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Online teaching has become a new reality due to the COVID-19 pandemic raising a lot of questions about its learning outcomes. Recent studies have shown that peer communication positively affects learning outcomes of online teaching.…

Computers and Society · Computer Science 2022-04-12 Natalya Kozhevnikova

Spoken conversational systems require more than accurate speech generation to have human-like conversations: to feel natural and engaging, they must produce conversational behaviour that adapts dynamically to the context. Current spoken…

Computation and Language · Computer Science 2026-04-16 Maike Züfle , Ondrej Klejch , Nicholas Sanders , Jan Niehues , Alexandra Birch , Tsz Kin Lam

People have long hoped for a conversational system that can assist in real-life situations, and recent progress on large language models (LLMs) is bringing this idea closer to reality. While LLMs are often impressive in performance, their…

Computation and Language · Computer Science 2025-02-06 Linkai Peng , Baorian Nuchged , Yingming Gao

There is a growing interest in developing goal-oriented dialog systems which serve users in accomplishing complex tasks through multi-turn conversations. Although many methods are devised to evaluate and improve the performance of…

Computation and Language · Computer Science 2020-05-18 Ryuichi Takanobu , Qi Zhu , Jinchao Li , Baolin Peng , Jianfeng Gao , Minlie Huang

Many conversational domains require the system to present nuanced information to users. Such systems must follow up what they say to address clarification questions and repair misunderstandings. In this work, we explore this interactive…

Computation and Language · Computer Science 2023-08-04 Baber Khalid , Matthew Stone

Generative AI (GAI) technologies are quickly reshaping the educational landscape. As adoption accelerates, understanding how students and educators perceive these tools is essential. This study presents one of the most comprehensive…

Social and Information Networks · Computer Science 2026-01-07 Paulina DeVito , Akhil Vallala , Sean Mcmahon , Yaroslav Hinda , Benjamin Thaw , Hanqi Zhuang , Hari Kalva

Engaging learners in dialogue around controversial issues is essential for examining diverse values and perspectives in pluralistic societies. While prior research has identified productive discussion moves mainly in STEM-oriented contexts,…

Human-Computer Interaction · Computer Science 2026-01-12 Kyuwon Kim , Jeanhee Lee , Sung-Eun Kim , Hyo-Jeong So

Conventional methods for student modeling, which involve predicting grades based on measured activities, struggle to provide accurate results for minority/underrepresented student groups due to data availability biases. In this paper, we…

Meta-training, which fine-tunes the language model (LM) on various downstream tasks by maximizing the likelihood of the target label given the task instruction and input instance, has improved the zero-shot task generalization performance.…

Computation and Language · Computer Science 2023-06-07 Seonghyeon Ye , Doyoung Kim , Joel Jang , Joongbo Shin , Minjoon Seo

Analyzing student behavior in educational scenarios is crucial for enhancing teaching quality and student engagement. Existing AI-based models often rely on classroom video footage to identify and analyze student behavior. While these…

Computers and Society · Computer Science 2025-03-11 Xian Gao , Jiacheng Ruan , Jingsheng Gao , Mingye Xie , Zongyun Zhang , Ting Liu , Yuzhuo Fu

Seating location in the classroom can affect student engagement, attention and academic performance by providing better visibility, improved movement, and participation in discussions. Existing studies typically explore how traditional…

Human-Computer Interaction · Computer Science 2022-07-26 Nan Gao , Mohammad Saiedur Rahaman , Wei Shao , Kaixin Ji , Flora D. Salim

The advances in language-based Artificial Intelligence (AI) technologies applied to build educational applications can present AI for social-good opportunities with a broader positive impact. Across many disciplines, enhancing the quality…

Computation and Language · Computer Science 2022-11-08 Eda Okur , Saurav Sahay , Roddy Fuentes Alba , Lama Nachman

Research shows that community plays a central role in learning, and strong community engages students and aids in student persistence. Thus, understanding the function and structure of communities in learning environments is essential to…

Many problems seem to require a flash of insight to solve. What form do these sudden insights take, and what impact do they have on how people approach similar problems in the future? In this work, we prompted participants (N = 189) to…

Computation and Language · Computer Science 2026-05-19 Linas Nasvytis , Judith E. Fan

This paper reports on progress towards building an online language learning tool to provide learners with conversational experience by using dialog systems as conversation practice partners. Our system can adapt to users' language…

Computation and Language · Computer Science 2022-08-02 Yu Li , Chun-Yen Chen , Dian Yu , Sam Davidson , Ryan Hou , Xun Yuan , Yinghua Tan , Derek Pham , Zhou Yu

This paper introduces an automated framework WSW2.0 for analyzing vocal interactions in preschool classrooms, enhancing both accuracy and scalability through the integration of wav2vec2-based speaker classification and Whisper (large-v2 and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-27 Anchen Sun , Tiantian Feng , Gabriela Gutierrez , Juan J Londono , Anfeng Xu , Batya Elbaum , Shrikanth Narayanan , Lynn K Perry , Daniel S Messinger

Online conversations can go in many directions: some turn out poorly due to antisocial behavior, while others turn out positively to the benefit of all. Research on improving online spaces has focused primarily on detecting and reducing…

Computers and Society · Computer Science 2021-02-17 Jiajun Bao , Junjie Wu , Yiming Zhang , Eshwar Chandrasekharan , David Jurgens

AI-augmented classrooms generate rich teacher and student feedback before graded outcomes become available, yet these signals can be difficult to translate into timely instructional decisions. We propose an interpretable decision layer: a…

Artificial Intelligence · Computer Science 2026-05-29 Junsoo Park , Youssef Medhat , Htet Phyo Wai , Ploy Thajchayapong , Ashok K. Goel

Spoken Language Assessment (SLA) estimates a learner's oral proficiency from spontaneous speech. The growing population of L2 English speakers has intensified the demand for reliable SLA, a critical component of Computer Assisted Language…

Computation and Language · Computer Science 2025-09-22 Hong-Yun Lin , Jhen-Ke Lin , Chung-Chun Wang , Hao-Chien Lu , Berlin Chen

Intelligent systems need to be able to recover from mistakes, resolve uncertainty, and adapt to novel concepts not seen during training. Dialog interaction can enable this by the use of clarifications for correction and resolving…

Computer Vision and Pattern Recognition · Computer Science 2020-12-15 Aishwarya Padmakumar , Raymond J. Mooney
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