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Sentiment Analysis (SA) refers to a family of techniques at the crossroads of statistics, natural language processing, and computational linguistics. The primary goal is to detect the semantic orientation of individual opinions and comments…

信息检索 · 计算机科学 2026-03-09 Michelangelo Misuraca , Alessia Forciniti , Germana Scepi , Maria Spano

Large language models (LLMs) are revolutionizing education, with LLM-based agents playing a key role in simulating student behavior. A major challenge in student simulation is modeling the diverse learning patterns of students at various…

机器学习 · 计算机科学 2025-08-12 Tao Wu , Jingyuan Chen , Wang Lin , Mengze Li , Yumeng Zhu , Ang Li , Kun Kuang , Fei Wu

The study introduces a new analysis scheme to analyze trace data and visualize students' self-regulated learning strategies in a mastery-based online learning modules platform. The pedagogical design of the platform resulted in fewer event…

物理教育 · 物理学 2021-12-06 Tom Zhang , Michelle Taub , Zhongzhou Chen

Meta-evaluation studies of system performances in controlled offline evaluation campaigns, like TREC and CLEF, show a need for innovation in evaluating IR-systems. The field of academic search is no exception to this. This might be related…

信息检索 · 计算机科学 2023-10-09 Philipp Schaer , Johann Schaible , Leyla Jael Castro

Ensuring fairness is essential for every education system. Machine learning is increasingly supporting the education system and educational data science (EDS) domain, from decision support to educational activities and learning analytics.…

机器学习 · 计算机科学 2023-05-22 Tai Le Quy , Gunnar Friege , Eirini Ntoutsi

Active Learning (AL) is an active domain of research, but is seldom used in the industry despite the pressing needs. This is in part due to a misalignment of objectives, while research strives at getting the best results on selected…

机器学习 · 计算机科学 2021-02-22 Alexandre Abraham , Léo Dreyfus-Schmidt

Evaluation is a systematic approach to assessing how well a system achieves its intended purpose. Federated learning (FL) is a novel paradigm for privacy-preserving machine learning that allows multiple parties to collaboratively train…

机器学习 · 计算机科学 2024-03-26 Di Chai , Leye Wang , Liu Yang , Junxue Zhang , Kai Chen , Qiang Yang

Online distance learning is highly learner-centred, requiring different skills and competences from learners, as well as alternative approaches for instructional design, student support, and provision of resources. Learner autonomy and…

计算机与社会 · 计算机科学 2020-12-29 Mohammad Khalil

Large Language Models (LLMs) have gained traction in educational settings, often framed as virtual tutors or teaching assistants. Following early skepticism and bans, many schools and universities have begun integrating these systems into…

计算机与社会 · 计算机科学 2026-05-22 Caterina Fuligni , Daniel Dominguez Figaredo , Armanda Lewis , Julia Stoyanovich

The development in Artificial Intelligence (AI) offers transformative potential for redefining student assessment methodologies. This paper aims to establish the idea of the advancement of Artificial Intelligence (AI) and its prospect in…

计算机与社会 · 计算机科学 2025-03-10 Pushpalatha K S , Abhishek Mangalur , Ketan Hegde , Chetan Badachi , Mohammad Aamir

Active learning (AL), which aims to construct an effective training set by iteratively curating the most formative unlabeled data for annotation, has been widely used in low-resource tasks. Most active learning techniques in classification…

计算与语言 · 计算机科学 2024-12-17 Yun Luo , Zhen Yang , Fandong Meng , Yingjie Li , Fang Guo , Qinglin Qi , Jie Zhou , Yue Zhang

As generative AI (GenAI) tools are increasingly used as informal tutors for mathematics learning, future systems may become more proactive and process-aware in deciding when and how to offer support. Yet such support raises an important…

人机交互 · 计算机科学 2026-05-05 Jane Hanqi Li , Yuhong Zhang , Jiaqi Liu , Tzyy-Ping Jung , Amy Eguchi

Self-supervised learning (SSL) has emerged as a powerful technique for learning rich representations from unlabeled data. The data representations are able to capture many underlying attributes of data, and be useful in downstream…

机器学习 · 计算机科学 2023-12-01 Weicheng Zhu , Sheng Liu , Carlos Fernandez-Granda , Narges Razavian

Research is constantly engaged in finding more productive and powerful ways to support quality learning and teaching. However, although researchers and data scientists try to analyse educational data most transparently and responsibly, the…

计算机与社会 · 计算机科学 2022-06-16 Daniela Rotelli , Anna Monreale

Over the last decade, e-learning has revolutionized how students learn by providing them access to quality education whenever and wherever they want. However, students often get distracted because of various reasons, which affect the…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Rahul RK , Shanthakumar S , Vykunth P , Sairamnath K

Learning management systems (LMSs) have become essential in higher education and play an important role in helping educational institutions to promote student success. Traditionally, LMSs have been used by postsecondary institutions in…

计算机与社会 · 计算机科学 2022-05-02 Ying Guo , Cengiz Gunay , Sairam Tangirala , David Kerven , Wei Jin , Jamye Curry Savage , Seungjin Lee

Prior work has developed a range of automated measures ("detectors") of student self-regulation and engagement from student log data. These measures have been successfully used to make discoveries about student learning. Here, we extend…

计算机与社会 · 计算机科学 2025-05-20 Ashish Gurung , Jionghao Lin , Zhongtian Huang , Conrad Borchers , Ryan S. Baker , Vincent Aleven , Kenneth R. Koedinger

Curricular analytics (CA) -- systematic analysis of curricula data to inform program and course refinement -- becomes an increasingly valuable tool to help institutions align academic offerings with evolving societal and economic demands.…

计算机与社会 · 计算机科学 2025-05-26 Zhen Xu , Xinjin Li , Yingqi Huan , Veronica Minaya , Renzhe Yu

MOOCs offer free and open access to a wide audience, but completion rates remain low, often due to a lack of personalized content. To address this issue, it is essential to predict learner performance in order to provide tailored feedback.…

计算机与社会 · 计算机科学 2025-07-30 Anass El Ayady , Maxime Devanne , Germain Forestier , Nour El Mawas

The application of Artificial Intelligence, in particular Generative AI, has become more widespread among educational institutions. Opinions vary widely on whether integrating AI into classrooms is the way forward or if it is detrimental to…

计算机与社会 · 计算机科学 2025-10-06 Isaac Alpizar-Chacon , Hieke Keuning , Imke de Jong , Ioanna Lykourentzou , Susan Rings
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