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This paper presents a two-year research project focused on developing AI-driven measures to analyze classroom dynamics, with particular emphasis on teacher actions captured through multimodal sensor data. We applied real-time data from…

Recently, multiple applications of machine learning have been introduced. They include various possibilities arising when image analysis methods are applied to, broadly understood, video streams. In this context, a novel tool, developed for…

The Teacher-Student Chatroom Corpus (TSCC) is a collection of written conversations captured during one-to-one lessons between teachers and learners of English. The lessons took place in an online chatroom and therefore involve more…

Responsive teaching is a highly effective strategy that promotes student learning. In math classrooms, teachers might "funnel" students towards a normative answer or "focus" students to reflect on their own thinking, deepening their…

计算机与社会 · 计算机科学 2022-08-10 Sterling Alic , Dorottya Demszky , Zid Mancenido , Jing Liu , Heather Hill , Dan Jurafsky

GenAI has rapidly entered instructional and learning settings as a teaching assistant or AI tutor. However, less is known about how pedagogical intent connects to the learning generated within these systems, especially when student-facing…

人机交互 · 计算机科学 2026-04-21 Alex Liu , Min Sun , Lief Esbenshade , Victor Tian , Zachary Zhang , Kevin He

With children talking to smart-speakers, smart-phones and even smart-microwaves daily, it is increasingly important to educate students on how these agents work-from underlying mechanisms to societal implications. Researchers are developing…

计算机与社会 · 计算机科学 2020-09-15 Jessica Van Brummelen , Tommy Heng , Viktoriya Tabunshchyk

Open conversations are one of the most engaging forms of teaching. However, creating those conversations in educational software is a complex endeavor, especially if we want to address the needs of different audiences. While language models…

计算与语言 · 计算机科学 2024-04-17 Donya Rooein , Dirk Hovy

We describe a statistical approach for modeling dialogue acts in conversational speech, i.e., speech-act-like units such as Statement, Question, Backchannel, Agreement, Disagreement, and Apology. Our model detects and predicts dialogue acts…

计算与语言 · 计算机科学 2022-02-28 A. Stolcke , K. Ries , N. Coccaro , E. Shriberg , R. Bates , D. Jurafsky , P. Taylor , R. Martin , C. Van Ess-Dykema , M. Meteer

Dialogue segmentation is a crucial task for dialogue systems allowing a better understanding of conversational texts. Despite recent progress in unsupervised dialogue segmentation methods, their performances are limited by the lack of…

计算与语言 · 计算机科学 2023-10-17 Junfeng Jiang , Chengzhang Dong , Sadao Kurohashi , Akiko Aizawa

Analyzing student actions is an important and challenging task in educational research. Existing efforts have been hampered by the lack of accessible datasets to capture the nuanced action dynamics in classrooms. In this paper, we present a…

计算机视觉与模式识别 · 计算机科学 2025-03-10 Zhuolin Tan , Chenqiang Gao , Anyong Qin , Ruixin Chen , Tiecheng Song , Feng Yang , Deyu Meng

Adaptive scaffolding enhances learning, yet the field lacks robust methods for measuring it within authentic tutoring dialogue. This gap has become more pressing with the rise of remote human tutoring and large language model-based systems.…

计算与语言 · 计算机科学 2026-03-26 Conrad Borchers , Jiayi Zhang , Ashish Gurung

Oral presentation skills are a critical component of higher education, yet comprehensive datasets capturing real-world student performance across multiple modalities remain scarce. To address this gap, we present SOPHIAS (Student Oral…

人机交互 · 计算机科学 2026-01-13 Alvaro Becerra , Ruth Cobos , Roberto Daza

This paper describes an English audio and textual dataset of debating speeches, a unique resource for the growing research field of computational argumentation and debating technologies. We detail the process of speech recording by…

Many everyday tasks ranging from fixing appliances, cooking recipes to car maintenance require expert knowledge, especially when tasks are complex and multi-step. Despite growing interest in AI agents, there is a scarcity of dialogue-video…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Lavisha Aggarwal , Vikas Bahirwani , Lin Li , Andrea Colaco

This paper presents a dataset collected from natural dialogs which enables to test the ability of dialog systems to learn new facts from user utterances throughout the dialog. This interactive learning will help with one of the most…

计算与语言 · 计算机科学 2016-05-17 Miroslav Vodolán , Filip Jurčíček

We introduce doc2dial, a new dataset of goal-oriented dialogues that are grounded in the associated documents. Inspired by how the authors compose documents for guiding end users, we first construct dialogue flows based on the content…

计算与语言 · 计算机科学 2020-11-20 Song Feng , Hui Wan , Chulaka Gunasekara , Siva Sankalp Patel , Sachindra Joshi , Luis A. Lastras

Teachers' in-the-moment support is a limited resource in technology-supported classrooms, and teachers must decide whom to help and when during ongoing student work. However, less is known about how students' prior help history (whether…

Designing dialog tutors has been challenging as it involves modeling the diverse and complex pedagogical strategies employed by human tutors. Although there have been significant recent advances in neural conversational systems using large…

计算与语言 · 计算机科学 2023-03-29 Jakub Macina , Nico Daheim , Lingzhi Wang , Tanmay Sinha , Manu Kapur , Iryna Gurevych , Mrinmaya Sachan

Publishing open-source academic video recordings is an emergent and prevalent approach to sharing knowledge online. Such videos carry rich multimodal information including speech, the facial and body movements of the speakers, as well as…

计算与语言 · 计算机科学 2024-06-05 Zhe Chen , Heyang Liu , Wenyi Yu , Guangzhi Sun , Hongcheng Liu , Ji Wu , Chao Zhang , Yu Wang , Yanfeng Wang

Identifying discourse features in student conversations is quite important for educational researchers to recognize the curricular and pedagogical variables that cause students to engage in constructing knowledge rather than merely…

计算与语言 · 计算机科学 2025-11-26 Farjana Sultana Mim , Shuchin Aeron , Eric Miller , Kristen Wendell