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Exploratory learning environments (ELEs), such as simulation-based platforms and open-ended science curricula, promote hands-on exploration and problem-solving but make it difficult for teachers to gain timely insights into students'…

Computers and Society · Computer Science 2025-09-16 Namrata Srivastava , Shruti Jain , Clayton Cohn , Naveeduddin Mohammed , Umesh Timalsina , Gautam Biswas

The landscape of educational practices for teaching and learning languages has been predominantly centered around outcome-driven approaches. The recent accessibility of large language models has thoroughly disrupted these approaches. As we…

Computers and Society · Computer Science 2023-04-28 Badri Adhikari

Visualization tools for supervised learning allow users to interpret, introspect, and gain an intuition for the successes and failures of their models. While reinforcement learning practitioners ask many of the same questions, existing…

Machine Learning · Computer Science 2020-08-20 Shuby Deshpande , Benjamin Eysenbach , Jeff Schneider

Large Language Models (LLMs) have shown great potential in intelligent visualization systems, especially for domain-specific applications. Integrating LLMs into visualization systems presents challenges, and we categorize these challenges…

Human-Computer Interaction · Computer Science 2024-07-31 Lin Gao , Jing Lu , Zekai Shao , Ziyue Lin , Shengbin Yue , Chiokit Ieong , Yi Sun , Rory James Zauner , Zhongyu Wei , Siming Chen

Intelligent tutoring systems leverage AI models of expert learning and student knowledge to deliver personalized tutoring to students. While these intelligent tutors have demonstrated improved student learning outcomes, it is still unclear…

Human-Computer Interaction · Computer Science 2024-04-22 Grace Guo , Aishwarya Mudgal Sunil Kumar , Adit Gupta , Adam Coscia , Chris MacLellan , Alex Endert

With the rise of online learning, many novice tutors lack experience engaging students remotely. We introduce TutorUp, a Large Language Model (LLM)-based system that enables novice tutors to practice engagement strategies with simulated…

Intelligent Tutoring Systems (ITSs) can provide personalized and self-paced learning experience. The emergence of large language models (LLMs) further enables better human-machine interaction, and facilitates the development of…

Computation and Language · Computer Science 2025-05-29 Zhengyuan Liu , Stella Xin Yin , Geyu Lin , Nancy F. Chen

As the recent Large Language Models(LLM's) become increasingly competent in zero-shot and few-shot reasoning across various domains, educators are showing a growing interest in leveraging these LLM's in conversation-based tutoring systems.…

Human-Computer Interaction · Computer Science 2024-03-22 Minju Park , Sojung Kim , Seunghyun Lee , Soonwoo Kwon , Kyuseok Kim

This article is an empirical contribution to the field of educational technology but also - and above all - a methodological contribution to the analysis of the activities enacted in this field. It takes account of a pilot study conducted…

Computers and Society · Computer Science 2016-10-25 Simon Flandin , Marine Auby , Luc Ria

Text-prompted image segmentation enables fine-grained visual understanding and is critical for applications such as human-computer interaction and robotics. However, existing supervised fine-tuning methods typically ignore explicit…

Computer Vision and Pattern Recognition · Computer Science 2025-11-19 Lianghui Zhu , Bin Ouyang , Yuxuan Zhang , Tianheng Cheng , Rui Hu , Haocheng Shen , Longjin Ran , Xiaoxin Chen , Li Yu , Wenyu Liu , Xinggang Wang

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

Assessments are critical in education, but creating them can be difficult. To address this challenge in a grounded way, we partnered with 13 teachers in a seven-month codesign process. We developed a conceptual model that characterizes the…

Human-Computer Interaction · Computer Science 2026-02-26 Yuan Cui , Annabel Goldman , Jovy Zhou , Xiaolin Liu , Clarissa Shieh , Joshua Yao , Mia Cheng , Matthew Kay , Fumeng Yang

Intelligent tutoring agents powered by large language models (LLMs) have been increasingly explored to deliver personalized knowledge in areas such as language learning and science education. However, their capabilities in guiding users to…

Computation and Language · Computer Science 2025-05-27 Jian Wang , Yinpei Dai , Yichi Zhang , Ziqiao Ma , Wenjie Li , Joyce Chai

Machine learning has been proposed as a way to improve educational assessment by making fine-grained predictions about student performance and learning relationships between items. One challenge with many machine learning approaches is…

Machine Learning · Computer Science 2025-07-14 Arisha Khan , Nathaniel Li , Tori Shen , Anna N. Rafferty

An important part of second language learning is conversation which is best practised with speakers whose native language is the language being learned. We facilitate this by pairing students from different countries learning each others'…

Human-Computer Interaction · Computer Science 2021-06-28 Aparajita Dey-Plissonneau , Hyowon Lee , Vincent Pradier , Michael Scriney , Alan F. Smeaton

Recent advances in Large Language Models have led to Large Reasoning Models, which produce step-by-step reasoning traces. These traces offer insight into how models think and their goals, improving explainability and helping users follow…

Human-Computer Interaction · Computer Science 2025-11-17 Ludwig Felder , Jacob Miller , Markus Wallinger , Stephen Kobourov , Chunyang Chen

Conversational tutoring systems (CTSs) offer learning experiences through interactions based on natural language. They are recognized for promoting cognitive engagement and improving learning outcomes, especially in reasoning tasks.…

Computation and Language · Computer Science 2024-04-29 Robin Schmucker , Meng Xia , Amos Azaria , Tom Mitchell

Teachers' growth mindset supportive language (GMSL)--rhetoric emphasizing that one's skills can be improved over time--has been shown to significantly reduce disparities in academic achievement and enhance students' learning outcomes.…

Computation and Language · Computer Science 2023-10-17 Kunal Handa , Margaret Clapper , Jessica Boyle , Rose E Wang , Diyi Yang , David S Yeager , Dorottya Demszky

This paper draws together nine strategies for creative visualization activities. Teaching visualization often involves running learning activities where students perform tasks that directly support one or more topics that the teacher wishes…

Recently, large language models (LLMs) enhanced by self-reflection have achieved promising performance on machine translation. The key idea is guiding LLMs to generate translation with human-like feedback. However, existing self-reflection…

Computation and Language · Computer Science 2024-06-24 Andong Chen , Lianzhang Lou , Kehai Chen , Xuefeng Bai , Yang Xiang , Muyun Yang , Tiejun Zhao , Min Zhang