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In e-commerce private-domain channels such as instant messaging and e-mail, merchants engage customers directly as part of their Customer Relationship Management (CRM) programmes to drive retention and conversion. While a few top performers…

Computation and Language · Computer Science 2025-09-03 Yinzhu Quan , Xinrui Li , Ying Chen

Automating structured clinical interviews could revolutionize mental healthcare accessibility, yet existing large language models (LLMs) approaches fail to align with psychiatric diagnostic protocols. We present MAGI, the first framework…

Computation and Language · Computer Science 2025-04-28 Guanqun Bi , Zhuang Chen , Zhoufu Liu , Hongkai Wang , Xiyao Xiao , Yuqiang Xie , Wen Zhang , Yongkang Huang , Yuxuan Chen , Libiao Peng , Yi Feng , Minlie Huang

The increasing heterogeneity of student populations poses significant challenges for teachers, particularly in mathematics education, where cognitive, motivational, and emotional differences strongly influence learning outcomes. While…

Human-Computer Interaction · Computer Science 2026-05-21 Jana Gonnermann-Müller , Jennifer Haase , Konstantin Fackeldey , Sebastian Pokutta

Large language models (LLMs) have evolved into interactive agents that collaborate with users in real-world tasks. Effective collaboration in such settings increasingly depends on understanding the user beyond what is explicitly stated, as…

Artificial Intelligence · Computer Science 2026-05-27 Yuxin Chen , Yi Zhang , Zhengzhou Cai , Yaorui Shi , Zhiyuan Yao , Chenhang Cui , Jingnan Zheng , Yaqi Huo , Xi Su , Qi Gu , Xunliang Cai , Xiang Wang , An Zhang , Tat-Seng Chua

Many AI systems focus solely on providing solutions or explaining outcomes. However, complex tasks like research and strategic thinking often benefit from a more comprehensive approach to augmenting the thinking process rather than…

Human-Computer Interaction · Computer Science 2024-12-25 Soya Park , Hari Subramonyam , Chinmay Kulkarni

Large Language Models (LLMs) have become increasingly integral to enhancing developer productivity, particularly in code generation, comprehension, and repair tasks. However, fine-tuning these models with high-quality, real-world data is…

Software Engineering · Computer Science 2024-12-12 Xiaoyun Liang , Jingyi Ren , Jiayi Qi , Chao Peng , Bo Jiang

Current AI counseling systems struggle with maintaining effective long-term client engagement. Through formative research with counselors and a systematic literature review, we identified five key design considerations for AI counseling…

Human-Computer Interaction · Computer Science 2025-03-28 Yuanrong Tang , Yu Kang , Yifan Wang , Tianhong Wang , Chen Zhong , Jiangtao Gong

As mental health issues globally escalate, there is a tremendous need for advanced digital support systems. We introduce MentalAgora, a novel framework employing large language models enhanced by interaction between multiple agents for…

Computation and Language · Computer Science 2024-07-04 Yeonji Lee , Sangjun Park , Kyunghyun Cho , JinYeong Bak

Creating end-to-end bioinformatics workflows requires diverse domain expertise, which poses challenges for both junior and senior researchers as it demands a deep understanding of both genomics concepts and computational techniques. While…

We introduce a novel application of large language models (LLMs) in developing a virtual counselor capable of conducting motivational interviewing (MI) for alcohol use counseling. Access to effective counseling remains limited, particularly…

Human-Computer Interaction · Computer Science 2024-07-12 Ian Steenstra , Farnaz Nouraei , Mehdi Arjmand , Timothy W. Bickmore

As global tourism expands and artificial intelligence technology advances, intelligent travel planning services have emerged as a significant research focus. Within dynamic real-world travel scenarios with multi-dimensional constraints,…

Artificial Intelligence · Computer Science 2024-09-13 Aili Chen , Xuyang Ge , Ziquan Fu , Yanghua Xiao , Jiangjie Chen

Personalized programming tutoring, such as exercise recommendation, can enhance learners' efficiency, motivation, and outcomes, which is increasingly important in modern digital education. However, the lack of sufficient and high-quality…

Artificial Intelligence · Computer Science 2025-05-28 Yi Zhan , Qi Liu , Weibo Gao , Zheng Zhang , Tianfu Wang , Shuanghong Shen , Junyu Lu , Zhenya Huang

Gardening is critical to support well-being, cultural continuity, and food autonomy, yet existing digital tools often provide generic advice that overlooks gardeners' skills, local ecologies, seasons, and cultural contexts. We introduce…

Human-Computer Interaction · Computer Science 2026-05-25 Yiyang Wang , Moeiini Reilly , Britney Johnson , Kefei Yan , Alex Cabral , Josiah Hester

Mindfulness, a practice of bringing attention to the present non-judgmentally, has many mental and physical well-being benefits, especially when practiced consistently. Many technologies have been invented to support solo or group…

Human-Computer Interaction · Computer Science 2024-07-16 Jingjin Li , Karen Anne Cochrane , Gilly Leshed

As a key form in online social platforms, group chat is a popular space for interest exchange or problem-solving, but its effectiveness is often hindered by inactivity and management challenges. While recent large language models (LLMs)…

Artificial Intelligence · Computer Science 2026-03-06 Zijie Meng , Zheyong Xie , Zheyu Ye , Chonggang Lu , Zuozhu Liu , Zihan Niu , Yao Hu , Shaosheng Cao

Traditional interventions for academic procrastination often fail to capture the nuanced, individual-specific factors that underlie them. Large language models (LLMs) hold immense potential for addressing this gap by permitting open-ended…

Most AI systems today are designed to manage tasks and execute predefined steps. This makes them effective for process coordination but limited in their ability to engage in joint problem-solving with humans or contribute new ideas. We…

Human-Computer Interaction · Computer Science 2026-02-03 Kexin Quan , Dina Albassam , Mengke Wu , Zijian Ding , Jessie Chin

This paper presents a novel application of large language models (LLMs) to enhance user comprehension of privacy policies through an interactive dialogue agent. We demonstrate that LLMs significantly outperform traditional models in tasks…

Human-Computer Interaction · Computer Science 2024-10-17 Bolun Sun , Yifan Zhou , Haiyun Jiang

Multi-Modal Large Language Models (MLLMs), despite being successful, exhibit limited generality and often fall short when compared to specialized models. Recently, LLM-based agents have been developed to address these challenges by…

Computation and Language · Computer Science 2024-10-08 Binxu Li , Tiankai Yan , Yuanting Pan , Jie Luo , Ruiyang Ji , Jiayuan Ding , Zhe Xu , Shilong Liu , Haoyu Dong , Zihao Lin , Yixin Wang

In architectural interior design, miscommunication frequently arises as clients lack design knowledge, while designers struggle to explain complex spatial relationships, leading to delayed timelines and financial losses. Recent advancements…

Artificial Intelligence · Computer Science 2026-03-17 Ren Jian Lim , Rushi Dai