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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…

Software Engineering · Computer Science 2023-07-25 Sebastian Barney , Mahvish Khurum , Kai Petersen , Michael Unterkalmsteiner , Ronald Jabangwe

Rubrics have been extensively utilized for evaluating unverifiable, open-ended tasks, with recent research incorporating them into reward systems for reinforcement learning. However, existing frameworks typically treat rubrics only as…

Computation and Language · Computer Science 2026-05-11 Jiachen Yu , Zhihao Xu , Junjie Wang , Yujiu Yang

Online grading systems have become extremely prevalent as majority of academic materials are in the process of being digitized, if not already done. In this paper, we present the concept of design and implementation of a mobile application…

Computers and Society · Computer Science 2023-11-13 Kaustubh Kundu , Sushant Yadav , Tayyabbali Sayyad

As online education platforms continue to expand, there is a growing need for assessment methods that not only measure answer accuracy but also capture the depth of students' cognitive processes in alignment with curriculum objectives. This…

Computers and Society · Computer Science 2025-10-09 Yong Oh Lee , Byeonghun Bang , Sejun Oh

Formative assessment in STEM topics aims to promote student learning by identifying students' current understanding, thus targeting how to promote further learning. Previous studies suggest that the assessment performance of current…

Machine Learning · Computer Science 2025-04-08 Yuchen Wei , Dennis Pearl , Matthew Beckman , Rebecca J. Passonneau

This study investigates K--12 teachers' perceptions and experiences with AI-supported rubric generation during a summer professional development workshop ($n = 25$). Teachers used MagicSchool.ai to generate rubrics and practiced prompting…

Human-Computer Interaction · Computer Science 2026-03-12 Bahare Riahi , Sayali Patukale , Joy Niranjan , Yogya Koneru , Tiffany Barnes , Veronica Cateté

This multiple-case study examined the potential of a Generative AI (GenAI) tool, CyberScholar, to support K-12 students' writing across disciplines. This tool integrates teacher-provided rubrics, materials, and exemplars through…

Computers and Society · Computer Science 2026-05-19 Raigul Zheldibayeva , Ana Karina de Oliveira Nascimento , Vania Castro , Bill Cope , Mary Kalantzis

This study attempted to develop fair, relevant, and content-valid assessment tools for capstone project courses. Toward this goal, new rating instruments based on the concept of rubrics were proposed. To ensure that the new instruments were…

Computers and Society · Computer Science 2020-11-24 Rex P. Bringula

Rubric-based evaluation has become a prevailing paradigm for evaluating instruction following in large language models (LLMs). Despite its widespread use, the reliability of these rubric-level evaluations remains unclear, calling for…

Artificial Intelligence · Computer Science 2026-03-27 Tianjun Pan , Xuan Lin , Wenyan Yang , Qianyu He , Shisong Chen , Licai Qi , Wanqing Xu , Hongwei Feng , Bo Xu , Yanghua Xiao

Large Language Models (LLMs) have become indispensable for evaluating writing. However, text feedback they provide is often unintelligible, generic, and not specific to user criteria. Inspired by structured rubrics in education and…

Human-Computer Interaction · Computer Science 2026-02-16 Jingwen Bai , Wei Soon Cheong , Philippe Muller , Brian Y Lim

We take the novel perspective of incorporating offline RL algorithms as subroutines of tabula rasa online RL. This is feasible because an online learning agent can repurpose its historical interactions as offline dataset. We formalize this…

Machine Learning · Computer Science 2025-12-02 Jianhai Su , Jinzhu Luo , Qi Zhang

The importance of managing feedback practices in higher education has been widely recognised, as they play a crucial role in enhancing teaching, learning, and assessment processes. In today's educational landscape, feedback practices are…

Computers and Society · Computer Science 2026-02-04 Daniele Agostini , Federica Picasso

End-of-course assessments play important roles in the ongoing attempt to improve instruction in physics courses. Comparison of students' performance on assessments before and after instruction gives a measure of student learning. In…

Physics Education · Physics 2014-07-15 Leanne Doughty , Marcos D. Caballero

This innovative practice category paper presents an innovative framework for teaching Reinforcement Learning (RL) at the undergraduate level. Recognizing the challenges posed by the complex theoretical foundations of the subject and the…

Computers and Society · Computer Science 2025-09-30 Muhammad Ahmed Atif , Mohammad Shahid Shaikh

Training deep research agents, namely systems that plan, search, evaluate evidence, and synthesize long-form reports, pushes reinforcement learning beyond the regime of verifiable rewards. Their outputs lack ground-truth answers, their…

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

This paper proposes a theoretical framework which models the information provided by retrieval systems in terms of Information Theory. The proposed framework allows to formalize: (i) system effectiveness as an information theoretic…

Information Retrieval · Computer Science 2018-09-17 Enrique Amigó , Fernando Giner , Stefano Mizzaro , Damiano Spina

Techniques for reliable rubric-based LLM evaluation -- ensemble judging, bias mitigation, few-shot calibration -- are scattered across papers with inconsistent terminology and partial implementations. We introduce Autorubric, an open-source…

Computation and Language · Computer Science 2026-04-07 Delip Rao , Chris Callison-Burch

Automated answer grading is a critical challenge in educational technology, with the potential to streamline assessment processes, ensure grading consistency, and provide timely feedback to students. However, existing approaches are often…

Computation and Language · Computer Science 2025-06-02 Masoud Safilian , Amin Beheshti , Stephen Elbourn

The rapid rise in AI conference submissions has driven increasing exploration of large language models (LLMs) for peer review support. However, LLM-based reviewers often generate superficial, formulaic comments lacking substantive,…

Computation and Language · Computer Science 2026-04-17 Zhuofeng Li , Yi Lu , Dongfu Jiang , Haoxiang Zhang , Yuyang Bai , Chuan Li , Yu Wang , Shuiwang Ji , Jianwen Xie , Yu Zhang
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