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Collaborative learning is an educational approach that enhances learning through shared goals and working together. Interaction and regulation are two essential factors related to the success of collaborative learning. Since the information…

Computer Vision and Pattern Recognition · Computer Science 2022-10-12 Yante Li , Yang Liu , KhÁnh Nguyen , Henglin Shi , Eija Vuorenmaa , Sanna Jarvela , Guoying Zhao

We are interested in the problem of conversational analysis and its application to the health domain. Cognitive Behavioral Therapy is a structured approach in psychotherapy, allowing the therapist to help the patient to identify and modify…

Conventional topic models are ineffective for topic extraction from microblog messages, because the data sparseness exhibited in short messages lacking structure and contexts results in poor message-level word co-occurrence patterns. To…

Computation and Language · Computer Science 2018-09-12 Jing Li , Yan Song , Zhongyu Wei , Kam-Fai Wong

Verbal communication plays a crucial role in human cooperation, particularly when the partners only have incomplete information about the task, environment, and each other's mental state. In this paper, we propose a novel cooperative…

Human-Computer Interaction · Computer Science 2025-01-15 Lance Ying , Kunal Jha , Shivam Aarya , Joshua B. Tenenbaum , Antonio Torralba , Tianmin Shu

Multi-agent reinforcement learning is a promising research area that extends established reinforcement learning approaches to problems formulated as multi-agent systems. Recently, a multitude of communication methods have been introduced to…

Multiagent Systems · Computer Science 2026-01-21 Christoph Wittner

Modeling engagement in collaborative learning remains challenging, especially in technology-enhanced environments where surface indicators such as participation frequency can be misleading. This study proposes a lightweight and…

Human-Computer Interaction · Computer Science 2026-01-21 Joan Zhong

The experience and adoption of conversational search is tied to the accuracy and completeness of users' mental models -- their internal frameworks for understanding and predicting system behaviour. Thus, understanding these models can…

Human-Computer Interaction · Computer Science 2025-06-05 Chadha Degachi , Samuel Kernan Freire , Evangelos Niforatos , Gerd Kortuem

The interpretation of human voices holds importance across various applications. This study ventures into predicting age, gender, and emotion from vocal cues, a field with vast applications. Voice analysis tech advancements span domains,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-03-05 Aron R , Indra Sigicharla , Chirag Periwal , Mohanaprasad K , Nithya Darisini P S , Sourabh Tiwari , Shivani Arora

Most human interactions occur in the form of spoken conversations where the semantic meaning of a given utterance depends on the context. Each utterance in spoken conversation can be represented by many semantic and speaker attributes, and…

Computation and Language · Computer Science 2023-05-02 Siddhant Arora , Hayato Futami , Emiru Tsunoo , Brian Yan , Shinji Watanabe

We present a scalable methodology for evaluating language models in multi-turn interactions, using a suite of collaborative games that require effective communication about private information. This enables an interactive scaling analysis,…

Computation and Language · Computer Science 2026-03-02 Jacob Eisenstein , Fantine Huot , Adam Fisch , Jonathan Berant , Mirella Lapata

Social norms are implicit, culturally grounded expectations that guide interpersonal communication. Unlike factual commonsense, norm reasoning is subjective, context-dependent, and varies across cultures, posing challenges for computational…

Computation and Language · Computer Science 2025-11-14 Pritish Sahu , Anirudh Som , Dimitra Vergyri , Ajay Divakaran

Perspective differences exist among different cultures or languages. A lack of mutual understanding among different groups about their perspectives on specific values or events may lead to uninformed decisions or biased opinions.…

Computation and Language · Computer Science 2021-04-14 Yufei Tian , Tuhin Chakrabarty , Fred Morstatter , Nanyun Peng

The substantial growth of online learning, in particular, Massively Open Online Courses (MOOCs), supports research into the development of better models for effective learning. Learner 'confusion' is among one of the identified aspects…

Computers and Society · Computer Science 2019-03-11 Thushari Atapattu , Katrina Falkner , Menasha Thilakaratne , Lavendini Sivaneasharajah , Rangana Jayashanka

Dialogue systems capable of social influence such as persuasion, negotiation, and therapy, are essential for extending the use of technology to numerous realistic scenarios. However, existing research primarily focuses on either…

Computation and Language · Computer Science 2023-01-26 Kushal Chawla , Weiyan Shi , Jingwen Zhang , Gale Lucas , Zhou Yu , Jonathan Gratch

This paper proposes a group deliberation oriented multi-agent conversational model to address the limitations of single large language models in complex reasoning tasks. The model adopts a three-level role division architecture consisting…

Artificial Intelligence · Computer Science 2026-01-01 Zheyu Shi , Dong Qiu , Shanlong Yu

Multiagent reinforcement learning (MARL) has attracted considerable attention due to its potential in addressing complex cooperative tasks. However, existing MARL approaches often rely on frequent exchanges of action or state information…

Machine Learning · Computer Science 2026-01-14 Zhenglong Luo , Zhiyong Chen , Aoxiang Liu , Ke Pan

In Computer-Supported Collaborative Learning, ideas generated through collaborative discourse are informative indicators of students' learning and collaboration. Idea creation is a product of emergent and interactive socio-cognitive…

Computers and Society · Computer Science 2023-06-06 Xinran Zhu , Bodong Chen

While the complexity of 21st-century demands has promoted pedagogical approaches to foster complex competencies, a persistent gap remains between in-class learning activities and individualized learning or assessment practices. To address…

Human-Computer Interaction · Computer Science 2025-06-09 Eunhye Grace Ko , Soo Hyoung Joo

Multimodal Learning Analytics (MMLA) leverages advanced sensing technologies and artificial intelligence to capture complex learning processes, but integrating diverse data sources into cohesive insights remains challenging. This study…

Machine Learning · Computer Science 2024-11-26 Lixiang Yan , Dragan Gašević , Linxuan Zhao , Vanessa Echeverria , Yueqiao Jin , Roberto Martinez-Maldonado

This research investigates the impact of dynamic, time-varying interactions on cooperative behaviour in social dilemmas. Traditional research has focused on deterministic rules governing pairwise interactions, yet the impact of interaction…

Physics and Society · Physics 2024-08-20 Yujie He , Tianyu Ren , Xiao-Jun Zeng , Huawen Liang , Liukai Yu , Junjun Zheng
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