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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

With the recent advances in AI programming assistants such as GitHub Copilot, programming is not limited to classical programming languages anymore--programming tasks can also be expressed and solved by end-users in natural text. Despite…

Software Engineering · Computer Science 2024-12-18 Ruchit Rawal , Victor-Alexandru Pădurean , Sven Apel , Adish Singla , Mariya Toneva

LLM chatbot interfaces allow students to get instant, interactive assistance with homework, but doing so carelessly may not advance educational objectives. In this study, an interactive homework help system based on DeepSeek R1 is developed…

Human-Computer Interaction · Computer Science 2025-03-13 Rajan Das Gupta , Md. Tanzib Hosain , M. F. Mridha , Salah Uddin Ahmed

The quality of training data is critical to the performance of machine learning applications in domains like transportation, healthcare, and robotics. Accurate image labeling, however, often relies on time-consuming, expert-driven methods…

Human-Computer Interaction · Computer Science 2025-05-28 Baichuan Li , Larry Powell , Tracy Hammond

Novice programmers often struggle with problem solving due to the high cognitive loads they face. Furthermore, many introductory programming courses do not explicitly teach it, assuming that problem solving skills are acquired along the…

Computers and Society · Computer Science 2022-01-19 Oka Kurniawan , Cyrille Jégourel , Norman Tiong Seng Lee , Matthieu De Mari , Christopher M. Poskitt

Block-based programming environments are increasingly used to introduce computing concepts to beginners. However, novice students often struggle in these environments, given the conceptual and open-ended nature of programming tasks. To…

Artificial Intelligence · Computer Science 2023-03-30 Ahana Ghosh , Sebastian Tschiatschek , Sam Devlin , Adish Singla

Data-driven programming feedback systems can help novices to program in the absence of a human tutor. Prior evaluations showed that these systems improve learning in terms of test scores, or task completion efficiency. However, crucial…

Computers and Society · Computer Science 2022-08-11 Preya Shabrina , Samiha Marwan , Andrew Bennison , Min Chi , Thomas Price , Tiffany Barnes

Proof Blocks is a software tool that allows students to practice writing mathematical proofs by dragging and dropping lines instead of writing proofs from scratch. Proof Blocks offers the capability of assigning partial credit and providing…

Artificial Intelligence · Computer Science 2023-05-10 Seth Poulsen , Shubhang Kulkarni , Geoffrey Herman , Matthew West

We present a design framework called Conversational Learning with Analytical Step-by-Step Strategies (CLASS) for building advanced Intelligent Tutoring Systems (ITS) powered by high-performance Large Language Models (LLMs). The CLASS…

Computation and Language · Computer Science 2023-10-27 Shashank Sonkar , Naiming Liu , Debshila Basu Mallick , Richard G. Baraniuk

AI-powered coding assistants can support students in programming courses by providing on-demand explanations and debugging help. However, existing research often focuses on individual tools, leaving a gap in evidence-based design…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Yinjie Xie , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Block-building activities are crucial for developing children's spatial reasoning and mathematical skills, yet parents often lack the expertise to guide these activities effectively. BrickSmart, a pioneering system, addresses this gap by…

Human-Computer Interaction · Computer Science 2025-05-22 Yujia Liu , Siyu Zha , Yuewen Zhang , Yanjin Wang , Yangming Zhang , Qi Xin , Lunyiu Nie , Chao Zhang , Yingqing Xu

Scratch is the most popular programming environment for novices, with over 1.15 billion projects created worldwide. Unlike traditional languages, correctness in Scratch is defined by visible behavior on the stage rather than by code…

Software Engineering · Computer Science 2026-04-01 Yuan Si , Ming Wang , Daming Li , Hanyuan Shi , Jialu Zhang

Field education is the signature pedagogy of social work, yet providing timely and objective feedback during training is constrained by the availability of instructors and counseling clients. In this paper, we present SWITCH, the Social…

Computation and Language · Computer Science 2026-01-27 James Sungarda , Hongkai Liu , Zilong Zhou , Tien-Hsuan Wu , Johnson Chun-Sing Cheung , Ben Kao

Programming environments such as Snap, Scratch, and Processing engage learners by allowing them to create programming artifacts such as apps and games, with visual and interactive output. Learning programming with such a media-focused…

Software Engineering · Computer Science 2021-04-27 Wengran Wang , Chenhao Zhang , Andreas Stahlbauer , Gordon Fraser , Thomas Price

Proof Blocks is a software tool that provides students with a scaffolded proof-writing experience, allowing them to drag and drop prewritten proof lines into the correct order instead of starting from scratch. In this paper we describe a…

Computers and Society · Computer Science 2022-12-20 Seth Poulsen , Yael Gertner , Benjamin Cosman , Matthew West , Geoffrey L. Herman

Recent advancements in artificial intelligence (AI) and machine learning have reignited interest in their impact on Computer-based Learning (CBL). AI-driven tools like ChatGPT and Intelligent Tutoring Systems (ITS) have enhanced learning…

Computers and Society · Computer Science 2025-05-07 Mohsen Balavar , Wenli Yang , David Herbert , Soonja Yeom

Pedagogical approaches focusing on stereotypical code solutions, known as programming plans, can increase problem-solving ability and motivate diverse learners. However, plan-focused pedagogies are rarely used beyond introductory…

Human-Computer Interaction · Computer Science 2025-02-18 Yoshee Jain , Mehmet Arif Demirtaş , Kathryn Cunningham

Novice programmers need to write basic code as part of the learning process, but they often face difficulties. To assist struggling students, we recently implemented personalized Parsons problems, which are code puzzles where students…

Computers and Society · Computer Science 2024-01-12 Xinying Hou , Barbara J. Ericson , Xu Wang

Debugging, finding and fixing bugs in code, is a heterogeneous process that shapes novice learners' self-beliefs and motivation in computing. Our Debugging by Design intervention (DbD) provocatively puts students in control over bugs by…

Computers and Society · Computer Science 2023-05-05 Luis Morales-Navarro , Deborah A. Fields , Michael Giang , Yasmin B Kafai

Artificial Intelligence (AI) is becoming more and more popular as time passes, allowing to perform tasks that were difficult to do in the past. From predictions to customization, AI is being used in many areas, not being educational…

Computers and Society · Computer Science 2023-10-16 David Roldán-Álvarez