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Feedback is one of the most crucial components to facilitate effective learning. With the rise of large language models (LLMs) in recent years, research in programming education has increasingly focused on automated feedback generation to…

计算机与社会 · 计算机科学 2025-09-05 Niklas Scholz , Manh Hung Nguyen , Adish Singla , Tomohiro Nagashima

"Explain in Plain English" (EiPE) questions are widely used to assess code comprehension skills but are challenging to grade automatically. Recent approaches like Code Generation Based Grading (CGBG) leverage large language models (LLMs) to…

计算机与社会 · 计算机科学 2025-03-18 David H. Smith , Max Fowler , Paul Denny , Craig Zilles

Reinforcement learning has become a powerful approach for enhancing large language model reasoning, but faces a fundamental dilemma: training on easy problems can cause overfitting and pass@k degradation, while training on hard problems…

机器学习 · 计算机科学 2026-05-04 Yangyi Fang , Jiaye Lin , Xiaoliang Fu , Cong Qin , Haolin Shi

Learning basic programming with Scratch can be hard for novices and tutors alike: Students may not know how to advance when solving a task, teachers may face classrooms with many raised hands at a time, and the problem is exacerbated when…

软件工程 · 计算机科学 2021-05-13 Florian Obermüller , Ute Heuer , Gordon Fraser

Developing interactive software, such as websites or games, is a particularly engaging way to learn computer science. However, teaching and giving feedback on such software is time-consuming -- standard approaches require instructors to…

机器学习 · 计算机科学 2022-11-17 Evan Zheran Liu , Moritz Stephan , Allen Nie , Chris Piech , Emma Brunskill , Chelsea Finn

Code completion has become a central task, gaining significant attention with the rise of large language model (LLM)-based tools in software engineering. Although recent advances have greatly improved LLMs' code completion abilities,…

软件工程 · 计算机科学 2026-01-23 Jiajun Zhang , Zeyu Cui , Lei Zhang , Jian Yang , Jiaxi Yang , Qiang Liu , Zilei Wang , Binyuan Hui , Liang Wang , Junyang Lin

Rubrics and oral feedback are approaches to help students improve performance and meet learning outcomes. However, their effect on the actual improvement achieved is inconclusive. This paper evaluates the effect of rubrics and oral feedback…

软件工程 · 计算机科学 2023-07-25 Sebastian Barney , Mahvish Khurum , Kai Petersen , Michael Unterkalmsteiner , Ronald Jabangwe

Computer aided formative assessment can be used to enhance a learning process, for instance by providing feedback. There are many design choices for delivering feedback, that lead to a feedback strategy. In an informative feedback strategy,…

人机交互 · 计算机科学 2025-07-22 Gerben van der Hoek , Bastiaan Heeren , Rogier Bos , Paul Drijvers , Johan Jeuring

Automated methods are becoming increasingly integrated into studies of formative feedback on students' science explanation writing. Most of this work, however, addresses students' responses to short answer questions. We investigate…

计算与语言 · 计算机科学 2024-04-19 Mahsa Sheikhi Karizaki , Dana Gnesdilow , Sadhana Puntambekar , Rebecca J. Passonneau

Automated Short Answer Scoring (SAS) is the task of automatically scoring a given input to a prompt based on rubrics and reference answers. Although SAS is useful in real-world applications, both rubrics and reference answers differ between…

计算与语言 · 计算机科学 2024-08-27 Hiroaki Funayama , Yuya Asazuma , Yuichiroh Matsubayashi , Tomoya Mizumoto , Kentaro Inui

Recent advances in program synthesis offer means to automatically debug student submissions and generate personalized feedback in massive programming classrooms. When automatically generating feedback for programming assignments, a key…

This study investigates the reliability of code generation by Large Language Models (LLMs), focusing on identifying and analyzing defects in the generated code. Despite the advanced capabilities of LLMs in automating code generation,…

软件工程 · 计算机科学 2024-08-27 Ali Mohammadi Esfahani , Nafiseh Kahani , Samuel A. Ajila

The sequent calculus is a formalism for proving validity of statements formulated in First-Order Logic. It is routinely used in computer science modules on mathematical logic. Formal proofs in the sequent calculus are finite trees obtained…

计算机科学中的逻辑 · 计算机科学 2018-03-06 Arno Ehle , Norbert Hundeshagen , Martin Lange

There is a surge of interest in using formal languages such as Linear Temporal Logic (LTL) to precisely and succinctly specify complex tasks and derive reward functions for Reinforcement Learning (RL). However, existing methods often assign…

机器人学 · 计算机科学 2025-05-20 Minjae Kwon , Ingy ElSayed-Aly , Lu Feng

Feedback beyond the grade is an important part of the learning process. However, because of the large student groups, many teachers in higher education are faced with practicalities such as the limited time to prepare and communicate the…

计算机与社会 · 计算机科学 2023-05-26 Kris Aerts , Wouter Groeneveld

In computer science, students are encouraged to learn various programming languages such as Python, C++, and Java, equipping them with a broad range of technical skills and problem-solving capabilities. Nevertheless, the design of objective…

编程语言 · 计算机科学 2026-03-17 Jongwook Si , Sungyoung Kim

Recent work investigated the potential of comics to support the teaching and learning of programming concepts and suggested several ways $coding$ $strips$, a form of comic strip with its corresponding code, can be used. Building on this…

计算机与社会 · 计算机科学 2021-09-29 Sangho Suh , Celine Latulipe , Ken Jen Lee , Bernadette Cheng , Edith Law

Students introduced to programming using a design-based approach and a functional programming language become familiar with first-class functions. They rarely, however, connect first-class functions to objects and object-oriented program…

计算机与社会 · 计算机科学 2022-08-15 Marco T. Morazán

We analyzed effectiveness of three generative pre-trained transformer (GPT) models in answering multiple-choice question (MCQ) assessments, often involving short snippets of code, from introductory and intermediate programming courses at…

计算与语言 · 计算机科学 2023-03-15 Jaromir Savelka , Arav Agarwal , Christopher Bogart , Majd Sakr

Automatic assessment of code, in particular to support education, is an important feature included in several Learning Management Systems (LMS), at least to some extent. Several kinds of assessments can be designed, such as exercises asking…

软件工程 · 计算机科学 2019-11-28 Sébastien Combéfis , Guillaume de Moffarts
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