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Large Language Model agents face fundamental challenges in adapting to novel tasks due to limitations in tool availability and experience reuse. Existing approaches either rely on predefined tools with limited coverage or build tools from…

计算与语言 · 计算机科学 2025-12-15 Jiarun Liu , Shiyue Xu , Yang Li , Shangkun Liu , Yongli Yu , Peng Cao

Slot filling is one of the critical tasks in modern conversational systems. The majority of existing literature employs supervised learning methods, which require labeled training data for each new domain. Zero-shot learning and weak…

计算与语言 · 计算机科学 2023-03-27 Adib Mosharrof , Moghis Fereidouni , A. B. Siddique

In the evolving landscape of digital education, chatbots have emerged as potential game-changers, promising personalized and adaptive learning experiences. This research undertook an in-depth exploration of ChatGPT's potential as an…

人机交互 · 计算机科学 2024-02-26 Holger Arndt

Adaptively forecasting human behavior in social settings is an important step toward achieving Artificial General Intelligence. Most existing research in social forecasting has focused either on unfocused interactions, such as pedestrian…

机器学习 · 计算机科学 2025-01-06 Augustinas Jučas , Chirag Raman

Navigating certain communication situations can be challenging due to individuals' lack of skills and the interference of strong emotions. However, effective learning opportunities are rarely accessible. In this work, we conduct a…

人机交互 · 计算机科学 2024-02-21 Inna Wanyin Lin , Ashish Sharma , Christopher Michael Rytting , Adam S. Miner , Jina Suh , Tim Althoff

Virtual assistants such as Google Assistant, Alexa and Siri provide a conversational interface to a large number of services and APIs spanning multiple domains. Such systems need to support an ever-increasing number of services with…

计算与语言 · 计算机科学 2020-01-30 Abhinav Rastogi , Xiaoxue Zang , Srinivas Sunkara , Raghav Gupta , Pranav Khaitan

Generative artificial intelligence (GenAI) is increasingly used in education, posing significant challenges for teachers adapting to these changes. GenAI offers unprecedented opportunities for accessibility, scalability and productivity in…

计算机与社会 · 计算机科学 2025-11-26 Mutlu Cukurova , Wannapon Suraworachet , Qi Zhou , Sahan Bulathwela

In early childhood education, accurately detecting collaborative and behavioral engagement is essential to foster meaningful learning experiences. This paper presents an AI driven approach that leverages Vision Transformers (ViTs) to…

High-quality, multi-turn instructional dialogues between novices and experts are essential for developing AI systems that support teaching, learning, and decision-making. These dialogues often involve scaffolding -- the process by which an…

人工智能 · 计算机科学 2026-02-05 Si Chen , Izzy Molnar , Ting Hua , Peiyu Li , Le Huy Khiem , G. Alex Ambrose , Jim Lang , Ronald Metoyer , Nitesh V. Chawla

Generative artificial intelligence (GenAI) is transforming education, redefining the role of trainers and coaches in learning environments. In our study, we explore how AI integrates into the design process of learning materials, assessing…

计算机与社会 · 计算机科学 2026-03-31 Alexander Komar , Marc-André Heidelmann , Kristina Schaaff

Reciprocal questioning is essential for effective teaching and learning, fostering active engagement and deeper understanding through collaborative interactions, especially in large classrooms. Can large language model (LLM), such as…

计算机与社会 · 计算机科学 2023-11-28 Chee Wei Tan

Social AI agents interact with members of a community, thereby changing the behavior of the community. For example, in online learning, an AI social assistant may connect learners and thereby enhance social interaction. These social AI…

计算与语言 · 计算机科学 2025-01-27 Rhea Basappa , Mustafa Tekman , Hong Lu , Benjamin Faught , Sandeep Kakar , Ashok K. Goel

Real-time reflection plays a vital role in synchronous communication. It enables users to adjust their communication strategies dynamically, thereby improving the effectiveness of their communication. Generative AI holds significant…

人机交互 · 计算机科学 2025-04-29 Yi Wen , Meng Xia

Social anxiety (SA) has become increasingly prevalent. Traditional coping strategies often face accessibility challenges. Generative AI (GenAI), known for their knowledgeable and conversational capabilities, are emerging as alternative…

人机交互 · 计算机科学 2025-01-28 Yimeng Wang , Yinzhou Wang , Kelly Crace , Yixuan Zhang

Recent development in Large Language Models (LLMs) and Multi-modal Large Language Models (MLLMs) have leverage Attention-based Transformer architectures and achieved superior performance and generalization capabilities. They have since…

Job interviews play a critical role in shaping one's career, yet practicing interview skills can be challenging, especially without access to human coaches or peers for feedback. Recent advancements in large language models (LLMs) present…

人机交互 · 计算机科学 2024-11-05 Taufiq Daryanto , Xiaohan Ding , Lance T. Wilhelm , Sophia Stil , Kirk McInnis Knutsen , Eugenia H. Rho

Conversational agents have traditionally been developed for either task-oriented dialogue (TOD) or open-ended chitchat, with limited progress in unifying the two. Yet, real-world conversations naturally involve fluid transitions between…

计算与语言 · 计算机科学 2025-11-13 Yejin Yoon , Yuri Son , Namyoung So , Minseo Kim , Minsoo Cho , Chanhee Park , Seungshin Lee , Taeuk Kim

Socially shared metacognition (SSM) refers to the collective monitoring and regulation of joint cognitive processes in collaborative problem-solving, and is essential for effective knowledge work and learning. Generative AI (GenAI)-based…

人机交互 · 计算机科学 2026-03-12 Yihang Zhao , Wenxin Zhang , Amy Rechkemmer , Albert Meroño-Peñuela , Elena Simperl

Context. The rise of generative AI (GenAI) tools like ChatGPT and GitHub Copilot has transformed how software is learned and written. In software engineering (SE) education, these tools offer new opportunities for support, but also raise…

软件工程 · 计算机科学 2025-12-05 Qiaolin Qin , Ronnie de Souza Santos , Rodrigo Spinola

Background: HIV and substance use represent interacting epidemics with shared psychological drivers - impulsivity and maladaptive coping. Dialectical behavior therapy (DBT) targets these mechanisms but faces scalability challenges.…