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Instructors are increasingly experimenting with AI chatbots for classroom support. To investigate how instructors adapt chatbots to their own contexts, we first analyzed existing resources that provide prompts for educational purposes. We…

Computers and Society · Computer Science 2026-03-03 Irene Hou , Zeyu Xiong , Philip J. Guo , April Yi Wang

Generative AI tools such as ChatGPT now provide novice programmers with unprecedented access to instant, personalized support. While this holds clear promise, their influence on students' metacognitive processes remains underexplored.…

Human-Computer Interaction · Computer Science 2025-11-07 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Yinjie Xie , Chenghao Gu , Atsushi Shimada , Shin'ichi Konomi

Unified multimodal models (UMMs) have achieved remarkable progress yet remain constrained by a single-turn interaction paradigm, effectively functioning as solvers for independent requests rather than assistants in continuous dialogue. To…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Wenxun Dai , Zhiyuan Zhao , Yule Zhong , Yiji Cheng , Jianwei Zhang , Linqing Wang , Shiyi Zhang , Yunlong Lin , Runze He , Fellix Song , Wayne Zhuang , Yong Liu , Haoji Zhang , Yansong Tang , Qinglin Lu , Chunyu Wang

Background: In the contemporary educational landscape, technology has the power to drive innovative pedagogical practices. Overcoming the resistance of teachers and students to adopting new methods and technologies is a challenge that needs…

Computers and Society · Computer Science 2023-11-28 Fabiano Villan , Renato P. dos Santos

Building open-domain conversational systems (or chatbots) that produce convincing responses is a recognized challenge. Recent state-of-the-art (SoTA) transformer-based models for the generation of natural language dialogue have demonstrated…

Computation and Language · Computer Science 2022-02-15 Tosin Adewumi , Rickard Brännvall , Nosheen Abid , Maryam Pahlavan , Sana Sabah Sabry , Foteini Liwicki , Marcus Liwicki

Artificial Intelligence is a central topic in the computer science curriculum. From the year 2011 a project-based learning methodology based on computer games has been designed and implemented into the intelligence artificial course at the…

Artificial Intelligence · Computer Science 2021-01-07 Clemente Rubio-Manzano , Tomas Lermanda Senoceain

This study introduces a novel method that employs tag annotation coupled with the ChatGPT language model to analyze student learning behaviors and generate personalized feedback. Central to this approach is the conversion of complex student…

Artificial Intelligence · Computer Science 2025-01-14 Yizhou Zhou , Mengqiao Zhang , Yuan-Hao Jiang , Xinyu Gao , Naijie Liu , Bo Jiang

While large neural-based conversational models have become increasingly proficient dialogue agents, recent work has highlighted safety issues with these systems. For example, these systems can be goaded into generating toxic content, which…

Computation and Language · Computer Science 2023-10-24 Nicholas Meade , Spandana Gella , Devamanyu Hazarika , Prakhar Gupta , Di Jin , Siva Reddy , Yang Liu , Dilek Hakkani-Tür

To sustain engaging conversation, it is critical for chatbots to make good use of relevant knowledge. Equipped with a knowledge base, chatbots are able to extract conversation-related attributes and entities to facilitate context modeling…

Computation and Language · Computer Science 2018-11-12 Yanran Li , Wenjie Li , Ziqiang Cao , Chengyao Chen

Interactive systems such as chatbots and games are increasingly used to persuade and educate on sustainability-related topics, yet it remains unclear how different delivery formats shape learning and persuasive outcomes when content is held…

Human-Computer Interaction · Computer Science 2026-02-25 Seyed Hossein Alavi , Zining Wang , Shruthi Chockkalingam , Raymond T. Ng , Vered Shwartz

This perspective paper proposes a series of interactive scenarios that utilize Artificial Intelligence (AI) to enhance classroom teaching, such as dialogue auto-completion, knowledge and style transfer, and assessment of AI-generated…

Artificial Intelligence · Computer Science 2023-06-13 Kehui Tan , Tianqi Pang , Chenyou Fan , Song Yu

Creating and improvising scenarios for content approaching is an enriching technique in education. However, it comes with a significant increase in the time spent on its planning, which intensifies when using complex technologies, such as…

Computers and Society · Computer Science 2025-08-26 Daniel Tozadore , Nur Ertug , Yasmine Chaker , Mortadha Abderrahim

Conversational agents, such as chatbots and virtual assistants, have become essential in software development, boosting productivity, collaboration, and automating various tasks. This paper examines the role of adaptive AI-powered…

Software Engineering · Computer Science 2025-07-16 Omar Elsisi , Glaucia Melo

Large Language Models (LLMs) are increasingly being used in learning environments to support teaching-be it as learning companions or as tutors. With our contribution, we aim to discuss the implications of the anthropomorphization of LLMs…

Computation and Language · Computer Science 2024-08-09 Kristina Schaaff , Marc-André Heidelmann

Innovation is a key component in trying new solutions for the students to learn efficiently and in ways that correspond to their own experience, where chatbots are one of these new solutions. One of the main problem that chatbots face today…

Computation and Language · Computer Science 2022-07-01 Dimitrios Chaskopoulos , Jonas Eilertsen Hægdahl , Petter Sagvold , Claire Trinquet , Maryam Edalati

Recent advances in artificial intelligence have created new possibilities for making education more scalable, adaptive, and learner-centered. However, existing educational chatbot systems often lack contextual adaptability, real-time…

Computation and Language · Computer Science 2026-02-10 Mohamed El Hajji , Tarek Ait Baha , Aicha Dakir , Hammou Fadili , Youssef Es-Saady

Apart from the coherence and fluency of responses, an empathetic chatbot emphasizes more on people's feelings. By considering altruistic behaviors between human interaction, empathetic chatbots enable people to get a better interactive and…

Computation and Language · Computer Science 2021-10-11 Jiun-Hao Jhan , Chao-Peng Liu , Shyh-Kang Jeng , Hung-Yi Lee

In spoken dialogue systems, we aim to deploy artificial intelligence to build automated dialogue agents that can converse with humans. Dialogue systems are increasingly being designed to move beyond just imitating conversation and also…

Computation and Language · Computer Science 2021-11-03 Atharv Singh Patlan , Shiven Tripathi , Shubham Korde

As Artificial Intelligence (AI) becomes increasingly integrated into daily life, there is a growing need to equip the next generation with the ability to apply, interact with, evaluate, and collaborate with AI systems responsibly. Prior…

Human-Computer Interaction · Computer Science 2025-12-09 Ruiwei Xiao , Xinying Hou , Ying-Jui Tseng , Hsuan Nieu , Guanze Liao , John Stamper , Kenneth R. Koedinger

An important aspect of developing conversational agents is to give a bot the ability to improve through communicating with humans and to learn from the mistakes that it makes. Most research has focused on learning from fixed training sets…

Artificial Intelligence · Computer Science 2017-01-17 Jiwei Li , Alexander H. Miller , Sumit Chopra , Marc'Aurelio Ranzato , Jason Weston