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Search engines are considered the primary tool to assist and empower learners in finding information relevant to their learning goals-be it learning something new, improving their existing skills, or just fulfilling a curiosity. While…

信息检索 · 计算机科学 2021-11-30 Arthur Câmara , Nirmal Roy , David Maxwell , Claudia Hauff

We introduce a new paradigm of learning for reasoning, understanding, and prediction, as well as the scaffolding network to implement this paradigm. The scaffolding network embodies an incremental learning approach that is formulated as a…

计算与语言 · 计算机科学 2017-05-23 Asli Celikyilmaz , Li Deng , Lihong Li , Chong Wang

In the classroom environment, search tools are the means for students to access Web resources. The perspectives of students, researchers, and industry practitioners lead the ongoing research debate in this area. In this article, we argue in…

信息检索 · 计算机科学 2021-05-11 Emiliana Murgia , Monica Landoni , Theo Huibers , Maria Soledad Pera

We introduce a novel re-ranking model that aims to augment the functionality of standard search engines to support classroom search activities for children (ages 6 to 11). This model extends the known listwise learning-to-rank framework by…

Information access systems such as search engines and generative AI are central to how people seek, evaluate, and interpret information. Yet most systems are designed to optimise retrieval rather than to help users develop better search…

人机交互 · 计算机科学 2026-01-14 David Elsweiler

Past and current research has typically focused on ensuring that search technology for the classroom serves children. In this paper, we argue for the need to broaden the research focus to include teachers and how search technology can aid…

计算机与社会 · 计算机科学 2021-05-11 Garrett Allen , Katherine Landau Wright , Jerry Alan Fails , Casey Kennington , Maria Soledad Pera

We build on theoretical foundations of tool-mediated learning, tool design, and human computer interaction to develop a framework for implicit scaffolding in learning environments. Implicit scaffolding employs affordances, constraints,…

物理教育 · 物理学 2014-01-24 Noah S. Podolefsky , Emily B. Moore , Katherine K. Perkins

Underlying complex systems, there is a rich web of interconnected components that determine the relational properties of the system. Yet, traditional methods used in education sciences often disregard the underlying complexity of the…

物理教育 · 物理学 2026-02-27 Cristian Candia , Javier Pulgar , Flavio Pinheiro

Humans have developed the capability to teach relevant aspects of new or adapted tasks to a social peer with very few task demonstrations by making use of scaffolding strategies that leverage prior knowledge and importantly prior joint…

机器人学 · 计算机科学 2023-05-26 Anna-Lisa Vollmer , Daniel Leidner , Michael Beetz , Britta Wrede

Intelligent tutoring systems (ITSs) that imitate human tutors and aim to provide immediate and customized instructions or feedback to learners have shown their effectiveness in education. With the emergence of generative artificial…

计算与语言 · 计算机科学 2024-04-05 Zhengyuan Liu , Stella Xin Yin , Carolyn Lee , Nancy F. Chen

Web search is among the most ubiquitous online activities, commonly used to acquire new knowledge and to satisfy learning-related objectives through informational search sessions. The importance of learning as an outcome of web search has…

人机交互 · 计算机科学 2018-06-29 Ran Yu , Ujwal Gadiraju , Stefan Dietze

We need to look at our shoelaces as we first learn to tie them but having mastered this skill, can do it from touch alone. We call this phenomenon "sensory scaffolding": observation streams that are not needed by a master might yet aid a…

机器学习 · 计算机科学 2024-05-24 Edward S. Hu , James Springer , Oleh Rybkin , Dinesh Jayaraman

The cognitive process of Search-as-Learning (SAL) is most effective when searching promotes active encoding of information. The rise of LLMs-based chatbots, which provide instant answers, introduces a trade-off between efficiency and depth…

人机交互 · 计算机科学 2025-12-19 Yeonsun Yang , Ahyeon Shin , Mincheol Kang , Jiheon Kang , Xu Wang , Jean Y. Song

Large Language Models (LLMs) are increasingly used as learning companions, providing scaffolded explanations, hints, or step-by-step guidance. However, in current LLM-based learning scenarios, scaffolded content is primarily consumed…

人机交互 · 计算机科学 2026-03-10 Zixin Chen , Haotian Li , Zhe Liu , Huamin Qu , Xing Xie

Concept induction requires the extraction and naming of concepts from noisy perceptual experience. For supervised approaches, as the number of concepts grows, so does the number of required training examples. Philosophers, psychologists,…

机器学习 · 计算机科学 2020-01-20 Brett D. Roads , Bradley C. Love

This paper describes a network of teachers and students who form a living system of education at all levels and achieve high standards. The key process of the network is the process of effective learning by inquiry. Physics is distinguished…

物理与社会 · 物理学 2007-05-23 Stanislaw D. Glazek

Modern machine learning models are opaque, and as a result there is a burgeoning academic subfield on methods that explain these models' behavior. However, what is the precise goal of providing such explanations, and how can we demonstrate…

机器学习 · 计算机科学 2022-12-01 Patrick Fernandes , Marcos Treviso , Danish Pruthi , André F. T. Martins , Graham Neubig

Curiosity is the strong desire to learn or know more about something or someone. Since learning is often a social endeavor, social dynamics in collaborative learning may inevitably influence curiosity. There is a scarcity of research,…

人机交互 · 计算机科学 2017-10-24 Tanmay Sinha , Zhen Bai , Justine Cassell

Using online information discovery as a case study, in this position paper we discuss the need to design, develop, and deploy (conversational) agents that can -- non-intrusively -- guide children in their quest for online resources rather…

计算与语言 · 计算机科学 2023-02-24 Casey Kennington , Jerry Alan Fails , Katherine Landau Wright , Maria Soledad Pera

Complex search tasks - such as those from the Search as Learning (SAL) domain - often result in users developing an information need composed of several aspects. However, current models of searcher behaviour assume that individuals have an…

信息检索 · 计算机科学 2022-01-28 Arthur Câmara , David Maxwell , Claudia Hauff
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