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Automated Essay scoring has been explored as a research and industry problem for over 50 years. It has drawn a lot of attention from the NLP community because of its clear educational value as a research area that can engender the creation…

计算与语言 · 计算机科学 2023-11-14 Yann Hicke , Tonghua Tian , Karan Jha , Choong Hee Kim

Automated Essay Scoring (AES) and Automatic Essay Feedback (AEF) systems aim to reduce the workload of human raters in educational assessment. However, most existing systems prioritize numerical scoring accuracy over feedback quality and…

人工智能 · 计算机科学 2025-11-20 Joaquín Jordán , Xavier Yin , Melissa Fabros , Gireeja Ranade , Narges Norouzi

Formative feedback is widely recognized as one of the most effective drivers of student learning, yet it remains difficult to implement equitably at scale. In large or low-resource courses, instructors often lack the time, staffing, and…

计算机与社会 · 计算机科学 2025-12-01 Chenyu Zhang , Xiaohang Luo

Learning analytics dashboards (LADs) aim to support students' regulation of learning by translating complex data into feedback. Yet students, especially those with lower self-regulated learning (SRL) competence, often struggle to engage…

人工智能 · 计算机科学 2026-04-28 Yildiz Uzun , Andrea Gauthier , Mutlu Cukurova

Automated Essay Scoring (AES) plays a crucial role in assessing language learners' writing quality, reducing grading workload, and providing real-time feedback. The lack of annotated essay datasets inhibits the development of Arabic AES…

计算与语言 · 计算机科学 2025-06-11 Chatrine Qwaider , Bashar Alhafni , Kirill Chirkunov , Nizar Habash , Ted Briscoe

This study introduces a novel method that employs tag annotation coupled with the ChatGPT language model to analyze student learning behaviors and generate personalized feedback. Central to this approach is the conversion of complex student…

人工智能 · 计算机科学 2025-01-14 Yizhou Zhou , Mengqiao Zhang , Yuan-Hao Jiang , Xinyu Gao , Naijie Liu , Bo Jiang

Instructor's feedback plays a critical role in students' development of conceptual understanding and reasoning skills. However, grading student written responses and providing personalized feedback can take a substantial amount of time. In…

物理教育 · 物理学 2024-06-17 Tong Wan , Zhongzhou Chen

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

计算机与社会 · 计算机科学 2025-10-28 Hugo Roger Paz

In recent years, the role of big data analytics has exponentially grown and is now slowly making its way into the education industry. Several attempts are being made in this sphere in order to improve the quality of education being provided…

计算机与社会 · 计算机科学 2022-10-18 Akash Nagaraj , Mukund Sood , Gowri Srinivasa

We present a new method for automatically providing feedback for introductory programming problems. In order to use this method, we need a reference implementation of the assignment, and an error model consisting of potential corrections to…

编程语言 · 计算机科学 2012-11-19 Rishabh Singh , Sumit Gulwani , Armando Solar-Lezama

In courses that involve programming assignments, giving meaningful feedback to students is an important challenge. Human beings can give useful feedback by manually grading the programs but this is a time-consuming, labor intensive, and…

编程语言 · 计算机科学 2020-10-19 Joshua Clune , Vijay Ramamurthy , Ruben Martins , Umut A. Acar

Research towards creating systems for automatic grading of student answers to quiz and exam questions in educational settings has been ongoing since 1966. Over the years, the problem was divided into many categories. Among them, grading…

计算与语言 · 计算机科学 2021-09-28 Mithun Thakkar

Practical lab education in computer science often faces challenges such as plagiarism, lack of proper lab records, unstructured lab conduction, inadequate execution and assessment, limited practical learning, low student engagement, and…

计算机与社会 · 计算机科学 2025-10-01 Vaishnavi Sharma , Rakesh Thakur , Shashwat Sharma , Kritika Panjanani

Learning analytics (LA) provides data-driven feedback that aims to improve learning and inform action. For learners, LA-based feedback may scaffold self-regulated learning skills, which are crucial to learning success. For teachers,…

人机交互 · 计算机科学 2023-07-07 Yi-Shan Tsai

AI tools, particularly large language modules, have recently proven their effectiveness within learning management systems and online education programmes. As feedback continues to play a crucial role in learning and assessment in schools,…

人机交互 · 计算机科学 2024-10-17 Ievgeniia Kuzminykh , Tareita Nawaz , Shihao Shenzhang , Bogdan Ghita , Jeffery Raphael , Hannan Xiao

Artificial intelligence (AI) retrieval-augmented generation (RAG) tools now enable educators to transform course materials into diverse multimedia at scale. However, it remains unclear whether such AI-generated content functions as a…

计算机与社会 · 计算机科学 2026-05-19 David James Woo , Deliang Wang , Kai Guo

This study explores the integration of Large Language Models (LLMs) into the grading and appeal resolution process in computer science education. We introduce AI-PAT, an AI-powered assessment tool that leverages LLMs to evaluate computer…

人机交互 · 计算机科学 2025-04-21 I. Aytutuldu , O. Yol , Y. S. Akgul

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

Automated Short Answer Scoring (ASAS) is a critical component in educational assessment. While traditional ASAS systems relied on rule-based algorithms or complex deep learning methods, recent advancements in Generative Language Models…

计算与语言 · 计算机科学 2024-08-08 Zifan Wang , Christopher Ormerod

Automated short-answer scoring lags other LLM applications. We meta-analyze 890 culminating results across a systematic review of LLM short-answer scoring studies, modeling the traditional effect size of Quadratic Weighted Kappa (QWK) with…

计算与语言 · 计算机科学 2026-03-27 Michael Hardy