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Students are able to produce correctly functioning program code even though they have a fragile understanding of how it actually works. Questions derived automatically from individual exercise submissions (QLC) can probe if and how well the…

Computers and Society · Computer Science 2023-06-29 Teemu Lehtinen , Otto Seppälä , Ari Korhonen

Recent research has explored the creation of questions from code submitted by students. These Questions about Learners' Code (QLCs) are created through program analysis, exploring execution paths, and then creating code comprehension…

Computers and Society · Computer Science 2024-04-19 Teemu Lehtinen , Charles Koutcheme , Arto Hellas

Large language models (LLMs) are being increasingly adopted for programming work. Prior work shows that while LLMs accelerate task completion for professional programmers, beginning programmers struggle to prompt models effectively.…

Software Engineering · Computer Science 2025-04-29 Yangtian Zi , Luisa Li , Arjun Guha , Carolyn Jane Anderson , Molly Q Feldman

Reasoning about code and explaining its purpose are fundamental skills for computer scientists. There has been extensive research in the field of computing education on the relationship between a student's ability to explain code and other…

Computers and Society · Computer Science 2024-04-03 Juho Leinonen , Paul Denny , Stephen MacNeil , Sami Sarsa , Seth Bernstein , Joanne Kim , Andrew Tran , Arto Hellas

Introductory programming courses often rely on small code-writing exercises that have clearly specified problem statements. This limits opportunities for students to practice how to clarify ambiguous requirements -- a critical skill in…

Human-Computer Interaction · Computer Science 2025-04-17 Paul Denny , Viraj Kumar , Stephen MacNeil , James Prather , Juho Leinonen

Students sometimes produce code that works but that its author does not comprehend. For example, a student may apply a poorly-understood code template, stumble upon a working solution through trial and error, or plagiarize. Similarly,…

Computers and Society · Computer Science 2021-07-06 Teemu Lehtinen , André L. Santos , Juha Sorva

Contribution: This study examined student effort and performance in an introductory programming course with respect to student-held implicit theories and self-efficacy. Background: Implicit theories and self-efficacy shed a light into…

Computers and Society · Computer Science 2018-09-03 F. Boray Tek , Kristin S. Benli , Ezgi Deveci

Advances in natural language processing have resulted in large language models (LLMs) that are capable of generating understandable and sensible written text. Recent versions of these models, such as OpenAI Codex and GPT-3, can generate…

Software Engineering · Computer Science 2022-11-07 Stephen MacNeil , Andrew Tran , Arto Hellas , Joanne Kim , Sami Sarsa , Paul Denny , Seth Bernstein , Juho Leinonen

Assessing student's answers and in particular natural language answers is a crucial challenge in the field of education. Advances in machine learning, including transformer-based models such as Large Language Models(LLMs), have led to…

Computers and Society · Computer Science 2024-01-12 Priti Oli , Rabin Banjade , Jeevan Chapagain , Vasile Rus

Identifying and resolving logic errors can be one of the most frustrating challenges for novices programmers. Unlike syntax errors, for which a compiler or interpreter can issue a message, logic errors can be subtle. In certain conditions,…

Human-Computer Interaction · Computer Science 2023-11-28 Stephen MacNeil , Paul Denny , Andrew Tran , Juho Leinonen , Seth Bernstein , Arto Hellas , Sami Sarsa , Joanne Kim

Large Language Models (LLMs) have shown strong performance on programming tasks, but can they generate student-like code like real students - imperfect, iterative, and stylistically diverse? We present ParaStudent, a systematic study of…

Computers and Society · Computer Science 2025-07-21 Mihran Miroyan , Rose Niousha , Joseph E. Gonzalez , Gireeja Ranade , Narges Norouzi

Code review is a widely-used practice in software development companies to identify defects. Hence, code review has been included in many software engineering curricula at universities worldwide. However, teaching code review is still a…

Software Engineering · Computer Science 2021-02-04 Chun Yong Chong , Patanamon Thongtanunam , Chakkrit Tantithamthavorn

Instructors and students alike are often focused on the grade in programming assignments as a key measure of how well a student is mastering the material and whether a student is struggling. This can be, however, misleading. Especially when…

Computers and Society · Computer Science 2023-01-09 Chuqin Geng , Wenwen Xu , Yingjie Xu , Brigitte Pientka , Xujie Si

Massive Open Online Courses (MOOCs) focus on manifold subjects, ranging from social sciences over languages to technical skills, and use different means to train the respective skills. MOOCs that are teaching programming skills aim to…

Software Engineering · Computer Science 2018-09-24 Ralf Teusner , Thomas Hille , Christiane Hagedorn

Reading, understanding and explaining code have traditionally been important skills for novices learning programming. As large language models (LLMs) become prevalent, these foundational skills are more important than ever given the…

Human-Computer Interaction · Computer Science 2024-03-12 Paul Denny , David H. Smith , Max Fowler , James Prather , Brett A. Becker , Juho Leinonen

Although LLMs are increasing the productivity of professional programmers, existing work shows that beginners struggle to prompt LLMs to solve text-to-code tasks. Why is this the case? This paper explores two competing hypotheses about the…

Computers and Society · Computer Science 2024-10-29 Francesca Lucchetti , Zixuan Wu , Arjun Guha , Molly Q Feldman , Carolyn Jane Anderson

While functional programming is an efficient way to express complex software, functional programming languages have a steep learning curve. Haskell can be challenging to learn for students who were only introduced to imperative programming.…

Programming Languages · Computer Science 2019-06-28 Boldizsár Németh , Eunjong Choi , Erina Makihara , Hajimu Iida

Reading code is an essential activity in software maintenance and evolution. Several studies with human subjects have investigated how different factors, such as the employed programming constructs and naming conventions, can impact code…

Software Engineering · Computer Science 2021-10-05 Delano Oliveira , Reydne Bruno , Fernanda Madeiral , Fernando Castor

We gained insight into ideas and beliefs on testing of students who finished an introductory course on programming without any formal education on testing. We asked students to fill in a small survey, to do four exercises and to fill in a…

Computers and Society · Computer Science 2021-02-19 Lex Bijlsma , Niels Doorn , Harrie Passier , Harold Pootjes , Sylvia Stuurman

Code data has been shown to enhance the reasoning capabilities of large language models (LLMs), but it remains unclear which aspects of code are most responsible. We investigate this question with a systematic, data-centric framework. We…

Computation and Language · Computer Science 2025-10-03 Abdul Waheed , Zhen Wu , Carolyn Rosé , Daphne Ippolito
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