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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…

Computers and Society · Computer Science 2025-12-01 Chenyu Zhang , Xiaohang Luo

Evaluation is the method of assessing and determining the educational system through various techniques such as verbal or viva-voice test, subjective or objective written test. This paper presents an efficient solution to evaluate the…

Machine Learning · Computer Science 2025-06-27 Tamim Al Mahmud , Md Gulzar Hussain , Sumaiya Kabir , Hasnain Ahmad , Mahmudus Sobhan

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

Providing timely, consistent, and high-quality feedback in large-scale higher education courses remains a persistent challenge, often constrained by instructor workload and resource limitations. This study presents an LLM-powered, agentic…

Computers and Society · Computer Science 2026-01-13 Reza Vatankhah Barenji , Nazila Salimi , Sina Khoshgoftar

Large language models(LLMs) like Gemini are becoming common tools for supporting student writing. But most of their feedback is based only on the final essay missing important context about how that text was written. In this paper, we…

Computation and Language · Computer Science 2025-06-11 Samra Zafar , Shaheer Minhas , Syed Ali Hassan Zaidi , Arfa Naeem , Zahra Ali

Large Language Models (LLMs) offer novel opportunities for educational applications that have the potential to transform traditional learning for students. Despite AI-enhanced applications having the potential to provide personalized…

Human-Computer Interaction · Computer Science 2025-06-06 Xiaotian Su , Thiemo Wambsganss , Roman Rietsche , Seyed Parsa Neshaei , Tanja Käser

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

This paper introduces the first publicly available dataset for Automatic Essay Scoring (AES) and feedback generation in Basque, targeting the CEFR C1 proficiency level. The dataset comprises 3,200 essays from HABE, each annotated by expert…

Computation and Language · Computer Science 2026-03-24 Ekhi Azurmendi , Xabier Arregi , Oier Lopez de Lacalle

Obtaining high-quality, pre-submission feedback is a critical bottleneck in the academic publication lifecycle for researchers. We introduce AutoRev, an automated author-centric feedback system that generates structured, actionable guidance…

Computation and Language · Computer Science 2026-01-12 Maitreya Prafulla Chitale , Ketaki Mangesh Shetye , Harshit Gupta , Manav Chaudhary , Manish Shrivastava , Vasudeva Varma

Summarizing lengthy documents is a common and essential task in our daily lives. Although recent advancements in neural summarization models can assist in crafting general-purpose summaries, human writers often have specific requirements…

Computation and Language · Computer Science 2023-06-06 Yujia Xie , Xun Wang , Si-Qing Chen , Wayne Xiong , Pengcheng He

The ability to revise in response to feedback is critical to students' writing success. In the case of argument writing in specific, identifying whether an argument revision (AR) is successful or not is a complex problem because AR quality…

Computation and Language · Computer Science 2023-06-02 Zhexiong Liu , Diane Litman , Elaine Wang , Lindsay Matsumura , Richard Correnti

Automated essay scoring (AES) involves predicting a score that reflects the writing quality of an essay. Most existing AES systems produce only a single overall score. However, users and L2 learners expect scores across different dimensions…

Computation and Language · Computer Science 2024-06-04 Kun Sun , Rong Wang

While peer review enhances writing and research quality, harsh feedback can frustrate and demotivate authors. Hence, it is essential to explore how critiques should be delivered to motivate authors and enable them to keep iterating their…

Human-Computer Interaction · Computer Science 2025-03-14 Chi-Lan Yang , Alarith Uhde , Naomi Yamashita , Hideaki Kuzuoka

Existing prompt-optimization techniques rely on local signals to update behavior, often neglecting broader and recurring patterns across tasks, leading to poor generalization; they further rely on full-prompt rewrites or unstructured…

Software Engineering · Computer Science 2026-03-24 Balaji Dinesh Gangireddi , Aniketh Garikaparthi , Manasi Patwardhan , Arman Cohan

Automated Essay Scoring (AES) is crucial for modern education, particularly with the increasing prevalence of multimodal assessments. However, traditional AES methods struggle with evaluation generalizability and multimodal perception,…

Computation and Language · Computer Science 2025-05-21 Jiamin Su , Yibo Yan , Zhuoran Gao , Han Zhang , Xiang Liu , Xuming Hu

The rapid expansion of scholarly literature presents significant challenges in synthesizing comprehensive, high-quality academic surveys. Recent advancements in agentic systems offer considerable promise for automating tasks that…

Digital Libraries · Computer Science 2025-11-25 Zi Wang , Xingqiao Wang , Sangah Lee , Xiaowei Xu

The growing integration of generative AI in higher education is transforming how students write, learn, and engage with knowledge. As AI tools become more integrated into classrooms, there is an urgent need for pedagogical approaches that…

Computers and Society · Computer Science 2025-11-21 Xinran Zhu , Cong Wang , Duane Searsmith

This paper explores the development and adoption of AI-based formative feedback in the context of biweekly reports in an engineering Capstone program. Each student is required to write a short report detailing their individual…

Computers and Society · Computer Science 2025-12-18 Tiago Fernandes Tavares , Luciano Pereira Soares

Students are increasingly relying on Generative AI (GAI) to support their writing-a key pedagogical practice in education. In GAI-assisted writing, students can delegate core cognitive tasks (e.g., generating ideas and turning them into…

Human-Computer Interaction · Computer Science 2024-12-11 Kaixun Yang , Mladen Raković , Zhiping Liang , Lixiang Yan , Zijie Zeng , Yizhou Fan , Dragan Gašević , Guanliang Chen

With the rapid adoption of AI writing assistants in education, educators and researchers need empirical evidence to understand the impact on student writing and inform effective pedagogical design. Despite widespread use, we lack systematic…

Human-Computer Interaction · Computer Science 2026-04-09 Andrew Jelson , Daniel Manesh , Sangwook Lee , Alice Jang , Daniel Dunlap , Tamara Maddox , Young-Ho Kim , Sang Won Lee