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Collaborative information serves as the cornerstone of recommender systems which typically focus on capturing it from user-item interactions to deliver personalized services. However, current understanding of this crucial resource remains…

Information Retrieval · Computer Science 2025-11-27 Xiaokun Zhang , Zhaochun Ren , Bowei He , Ziqiang Cui , Chen Ma

In this paper, we conduct a critical review of existing theories and frameworks on human-human collaborative writing to assess their relevance to the current human-AI paradigm in organizational workplace settings, and draw seven insights…

Human-Computer Interaction · Computer Science 2025-09-25 Daisuke Yukita , Tim Miller , Joel Mackenzie

In human pedagogy, teachers and students can interact adaptively to maximize communication efficiency. The teacher adjusts her teaching method for different students, and the student, after getting familiar with the teacher's instruction…

Machine Learning · Computer Science 2021-10-28 Luyao Yuan , Dongruo Zhou , Junhong Shen , Jingdong Gao , Jeffrey L. Chen , Quanquan Gu , Ying Nian Wu , Song-Chun Zhu

Comparing with lecturer marked assessments, peer assessment is a more comprehensive learning process and many of the associated problems have occurred. In this research work, we study the peer-assessment impact on group learning activities…

Computers and Society · Computer Science 2022-01-10 Zhiyuan Chen , Soon Boon Lee , Shazia Paras Shaikh , Mirza Rayana Sanzana

Peer grading has emerged as a scalable solution for assessment in large and online classrooms, offering both logistical efficiency and pedagogical value. However, designing effective peer-grading systems remains challenging due to…

Computers and Society · Computer Science 2025-12-02 Uchswas Paul , Ananya Mantravadi , Jash Shah , Shail Shah , Sri Vaishnavi Mylavarapu , M Parvez Rashid , Edward Gehringer

The article describes the advisable ways of the cloud-based systems use to support students collaboration in the process of math disciplines learning. The SageMathCloud-based component that aggregates electronic resources for several math…

Computers and Society · Computer Science 2018-07-04 Maiia Popel , Svitlana Shokalyuk , Mariya Shyshkina

Drama-in-education is an interdisciplinary instructional approach that integrates subjects such as language, history, and psychology. Its core component is playwriting. Based on need-finding interviews of 13 teachers, we found that current…

Human-Computer Interaction · Computer Science 2025-06-03 Xuejiao Ma , Haibo Zhao , Zinuo Guo , Yijie Guo , Guanhong Liu , Bo Jiang

Collaboration is an important problem-solving skill; however, novice collaboration generally benefits from some kind of support. One possibility for supporting productive conversations between collaborators is to encourage pairs of students…

Physics Education · Physics 2009-09-29 Robert G. M. Hausmann , Brett van de Sande , Carla van de Sande , Kurt VanLehn

In this paper, we investigate collaborative active learning, a paradigm in which multiple collaborators explore a new domain by leveraging their combined machine learning capabilities without disclosing their existing data and models.…

Machine Learning · Computer Science 2024-03-28 Zan-Kai Chong , Hiroyuki Ohsaki , Bryan Ng

Peer review is essential for scientific progress but faces growing challenges due to increasing submission volumes and reviewer fatigue. Existing automated review approaches struggle with factual accuracy, rating consistency, and analytical…

Computation and Language · Computer Science 2025-08-15 Sihang Zeng , Kai Tian , Kaiyan Zhang , Yuru wang , Junqi Gao , Runze Liu , Sa Yang , Jingxuan Li , Xinwei Long , Jiaheng Ma , Biqing Qi , Bowen Zhou

Learning to construct text representations in end-to-end systems can be difficult, as natural languages are highly compositional and task-specific annotated datasets are often limited in size. Methods for directly supervising language…

Computation and Language · Computer Science 2018-11-15 Marek Rei , Anders Søgaard

Peer review is a key activity intended to preserve the quality and integrity of scientific publications. However, in practice it is far from perfect. We aim at understanding how reviewers, including those who have won awards for reviewing,…

Software Engineering · Computer Science 2021-06-21 Neil A. Ernst , Jeffrey C. Carver , Daniel Mendez , Marco Torchiano

Learning to code, and more broadly, learning about computer science is a growing field of activity and research. Under the label of computational thinking, computational concepts are increasingly used as cognitive tools in many subject…

Computers and Society · Computer Science 2020-05-11 Hannah M. Dee , Jordi Freixenet , Xavier Cufi , Eduard Muntaner Perich , Valentina Poggioni , Marius Marian , Alfredo Milani

Revision behavior in adaptive writing support systems is an important and relatively new area of research that can improve the design and effectiveness of these tools, and promote students' self-regulated learning (SRL). Understanding how…

Machine Learning · Computer Science 2023-08-09 Luca Mouchel , Thiemo Wambsganss , Paola Mejia-Domenzain , Tanja Käser

Collaborative review and revision of textual documents is the core of knowledge work and a promising target for empirical analysis and NLP assistance. Yet, a holistic framework that would allow modeling complex relationships between…

Computation and Language · Computer Science 2026-01-30 Qian Ruan , Ilia Kuznetsov , Iryna Gurevych

Drawing supports learning by externalizing mental models, but providing timely feedback at scale remains challenging. We present Draw2Learn, a system that explores how AI can act as a supportive teammate during drawing-based learning. The…

Human-Computer Interaction · Computer Science 2026-02-03 Yuqi Hang

Writing-to-learn initiatives such as Writing Across the Curriculum or Writing in the Disciplines occupy the center of writing programs nationwide. Nevertheless, research to support the core of the writing-to-learn philosophy--that the…

Physics Education · Physics 2007-05-23 Lisa M. Hermsen , Scott V. Franklin

Federated learning has emerged as an effective paradigm to achieve privacy-preserving collaborative learning among different parties. Compared to traditional centralized learning that requires collecting data from each party, in federated…

Machine Learning · Computer Science 2023-01-05 Bingyan Liu , Nuoyan Lv , Yuanchun Guo , Yawen Li

A classical learning setting typically concerns an agent/student who collects data, or observations, from a system in order to estimate a certain property of interest. Correctional learning is a type of cooperative teacher-student framework…

Machine Learning · Computer Science 2022-03-30 Inês Lourenço , Rebecka Winqvist , Cristian R. Rojas , Bo Wahlberg

We present an online deliberation system using mutual evaluation in order to collaboratively develop solutions. Participants submit their proposals and evaluate each other's proposals; some of them may then be invited by the system to…

Artificial Intelligence · Computer Science 2016-12-01 Pietro Speroni di Fenizio , Cyril Velikanov