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Collaboration is a task-oriented, high-level human behavior. In most cases, conversation serves as the primary medium for information exchange and coordination, making conversational data a valuable resource for the automatic analysis of…

Computation and Language · Computer Science 2026-03-31 Yi Yu , Maria Boritchev , Chloé Clavel

Our goal is to develop an AI Partner that can provide support for group problem solving and social dynamics. In multi-party working group environments, multimodal analytics is crucial for identifying non-verbal interactions of group…

A dialogue is successful when there is alignment between the speakers at different linguistic levels. In this work, we consider the dialogue occurring between interlocutors engaged in a collaborative learning task, where they are not only…

Computation and Language · Computer Science 2022-04-15 Utku Norman , Tanvi Dinkar , Barbara Bruno , Chloé Clavel

Information seeking conversations between users and Conversational Search Agents (CSAs) consist of multiple turns of interaction. While users initiate a search session, ideally a CSA should sometimes take the lead in the conversation by…

Information Retrieval · Computer Science 2021-09-14 Mohammad Aliannejadi , Leif Azzopardi , Hamed Zamani , Evangelos Kanoulas , Paul Thomas , Nick Craswel

Online Social Networking may be a way to support health professionals' need for continuous learning through interaction with peers and experts. Understanding and evaluating such learning is important but difficult, and Social Network…

Social and Information Networks · Computer Science 2016-04-12 Xin Li , Kathleen Gray , Karin Verspoor , Stephen Barnett

Group tendency is a research branch of computer assisted learning. The construction of good learning behavior is of great significance to learners' learning process and learning effect, and is the key basis of data-driven education…

Machine Learning · Computer Science 2020-10-09 Xiaona Xia

Understanding students' emerging roles in computer-supported collaborative learning (CSCL) is critical for promoting regulated learning processes and supporting learning at both individual and group levels. However, it has been challenging…

Social and Information Networks · Computer Science 2025-02-27 Shihui Feng , David Gibson , Dragan Gasevic

Human groups of all sizes and kinds engage in deliberation, problem solving, strategizing, decision making, and more generally, cognition. Some groups are large, and that setting presents unique challenges. The small-group setting often…

Human-Computer Interaction · Computer Science 2024-08-02 John C. Boik

In this study, we explore peer-interaction effects in online networks on speaking skill development. In particular, we present an evidence for gradual buildup of skills in a small-group setting that has not been reported in the literature.…

Social and Information Networks · Computer Science 2018-06-14 Rasoul Shafipour , Raiyan Abdul Baten , Md Kamrul Hasan , Gourab Ghoshal , Gonzalo Mateos , Mohammed Ehsan Hoque

Current conversational agents (CA) have seen improvement in conversational quality in recent years due to the influence of large language models (LLMs) like GPT3. However, two key categories of problem remain. Firstly there are the unique…

Computation and Language · Computer Science 2024-10-28 Alex Clay , Eduardo Alonso , Esther Mondragón

Workplace learning is used to train employees systematically, e.g., via e-learning or in 1:1 training. However, this is often deemed ineffective and costly. Whereas pure e-learning lacks the possibility of conversational exercise and…

Human-Computer Interaction · Computer Science 2024-05-27 Andreas Bucher , Birgit Schenk , Mateusz Dolata , Gerhard Schwabe

Humans quite frequently interact with conversational agents. The rapid advancement in generative language modeling through neural networks has helped advance the creation of intelligent conversational agents. Researchers typically evaluate…

Computation and Language · Computer Science 2020-02-27 Sashank Santhanam , Alireza Karduni , Samira Shaikh

In many domains of life, business and management, numerous problems are addressed by small groups of individuals engaged in face-to-face discussions. While research in social psychology has a long history of studying the determinants of…

Physics and Society · Physics 2018-02-07 Mehdi Moussaid , Alejandro Noriega Campero , Abdullah Almaatouq

People in conversation entrain their linguistic behaviours through spontaneous alignment mechanisms [7] - both in face-to-face and computer-mediated communication (CMC) [8]. In CMC, one of the mechanisms through which linguistic entrainment…

Computation and Language · Computer Science 2023-12-01 Bruno D. Ferreira-Saraiva , Joao P. Matos-Carvalho , Manuel Pita

Studying free-standing conversational groups (FCGs) in unstructured social settings (e.g., cocktail party ) is gratifying due to the wealth of information available at the group (mining social networks) and individual (recognizing native…

Computer Vision and Pattern Recognition · Computer Science 2015-06-24 Xavier Alameda-Pineda , Jacopo Staiano , Ramanathan Subramanian , Ligia Batrinca , Elisa Ricci , Bruno Lepri , Oswald Lanz , Nicu Sebe

The widespread adoption of generative artificial intelligence conversational agents (AICAs) among university students constitutes a novel cognitive social environment whose impact on the maturing brain remains elusive. Combining surveys…

Neurons and Cognition · Quantitative Biology 2026-04-13 Junjie Wang , Xianyang Gan , Dan Liu , Jingxian He , Stefania Ferraro , Keith M. Kendrick , Weihua Zhao , Shuxia Yao , Christian Montag , Benjamin Becker

Collaborative problem solving (CPS) enables student groups to complete learning tasks, construct knowledge, and solve problems. Previous research has argued the importance to examine the complexity of CPS, including its multimodality,…

Artificial Intelligence · Computer Science 2022-10-31 Fan Ouyang , Weiqi Xu , Mutlu Cukurova

Effective communication is essential in collaborative tasks, so AI-equipped robots working alongside humans need to be able to explain their behaviour in order to cooperate effectively and earn trust. We analyse and classify communications…

Human-Computer Interaction · Computer Science 2024-11-20 Marc Roig Vilamala , Jack Furby , Julian de Gortari Briseno , Mani Srivastava , Alun Preece , Carolina Fuentes Toro

Previous group activity recognition approaches were limited to reasoning using human relations or finding important subgroups and tended to ignore indispensable group composition and human-object interactions. This absence makes a partial…

Computer Vision and Pattern Recognition · Computer Science 2023-05-10 Youliang Zhang , Zhuo Zhou , Wenxuan Liu , Danni Xu , Zheng Wang

Group segregation or cohesion can emerge from micro-level communication, and AI-assisted messaging may shape this process. Here, we report a preregistered online experiment (N = 557 across 60 sessions) in which participants discussed…

Social and Information Networks · Computer Science 2025-11-26 Faria Huq , Elijah L. Claggett , Hirokazu Shirado