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Tool learning, which enables large language models (LLMs) to utilize external tools effectively, has garnered increasing attention for its potential to revolutionize productivity across industries. Despite rapid development in tool…

Artificial Intelligence · Computer Science 2025-05-20 Haotian Chen , Zijun Song , Boye Niu , Ke Zhang , Litu Ou , Yaxi Lu , Zhong Zhang , Xin Cong , Yankai Lin , Zhiyuan Liu , Maosong Sun

Diagnosing student problem behaviors requires teachers to synthesize multifaceted information, identify behavioral categories, and plan intervention strategies. Although fine-tuned large language models (LLMs) can support this process…

Computation and Language · Computer Science 2026-04-27 Zhilin Fan , Deliang Wang , Penghe Chen , Yu Lu

Language agents can adapt from experience in interactive environments, but current reflection-based methods can only self-correct within a single task instance. Whether such experience can be distilled into reusable lessons that improve…

Machine Learning · Computer Science 2026-05-21 Yuval Shalev , Zifeng Ding , Mateja Jamnik

Learning Analytics Dashboards can be a powerful tool to support self-regulated learning in Digital Learning Environments and promote development of meta-cognitive skills, such as reflection. However, their effectiveness can be affected by…

Machine Learning · Computer Science 2025-11-18 Alina Deriyeva , Benjamin Paassen

AI-assisted learning has seen a remarkable uptick over the last few years, mainly due to the rise in popularity of Large Language Models (LLMs). Their ability to hold long-form, natural language interactions with users makes them excellent…

Human-Computer Interaction · Computer Science 2025-10-08 Prashanth Arun , Vinita Vader , Erya Xu , Brent McCready-Branch , Sarah Seabrook , Kyle Scholz , Ana Crisan , Igor Grossmann , Pascal Poupart

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

This paper introduces GestureCoach, a system designed to help speakers deliver more engaging talks by guiding them to gesture effectively during rehearsal. GestureCoach combines an LLM-driven gesture recommendation model with a rehearsal…

Human-Computer Interaction · Computer Science 2025-10-13 Ashwin Ram , Varsha Suresh , Artin Saberpour Abadian , Vera Demberg , Jürgen Steimle

The increased presence of large language models (LLMs) in educational settings has ignited debates concerning negative repercussions, including overreliance and inadequate task reflection. Our work advocates moderated usage of such models,…

Tool learning aims to enhance and expand large language models' (LLMs) capabilities with external tools, which has gained significant attention recently. Current methods have shown that LLMs can effectively handle a certain amount of tools…

Computation and Language · Computer Science 2024-10-01 Qiancheng Xu , Yongqi Li , Heming Xia , Wenjie Li

User simulators are often used to generate large amounts of data for various tasks such as generation, training, and evaluation. However, existing approaches concentrate on collective behaviors or interactive systems, struggling with tasks…

Information Retrieval · Computer Science 2026-02-27 Bingrui Jin , Kunyao Lan , Mengyue Wu

As digital emotional support needs grow, Large Language Model companions offer promising authentic, always-available empathy, though rigorous evaluation lags behind model advancement. We present Heart-to-Heart Talk (H2HTalk), a benchmark…

Computation and Language · Computer Science 2025-07-08 Boyang Wang , Yalun Wu , Hongcheng Guo , Zhoujun Li

Developing an educational test can be expensive and time-consuming, as each item must be written by experts and then evaluated by collecting hundreds of student responses. Moreover, many tests require multiple distinct sets of questions…

Computation and Language · Computer Science 2023-10-11 Eric Zelikman , Wanjing Anya Ma , Jasmine E. Tran , Diyi Yang , Jason D. Yeatman , Nick Haber

Large Language Models (LLMs) have made significant progress in open-ended dialogue, yet their inability to retain and retrieve relevant information from long-term interactions limits their effectiveness in applications requiring sustained…

Large Language Models (LLMs) are widely used by students, yet their tendency to provide fast and complete answers may discourage reflection and foster overconfidence. We examined how alternative LLM interaction designs support deeper…

Human-Computer Interaction · Computer Science 2026-04-13 Elena Eleftheriou , George Pallis , Marios Constantinides

Independent learners often struggle with sustaining focus and emotional regulation in unstructured or distracting settings. Although some rely on ambient aids such as music, ASMR, or visual backgrounds to support concentration, these tools…

Artificial Intelligence · Computer Science 2025-05-07 George Xi Wang , Jingying Deng , Safinah Ali

Empathy is central to human connection, yet people often struggle to express it effectively. In blinded evaluations, large language models (LLMs) generate responses that are often judged more empathic than human-written ones. Yet when a…

Computation and Language · Computer Science 2026-03-17 Aakriti Kumar , Nalin Poungpeth , Diyi Yang , Bruce Lambert , Matthew Groh

Expressing stressful experiences in words is proven to improve mental and physical health, but individuals often disengage with writing interventions as they struggle to organize their thoughts and emotions. Reflective prompts have been…

Human-Computer Interaction · Computer Science 2025-05-09 Inhwa Song , SoHyun Park , Sachin R. Pendse , Jessica Lee Schleider , Munmun De Choudhury , Young-Ho Kim

Educational chatbots are a promising tool for assisting student learning. However, the development of effective chatbots in education has been challenging, as high-quality data is seldom available in this domain. In this paper, we propose a…

Computation and Language · Computer Science 2024-03-07 Junling Wang , Jakub Macina , Nico Daheim , Sankalan Pal Chowdhury , Mrinmaya Sachan

An advantage of Large Language Models (LLMs) is their contextualization capability - providing different responses based on student inputs like solution strategy or prior discussion, to potentially better engage students than standard…

Photo-based reminiscence has the potential to have a positive impact on older adults' reconnection with their personal history and improve their well-being. Supporting reminiscence in older adults through technological implementations is…

Human-Computer Interaction · Computer Science 2026-02-04 Lei Han , Mingnan Wei , Qiongyan Chen , Anqi Wang , Rong Pang , Kefei Liu , Rongrong Chen , David Yip
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