschure

In modern computer science education, massive open online courses (MOOCs) log thousands of hours of data about how students solve coding challenges. Being so rich in data, these platforms have garnered the interest of the machine learning…

Machine Learning · Computer Science 2018-12-18 Mike Wu , Milan Mosse , Noah Goodman , Chris Piech

We propose a new online learning model for learning with preference feedback. The model is especially suited for applications like web search and recommender systems, where preference data is readily available from implicit user feedback…

Machine Learning · Computer Science 2011-11-04 Pannagadatta K. Shivaswamy , Thorsten Joachims

Educating students from diverse disciplinary backgrounds is challenging. In this article, we report on our interdisciplinary course coding interaction and design (Coding IxD), which is designed for computer science and design students…

Human-Computer Interaction · Computer Science 2022-05-06 Peter Sörries , Judith Glaser , Claudia Müller-Birn , Thomas Ness , Carola Zwick

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Providing valuable and personalized feedback is essential for effective learning, but delivering it promptly can be challenging in large-scale courses. Recent research has explored automated feedback mechanisms across various programming…

Software Engineering · Computer Science 2025-08-14 Ricardo Brancas , Pedro Orvalho , Carolina Carreira , Vasco Manquinho , Ruben Martins

The arrival of AI coding assistants in educational settings presents a paradigm shift, introducing a "new kid in the classroom" for both students and instructors. Thus, understanding the perceptions of these key actors about this new…

Human-Computer Interaction · Computer Science 2025-09-17 Sergio Rojas-Galeano

This paper investigates the role of tutor feedback in language learning using computational models. We compare two dominant paradigms in language learning: interactive learning and cross-situational learning - which differ primarily in the…

Computation and Language · Computer Science 2018-12-05 Jens Nevens , Michael Spranger

GitHub introduced the suggestion feature to enable reviewers to explicitly suggest code modifications in pull requests. These suggestions make the reviewers' feedback more actionable for the submitters and represent a valuable knowledge for…

Software Engineering · Computer Science 2025-02-10 Abir Bouraffa , Yen Dieu Pham , Walid Maalej

The potential of Generative AI (GenAI) for generating feedback in computing education has been the subject of numerous studies. However, there is still limited research on how computing students engage with this feedback and to what extent…

Computers and Society · Computer Science 2025-09-15 Sven Jacobs , Maurice Kempf , Natalie Kiesler

Upon release, ChatGPT3.5 shocked the software engineering community by its ability to generate answers to specialized questions about coding. Immediately, many educators wondered if it was possible to use the chatbot as a support tool that…

Computers and Society · Computer Science 2024-11-27 Yaiza Aragonés-Soria , Julia Kotovich , Chitsutha Soomlek , Manuel Oriol

Language models can be used to provide interactive, personalized student feedback in educational settings. However, real-world deployment faces three key challenges: privacy concerns, limited computational resources, and the need for…

Computation and Language · Computer Science 2025-10-31 Fares Fawzi , Vinitra Swamy , Dominik Glandorf , Tanya Nazaretsky , Tanja Käser

With the evolution of the cloud and customer centric culture, we inherently accumulate huge repositories of textual reviews, feedback, and support data.This has driven enterprises to seek and research engagement patterns, user network…

Machine Learning · Computer Science 2020-07-23 Xin Deng , Ross Smith , Genevieve Quintin

Question-and-answer platforms such as Stack Overflow are an important way for software developers to share and retrieve knowledge. However, reusing poorly understood code can lead to serious problems, such as bugs or security…

Software Engineering · Computer Science 2025-09-16 Kathrin Figl , Maria Kirchner , Sebastian Baltes , Michael Felderer

This study examines how AI code assistants shape novice programmers experiences during a two-part exam in an introductory programming course. In the first part, students completed a programming task with access to AI support; in the second,…

Emerging Technologies · Computer Science 2025-08-11 Sergio Rojas-Galeano , Julian Tejada , Fernando Marmolejo-Ramos

Lectures are a learning experience for both students and teachers. Students learn from teachers about the subject material, while teachers learn from students about how to refine their instruction. However, online student feedback is…

Computation and Language · Computer Science 2023-06-16 Rose E. Wang , Pawan Wirawarn , Noah Goodman , Dorottya Demszky