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Recent advances in interactive large language models like ChatGPT have revolutionized various domains; however, their behavior in natural and role-play conversation settings remains underexplored. In our study, we address this gap by deeply…

Computation and Language · Computer Science 2024-03-28 Yufei Tao , Ameeta Agrawal , Judit Dombi , Tetyana Sydorenko , Jung In Lee

Conversational recommender systems (CRSs) provide users with an interactive means to express preferences and receive real-time personalized recommendations. The success of these systems is heavily influenced by the preference elicitation…

Human-Computer Interaction · Computer Science 2025-04-22 Ivica Kostric , Krisztian Balog , Ujwal Gadiraju

As Large Language Models (LLMs) increasingly integrate into everyday workflows, where users shape outcomes through multi-turn collaboration, a critical question emerges: do users with different personality traits systematically prefer…

Computation and Language · Computer Science 2025-09-01 Sarfaroz Yunusov , Kaige Chen , Kazi Nishat Anwar , Ali Emami

Large Language Models (LLMs) have demonstrated human-like capabilities in language comprehension and generation, becoming active participants in social and cognitive domains. This study investigates whether LLMs exhibit personality-like…

Computation and Language · Computer Science 2025-05-22 Wang Jiaqi , Wang bo , Guo fa , Cheng cheng , Yang li

Recent Large Language Models (LLMs) have shown remarkable capabilities in mimicking fictional characters or real humans in conversational settings. However, the realism and consistency of these responses can be further enhanced by providing…

Computation and Language · Computer Science 2023-12-29 Seokhoon Jeong , Assentay Makhmud

As large language models (LLMs) become ubiquitous in workplace tools and decision-making processes, ensuring explainability and fostering user trust are critical. Although advancements in LLM engineering continue, human-centered design is…

Human-Computer Interaction · Computer Science 2025-10-09 Lifei Wang , Natalie Friedman , Chengchao Zhu , Zeshu Zhu , S. Joy Mountford

Providing scaffolding through educational chatbots built on Large Language Models (LLM) has potential risks and benefits that remain an open area of research. When students navigate impasses, they ask for help by formulating impasse-driven…

Human-Computer Interaction · Computer Science 2026-02-23 Alexandra Neagu , Marcus Messer , Peter Johnson , Rhodri Nelson

Despite significant advancements in conversational AI, large language model (LLM)-powered chatbots often struggle with personalizing their responses according to individual user characteristics, such as technical expertise, learning style,…

Artificial Intelligence · Computer Science 2025-06-18 Shahaf David , Yair Meidan , Ido Hersko , Daniel Varnovitzky , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Large Language Models (LLMs) have significantly advanced user-bot interactions, enabling more complex and coherent dialogues. However, the prevalent text-only modality might not fully exploit the potential for effective user engagement.…

Computation and Language · Computer Science 2024-06-24 Lichao Zhang , Jia Yu , Shuai Zhang , Long Li , Yangyang Zhong , Guanbao Liang , Yuming Yan , Qing Ma , Fangsheng Weng , Fayu Pan , Jing Li , Renjun Xu , Zhenzhong Lan

The landscape of software developer learning resources has continuously evolved, with recent trends favoring engaging formats like video tutorials. The emergence of Large Language Models (LLMs) like ChatGPT presents a new learning paradigm.…

Software Engineering · Computer Science 2024-10-14 Ahmad Tayeb , Mohammad D. Alahmadi , Elham Tajik , Sonia Haiduc

Large language model (LLM)-powered chatbots are increasingly used for opinion exploration. Prior research examined how LLMs alter user views, yet little work extended beyond one-way influence to address how user input can affect LLM…

Human-Computer Interaction · Computer Science 2025-10-24 Yuyang Jiang , Longjie Guo , Yuchen Wu , Aylin Caliskan , Tanu Mitra , Hua Shen

AI chatbots designed as emotional companions blur the boundaries between interpersonal intimacy and institutional software, creating a complex, multi-dimensional privacy environment. Drawing on Communication Privacy Management theory and…

Cryptography and Security · Computer Science 2026-01-19 Hsuen-Chi Chiu , Jeremy Foote

Alignment research on large language models (LLMs) increasingly depends on understanding how these systems are used in everyday contexts. Yet naturalistic interaction data is difficult to access due to privacy constraints and platform…

Human-Computer Interaction · Computer Science 2026-03-24 Cathy Mengying Fang , Sheer Karny , Chayapatr Archiwaranguprok , Yasith Samaradivakara , Pat Pataranutaporn , Pattie Maes

As large language model (LLM)-enhanced chatbots become increasingly expressive and socially responsive, many users begin forming companionship-like bonds with them. This study investigates how using AI companions relates to psychological…

Human-Computer Interaction · Computer Science 2026-05-06 Yutong Zhang , Dora Zhao , Jeffrey T. Hancock , Robert Kraut , Diyi Yang

In today's digital society, personalization has become a crucial aspect of software applications, significantly impacting user experience and engagement. A new wave of intelligent user interfaces, such as AI-based conversational agents, has…

Software Engineering · Computer Science 2025-06-02 Aaron Conrardy , Alfredo Capozucca , Jordi Cabot

While personalized recommendations are often desired by users, it can be difficult in practice to distinguish cases of bias from cases of personalization: we find that models generate racially stereotypical recommendations regardless of…

Computation and Language · Computer Science 2025-06-03 Anjali Kantharuban , Jeremiah Milbauer , Maarten Sap , Emma Strubell , Graham Neubig

This work investigates the causal mechanism behind the effect of chatbot personification and persuasion strategies on users' perceptions and donation likelihood. In a 2 (personified vs. non-personified chatbot) x 2 (emotional vs. logical…

Human-Computer Interaction · Computer Science 2024-12-31 Ekaterina Novozhilova , Jiacheng Huang , Le He , Ziling Li , James Cummings

The past few decades have witnessed an upsurge in data, forming the foundation for data-hungry, learning-based AI technology. Conversational agents, often referred to as AI chatbots, rely heavily on such data to train large language models…

Computation and Language · Computer Science 2024-11-19 Sumit Kumar Dam , Choong Seon Hong , Yu Qiao , Chaoning Zhang

Recent advances in large language models (LLMs) have enabled the creation of highly effective chatbots. However, the compute costs of widely deploying LLMs have raised questions about profitability. Companies have proposed exploring…

Human-Computer Interaction · Computer Science 2025-10-08 Brian Jay Tang , Kaiwen Sun , Noah T. Curran , Florian Schaub , Kang G. Shin

With growing societal acceptance and increasing cost efficiency due to mass production, service robots are beginning to cross from the industrial to the social domain. Currently, customer service robots tend to be digital and emulate social…

Human-Computer Interaction · Computer Science 2022-06-02 Jordan J. Bird